{
  "schema": "talk2nature.knowledge.v1",
  "visibility": "public_metadata",
  "nodes": [
    {
      "id": "note:animal-name-criteria-2026@87479e79d57cb0daca31979cf8e06eec5c029bbf37e0dfd40d1a7aae17400b66",
      "key": "note:animal-name-criteria-2026",
      "kind": "note",
      "title": "Do animal calls function as names? A proposed test framework",
      "fingerprint": "87479e79d57cb0daca31979cf8e06eec5c029bbf37e0dfd40d1a7aae17400b66",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the official PubMed record and ScienceDirect listing for article metadata, abstract, publisher highlights, Open Access/Creative Commons status and copyright information. The direct publisher page returned HTTP 403. Full text, references, supplementary files and underlying studies were not reviewed; no data or analyses were acquired or reproduced.",
      "review_stage": "Abstract and publisher-highlights review; full text was not accessible in this review",
      "taxon": "Multiple taxa; the review discusses spectacled parrotlets, common marmosets, African elephants and bottlenose dolphins"
    },
    {
      "id": "note:animal-spot-parrot-detection-2022@f0a5e802a2c2673eab359cbd69b0086064db2aeff516e2f02109ef9a864c793c",
      "key": "note:animal-spot-parrot-detection-2022",
      "kind": "note",
      "title": "ANIMAL-SPOT: parrot call detection is not translation",
      "fingerprint": "f0a5e802a2c2673eab359cbd69b0086064db2aeff516e2f02109ef9a864c793c",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Read the full publisher article text, including the target/noise and call-type methods, preprocessing, split policy, results, discussion and ethics/data-collection description, alongside Tables 1 and 3 from the earlier targeted full-text review. The paper states that samples from one recording stay in only one split, with a default 70/15/15 train/validation/test split; it does not establish individual-animal holdout. It reports mean 97.9% test-set accuracy (range 94.5–99.8%) and, separately, 95.9% average AUC (range 91.7–99.1%) across 33 additional unseen animal-specific recordings. Monk-parakeet call-type accuracy is 92.7% on human-labeled test samples and 88.4% on detector-selected segments. Re-read Edmond V2.0 API metadata on October 23, 2026: file restricted=false, fileAccessRequest=true, dataset-level CC BY 4.0 and the same provider MD5. The official Dataverse 6.11 API documentation says access-request settings are ignored when a file is unrestricted. Edmond's own download guide separately requires acceptance of its terms and dataset license; the current Terms' MPS-associated service wording still does not explicitly clarify its application to external downloaders of existing public datasets. The supplement's split tables, exact V2 archive manifest and individual/session recurrence remain unreviewed. No data, code or model was acquired or run; no terms were accepted and metrics were not reproduced.",
      "review_stage": "Full main-article text and split methods reviewed; current repository access terms and API field semantics rechecked but not accepted; supplement, archive contents and specialist review remain open",
      "taxon": "Monk parakeet; cross-species bioacoustics method"
    },
    {
      "id": "note:animal2vec-meerkat@c15485b8cecd6ef70097b899cc6b631795cf1b9bd7c5dd1c6f73ecdb63d9713f",
      "key": "note:animal2vec-meerkat",
      "kind": "note",
      "title": "animal2vec and MeerKAT: rare-call detection, not translation",
      "fingerprint": "c15485b8cecd6ef70097b899cc6b631795cf1b9bd7c5dd1c6f73ecdb63d9713f",
      "visibility": "public_metadata",
      "reviewed": "2026-10-11",
      "review_depth": "Reviewed the 2026 published article's dataset methods, class definitions, annotation quality, evaluation design/results, discussion, ethics and data-availability statement; the official animal2vec repository and README; and the article's separate dataset, code and checkpoint license statements. The article supplement, deposited files/manifests, archived code contents and model weights were not inspected or acquired. No published result was reproduced.",
      "review_stage": "Targeted peer-reviewed methods, results and rights review",
      "taxon": "Mammals"
    },
    {
      "id": "note:annotation-tools@3979d5f54e8a93a9d016485e607b01e9f075271306dcde479fbd810bcdb8fd86",
      "key": "note:annotation-tools",
      "kind": "note",
      "title": "Start with tools researchers already use",
      "fingerprint": "3979d5f54e8a93a9d016485e607b01e9f075271306dcde479fbd810bcdb8fd86",
      "visibility": "public_metadata",
      "reviewed": "2026-09-30",
      "review_depth": "Official tool documentation reviewed for the audit.",
      "review_stage": "Documentation checked",
      "taxon": "Research tools"
    },
    {
      "id": "note:aves-avex@98c87ffed8e9f10e25c394e558a956711d0a998b500757d287c46dfdd4c9c1e9",
      "key": "note:aves-avex",
      "kind": "note",
      "title": "AVES and AVEX: reuse an encoder before training one",
      "fingerprint": "98c87ffed8e9f10e25c394e558a956711d0a998b500757d287c46dfdd4c9c1e9",
      "visibility": "public_metadata",
      "reviewed": "2026-10-01",
      "review_depth": "AVES abstract and official AVES/AVEX READMEs, including embedding examples and the AVEX license declaration. No model execution or checkpoint audit.",
      "review_stage": "Abstract & documentation reviewed",
      "taxon": "Cross-species"
    },
    {
      "id": "note:barkopedia-context-benchmark-2025@032801400c413f17f3195b73b5cdefd733b742bc38ad2031a3af6b5b909c82ef",
      "key": "note:barkopedia-context-benchmark-2025",
      "kind": "note",
      "title": "Barkopedia: context labels do not show call meaning",
      "fingerprint": "032801400c413f17f3195b73b5cdefd733b742bc38ad2031a3af6b5b909c82ef",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Reviewed the official Barkopedia README and MIT LICENSE at GitHub commit ef8da9155e101cb76d4ee260bebb4d4fde4c2a1d; opened the linked task Spaces; reviewed the Activity and Environment dataset card and Hugging Face revision/tree at 60a721a7f9477634971f6b3df29dc2a5e56994d8. The README says source audio was collected from YouTube and Reddit and lists eight tasks. Only the Activity and Environment task card was examined; no academic challenge-results paper or final leaderboard report was reviewed. No archive, CSV, audio, code or model was downloaded or executed, and no independent reproduction or specialist review occurred. On October 14, also inspected the exact Hugging Face Task 6 card revision and its README diff: the former Barkopedia emotion card was rewritten as EmotionalCanines and changed its license metadata, but this does not establish dataset-file continuity. No Task 6 audio, labels or archives were inspected; the Activity and Environment card remains the only Barkopedia task-specific dataset card reviewed.",
      "review_stage": "Official challenge and one task-specific dataset card reviewed; Task 6 card history checked only; metadata-only",
      "taxon": "Dogs"
    },
    {
      "id": "note:bat-auditory-cortex-predictive-vocal-coding-2026@c482fab41b7ca8fb095f8cb5bbc13b3dc5273aabe909cb29396f0d5c8c4a3d33",
      "key": "note:bat-auditory-cortex-predictive-vocal-coding-2026",
      "kind": "note",
      "title": "Bat auditory cortex anticipates call patterns, not their meaning",
      "fingerprint": "c482fab41b7ca8fb095f8cb5bbc13b3dc5273aabe909cb29396f0d5c8c4a3d33",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the full main article through PMC, including its question, sample, acoustic and neural recording methods, category definitions, results, discussion, data/code availability and article license. Read the GIN DOI landing-page metadata only. The 5.8 GiB archive, repository file list, README, scripts, supplementary information and peer-review file were not inspected or acquired. No independent specialist reviewed this Talk2Nature assessment.",
      "review_stage": "Primary article full text reviewed; data/code repository metadata only",
      "taxon": "Seba’s short-tailed bat"
    },
    {
      "id": "note:bat-context@e0af974e5fabdaac2b54faa48a23c3f46677b0ae27807eac05abbba868d7918c",
      "key": "note:bat-context",
      "kind": "note",
      "title": "Bat calls: context comes from observation",
      "fingerprint": "e0af974e5fabdaac2b54faa48a23c3f46677b0ae27807eac05abbba868d7918c",
      "visibility": "public_metadata",
      "reviewed": "2026-10-01",
      "review_depth": "Primary Materials and Methods sections on housing, monitoring and classification tasks via PMC. Full statistics, supplementary analyses and raw data not reviewed.",
      "review_stage": "Selected methods reviewed",
      "taxon": "Bats"
    },
    {
      "id": "note:beans-next-roots@9f9f98d0e37c413f348018025b26bc4d691ce9e1d472439186e69081ae843182",
      "key": "note:beans-next-roots",
      "kind": "note",
      "title": "BEANS-Next and ROOTS: a broad bioacoustics benchmark, not a translation dataset",
      "fingerprint": "9f9f98d0e37c413f348018025b26bc4d691ce9e1d472439186e69081ae843182",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Targeted review of the October 2026 primary preprint: abstract, task taxonomy, data construction, benchmark split description, reported results/limitations, risks and reproducibility statement; also the official project page and Hugging Face cards. Full appendices, individual data rows, source licenses, code and model artifacts were not audited or acquired. No benchmark was run.",
      "review_stage": "Targeted primary-paper and official metadata review; no data acquisition, model run or independent reproduction",
      "taxon": "Machine learning · bioacoustics"
    },
    {
      "id": "note:bioacoustic-benchmarks@253f33a2bdf52c1731f64fc878a7294c2bd1f063f48e25b7e79de48eafe8e8b9",
      "key": "note:bioacoustic-benchmarks",
      "kind": "note",
      "title": "A benchmark is only as useful as its labels",
      "fingerprint": "253f33a2bdf52c1731f64fc878a7294c2bd1f063f48e25b7e79de48eafe8e8b9",
      "visibility": "public_metadata",
      "reviewed": "2026-09-30",
      "review_depth": "BEANS task configuration and BEANS-Next card, displayed metadata and license description reviewed. No full data audit or experiment.",
      "review_stage": "Documentation checked",
      "taxon": "Machine learning"
    },
    {
      "id": "note:bioacoustic-f0-estimation-cross-species-2025@fcd5a92775ababb93d62958a65880784dd5ea5d3885eb3c8daa90f47ef03a2ae",
      "key": "note:bioacoustic-f0-estimation-cross-species-2025",
      "kind": "note",
      "title": "Cross-species pitch benchmark helps estimate vocal pitch, not meaning",
      "fingerprint": "fcd5a92775ababb93d62958a65880784dd5ea5d3885eb3c8daa90f47ef03a2ae",
      "visibility": "public_metadata",
      "reviewed": "2026-10-24",
      "review_depth": "Reviewed the full 2025 PMC article, Dryad landing page and official dataset/version/file-manifest APIs, Dryad reuse guidance, and the pinned code tree. For source lineage, reviewed the 2025 paper's monk-parakeet table/references, the 2021 Animal Behaviour publisher abstract/data-accessibility statement and Figshare API manifest, plus the 2023 PLOS article record, Figshare v2 API and streamed README. The Dryad API snapshot is saved in research/dryad_f0_manifest_2026-10-24.json. No Dryad archive, audio, selection-table payload, code or weights were acquired or run; no Figshare rows or KML contents were inspected.",
      "review_stage": "Full-text article and source metadata reviewed; metadata-only, with no reproduction or specialist review",
      "taxon": "Multiple mammals and birds; monk parakeet subset"
    },
    {
      "id": "note:biocppnet-source-separation-2021@6a559fc966f42be5f778770d548114c5ee445da5b300221bcc98272a66509282",
      "key": "note:biocppnet-source-separation-2021",
      "kind": "note",
      "title": "BioCPPNet separates overlapping calls—it does not decode them",
      "fingerprint": "6a559fc966f42be5f778770d548114c5ee445da5b300221bcc98272a66509282",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the article abstract, Methods, Data availability, Code availability, Results, Discussion and CC BY 4.0 statement, plus the linked repository README and visible root inventory at commit 7092851cbd9a32116e6453583823d5334ab11f1b. No code, recordings, generated mixtures, supplementary media or trained weights were acquired or executed.",
      "review_stage": "Primary paper method/results review and pinned implementation-repository review",
      "taxon": "Rhesus macaque, bottlenose dolphin and Egyptian fruit bat"
    },
    {
      "id": "note:biodiversity-media-data-standards@01f9ea09c91af26e6e9cc9141a8bdcc3d6bb9aef1ab81c0b0843abdd58f08817",
      "key": "note:biodiversity-media-data-standards",
      "kind": "note",
      "title": "Biodiversity standards can carry media and provenance, not animal meaning",
      "fingerprint": "01f9ea09c91af26e6e9cc9141a8bdcc3d6bb9aef1ab81c0b0843abdd58f08817",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the Darwin Core Data Package guide's normative requirements and versioned profile, including the requirement to use official per-table field descriptors; the conceptual model sections on Occurrence, Identification and Media; selected current Audubon Core terms covering media rights, access points, hashes and reviewer metadata; GitHub state/comments for issue #759; and the official rs.tdwg.org repository tree. The versioned profile and table-schema URLs linked by the guide returned HTTP 404 in this environment. The repository's profile and event-schema paths trace to commit e0cc2509953eeed24ad312b6e91e7bfcadd37a3b, titled 'Initial pre-review DwC-DP schemas'; the repository source is unversioned and is not used as the released 1.0 profile. No package or field mapping was generated or validated.",
      "review_stage": "Targeted review of official standards documentation, the TDWG schema-source commit and issue #759; no Talk2Nature conformance prototype or independent standards review",
      "taxon": "Cross-taxon biodiversity data"
    },
    {
      "id": "note:birb-generalization@a1c0e07b28b777d9473bf759d174d448f1578ba7d76d727733edd95b735b2713",
      "key": "note:birb-generalization",
      "kind": "note",
      "title": "BIRB: test on the sounds your app will actually hear",
      "fingerprint": "a1c0e07b28b777d9473bf759d174d448f1578ba7d76d727733edd95b735b2713",
      "visibility": "public_metadata",
      "reviewed": "2026-10-01",
      "review_depth": "Primary paper v2 introduction, benchmark overview and Table 1; repository BIRB entry. Detailed metrics and full experiments still need review.",
      "review_stage": "Selected sections reviewed",
      "taxon": "Birds"
    },
    {
      "id": "note:bird-call-syntax@e7582535619df7cb024f2cef043a6bf3ec2d0f7b815665c388518824cf5c9a47",
      "key": "note:bird-call-syntax",
      "kind": "note",
      "title": "Japanese-tit call order: evidence and interpretations",
      "fingerprint": "e7582535619df7cb024f2cef043a6bf3ec2d0f7b815665c388518824cf5c9a47",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Direct publisher full text reviewed for the 2016 primary paper (Methods, Experiments 1–2, Results, figures and ethics) and 2022 follow-up (selected Methods, Results, ethics, data/code statements and rights). The linked 2022 Figshare v1 tables were checked against the current official API sizes and MD5 values, paired on trial metadata, and summarized with the project standard-library script; the deposited R scripts were read as text, not executed. For the 2017 paper, publisher-indexed primary text exposed the abstract, selected Results, STAR Methods, statistics and data statement; its direct ScienceDirect page returned HTTP 403. The 2017 Mendeley Data v1 landing metadata and record-level license were reviewed, but its files were not. For Schlenker et al. (2024), the main text (Sections I–VII) of the official HAL v1 author-accepted manuscript was reviewed; the formal appendices were inspected selectively, not recalculated. The separate Wiley supporting-information PDF returned HTTP 403 and was not reviewed. Beckers et al. (2024) Sections 1–4 were read in the full text available through PubMed Central; its conceptual critique is not a new animal experiment. For the adjacent Coye & Dutour (2025) study (source 268), publisher-indexed Methods, Results and Discussion passages and the University of Western Australia repository abstract/access record were reviewed; direct ScienceDirect retrieval returned HTTP 403, so the full article file, figures, supplement and complete statistical details were not reviewed. No inferential model was reproduced and no independent Talk2Nature specialist review has occurred.",
      "review_stage": "Primary evidence and alternative theory reviewed",
      "taxon": "Birds"
    },
    {
      "id": "note:birdnet-live-local-first-mobile-app-2026@e71dfecf2a9b18b1d183e6553c2c8c4b4d55b92c69fcf922e00ce13fcd093251",
      "key": "note:birdnet-live-local-first-mobile-app-2026",
      "kind": "note",
      "title": "BirdNET Live keeps bird identification on the phone",
      "fingerprint": "e71dfecf2a9b18b1d183e6553c2c8c4b4d55b92c69fcf922e00ce13fcd093251",
      "visibility": "public_metadata",
      "reviewed": "2026-10-25",
      "review_depth": "Reviewed official Getting Started and Privacy pages (policy updated 2026-08-06) plus the GitHub v1.2.1 release at commit 4aee47cd824873ffc9b3ca3462bf2415151a56d1, including README, LICENSE and MODEL_LICENSE. Documentation describes app flows and developer data-handling claims; these were not independently runtime-tested. No app, source archive, model, audio or training data was acquired or run.",
      "review_stage": "Official app documentation/privacy policy and pinned GitHub release reviewed; no app install, model execution or independent validation",
      "taxon": "Birds"
    },
    {
      "id": "note:birdnet@deded7522d62e6a9ff9fde080831396567573814d0104be49d04846ee0d8d874",
      "key": "note:birdnet",
      "kind": "note",
      "title": "BirdNET: identification before interpretation",
      "fingerprint": "deded7522d62e6a9ff9fde080831396567573814d0104be49d04846ee0d8d874",
      "visibility": "public_metadata",
      "reviewed": "2026-09-30",
      "review_depth": "Official repository and license/review documentation reviewed for the audit.",
      "review_stage": "Documentation checked",
      "taxon": "Machine learning"
    },
    {
      "id": "note:birdset-avian-sound-classification@3d1095dbae10ab4dd5489acd0177be987983db4e72e244445eed75616ee3bc2c",
      "key": "note:birdset-avian-sound-classification",
      "kind": "note",
      "title": "BirdSet: a large bird-sound benchmark, not animal translation",
      "fingerprint": "3d1095dbae10ab4dd5489acd0177be987983db4e72e244445eed75616ee3bc2c",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the primary arXiv abstract and version history, the current BirdSet dataset card and its configuration/metadata/license descriptions, and the complete maintainer clarification thread on mixed per-record licenses. No paper body, audio, labels, code or weights were acquired or run; no independent specialist reviewed this note.",
      "review_stage": "Targeted primary paper, live dataset-card and maintainer license-thread review; no data acquisition or reproduction",
      "taxon": "Birds"
    },
    {
      "id": "note:brown-throated-parakeet-contact-call-variation@fd2274ead6d8bd554609a2c120ed00902bbcf02eff8110218126f3c1bef87787",
      "key": "note:brown-throated-parakeet-contact-call-variation",
      "kind": "note",
      "title": "Island parakeet contact calls vary across locations",
      "fingerprint": "fd2274ead6d8bd554609a2c120ed00902bbcf02eff8110218126f3c1bef87787",
      "visibility": "public_metadata",
      "reviewed": "2026-10-25",
      "review_depth": "Reviewed the publisher-indexed abstract, recording approach, Table 1 location statement, frequency/SPCC-PCO methods, duration results and selected discussion passages; this is targeted review, not a complete article audit. The official Dryad API v2 record identifies dataset 77790, version 4 / version ID 147704, dates, dataset-level CC0-1.0 and eight file records with declared SHA-256 digests. The direct publisher fetch returned HTTP 403. The official README API download returned HTTP 401 and its record-page download link returned HTTP 403. No article PDF, README, spreadsheet, audio, supplement or code was acquired; upstream hashes were not locally checked.",
      "review_stage": "Targeted publisher-indexed primary-article passages and the official Dryad v4 record/file manifest reviewed; no article or dataset file acquired.",
      "taxon": "Brown-throated parakeet (Eupsittula pertinax)"
    },
    {
      "id": "note:budgerigar-edge-vocal-activity-monitoring-2026@fb41a26c35e2d5597886301d4bbefc133b521e8bffd8b1f3a25351ef6479ba09",
      "key": "note:budgerigar-edge-vocal-activity-monitoring-2026",
      "kind": "note",
      "title": "A year of budgerigar vocal activity is not a conversation",
      "fingerprint": "fb41a26c35e2d5597886301d4bbefc133b521e8bffd8b1f3a25351ef6479ba09",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the publisher early-access record and abstract only. The page identifies the article as an early-access version and says complete PDF/HTML/XML versions will follow. A direct full-page request was rate-limited. Detailed methods, model validation, ethics, data availability, code, weights and supplements were not reviewed; no files were acquired or run.",
      "review_stage": "Primary publisher abstract reviewed",
      "taxon": "Budgerigars"
    },
    {
      "id": "note:budgerigar-playback-context@3360fd1881fd6522ebc88d8bc3f8ece8ee2c8172ac6241d50b47a3fb58672b28",
      "key": "note:budgerigar-playback-context",
      "kind": "note",
      "title": "Playback can shape the call you measure",
      "fingerprint": "3360fd1881fd6522ebc88d8bc3f8ece8ee2c8172ac6241d50b47a3fb58672b28",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "PubMed citation/abstract and selected PMC author-manuscript sections surfaced by the article index—subjects, apparatus, stimuli, procedures, analyses, and results/discussion—reviewed 2026-10-14. The listed supplement, raw data, and code were not inspected; no reanalysis, replication, or independent review. Reuse terms were not verified.",
      "review_stage": "Selected methods and results reviewed",
      "taxon": "Birds"
    },
    {
      "id": "note:budgerigar-starting-point@f942103e449f8962013cba37362f2dcbf306355e825b781a8250d49af5620593",
      "key": "note:budgerigar-starting-point",
      "kind": "note",
      "title": "Budgerigar vocal signatures: caller identity, not call meaning",
      "fingerprint": "f942103e449f8962013cba37362f2dcbf306355e825b781a8250d49af5620593",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Reviewed the full Current Biology article text through NCBI PMC E-utilities (PMCID PMC10799565), including call-elicitation, VAE/SVM methods, results, discussion, animal-care and data/code statements. Rechecked the version-1 Mendeley landing-page description and API documentation against the prior checksum-pinned one-file inspection. No new data files were acquired or parsed; no code/model was run, no reanalysis or independent review was performed.",
      "review_stage": "Full article methods and results reviewed; dataset remains a one-file exploratory sample",
      "taxon": "Parrots"
    },
    {
      "id": "note:budgerigar-vocal-sociality-data@0f291e9745435d746635aeff349c372113a5f18853570c13bff4b69a7eef17cb",
      "key": "note:budgerigar-vocal-sociality-data",
      "kind": "note",
      "title": "Budgerigar vocal and social records are not event-aligned",
      "fingerprint": "0f291e9745435d746635aeff349c372113a5f18853570c13bff4b69a7eef17cb",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Reviewed the primary article's animal housing, experimental outline, audio recording and video recording Methods through PMC-indexed full text and a coauthor-hosted article PDF; the official Dryad version history, file inventory and README data dictionary; Dryad reuse guidance; and the official NMSU facility locator. Direct PMC page access encountered CAPTCHA. No Dryad files, raw audio, video, supplement or code were downloaded or executed. The README describes the interobserver workbook, but it was not inspected and agreement was not recalculated.",
      "review_stage": "Primary methods and dataset-fit review; files remain metadata-only",
      "taxon": "Parrots"
    },
    {
      "id": "note:catmeows-context@284c6f6ed2a7b86340f131ceabfc61b78919b09e61f4c97ef7e1103549175b7e",
      "key": "note:catmeows-context",
      "kind": "note",
      "title": "Cats: useful labels, limited reuse",
      "fingerprint": "284c6f6ed2a7b86340f131ceabfc61b78919b09e61f4c97ef7e1103549175b7e",
      "visibility": "public_metadata",
      "reviewed": "2026-10-03",
      "review_depth": "Version 1.0.2 record, API rights and naming conventions; paper abstract only.",
      "review_stage": "Selected evidence reviewed",
      "taxon": "Cats"
    },
    {
      "id": "note:central-european-birds-dataset-v1-1@d17741c8a1da811687f4e462e956fe062545c35483c9976bf8174f82666e840d",
      "key": "note:central-european-birds-dataset-v1-1",
      "kind": "note",
      "title": "CEB can benchmark bird sound detection, not what a call means",
      "fingerprint": "d17741c8a1da811687f4e462e956fe062545c35483c9976bf8174f82666e840d",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the official Zenodo v1.1 landing page, published file inventory, component-specific rights statement and schema.json browser preview. The v1.1 notes identify annotation and taxonomy corrections; the prior v1 record 20762099 is superseded. Re-read the official Zenodo API inventory on October 23, 2026: train_soundscape.csv is 8,559,233 bytes (provider MD5 55b5e3f99566c5bb3ba4fb5b833424da) and test_soundscape.csv is 2,401,049 bytes (provider MD5 f572155ae41714e17b218e95d97b1ce9). These checksums are upstream metadata, not locally verified. No CSV rows, audio, code or weights were downloaded, played, parsed or executed; no detector was evaluated.",
      "review_stage": "Official Zenodo v1.1 record, version notes, schema and API file inventory reviewed; annotation rows, media and model remain uninspected",
      "taxon": "Birds"
    },
    {
      "id": "note:coarse-soundscape@083cfdcb75f1553665fe2bc364d22c0458810a39e4e2d5bbbc348a52c24f3e32",
      "key": "note:coarse-soundscape",
      "kind": "note",
      "title": "CoarseSoundNet: soundscape context, not animal language",
      "fingerprint": "083cfdcb75f1553665fe2bc364d22c0458810a39e4e2d5bbbc348a52c24f3e32",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the full arXiv v2 HTML: data composition, model comparison, transfer to BEsound, silence handling, threshold/duration post-processing, error analysis and ecological-index case study. Reviewed the pinned GitHub repository/README/license, Hugging Face revision and file/rights metadata, and the Zenodo record plus read-only API metadata. No code, model weights, dataset archive, audio, figures or supplementary files were downloaded or run.",
      "review_stage": "Full preprint review and official code/model/dataset metadata inspection; no independent reproduction",
      "taxon": "Ecoacoustics · machine learning"
    },
    {
      "id": "note:common-endophyte-networks-resource-transfer@dbb25458e4034d5144286d9700aebcdae1e304ff7a7461b574ce24217b055e7e",
      "key": "note:common-endophyte-networks-resource-transfer",
      "kind": "note",
      "title": "Common endophyte networks: resource transfer is not communication",
      "fingerprint": "dbb25458e4034d5144286d9700aebcdae1e304ff7a7461b574ce24217b055e7e",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Full publisher article reviewed: abstract, introduction, results, materials and methods, statistical analysis, data-availability statement, limitations and rights. Official GitLab project metadata, current main commit, root tree and per-file metadata were checked; no dataset bytes, R code, README or supplementary file was retrieved or run.",
      "review_stage": "Full primary article and repository metadata reviewed; no artifact reproduction or independent specialist review",
      "taxon": "Plants & fungi"
    },
    {
      "id": "note:community-bioacoustic-dataset-directory@03f9a06baf23f45cba6fdfd19b93120e0fe1d781b36b47f0c4334ab6f254c032",
      "key": "note:community-bioacoustic-dataset-directory",
      "kind": "note",
      "title": "A community directory for discovering bioacoustic datasets",
      "fingerprint": "03f9a06baf23f45cba6fdfd19b93120e0fe1d781b36b47f0c4334ab6f254c032",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the README and root inventory at commit c412c5c3fd65552d17e492dac35f2be2c30349a4. The README describes a community list of online bioacoustic datasets intended for machine-learning use, its metadata fields, and how people can submit corrections or additions. GitHub API metadata reports no recognized software license, and the pinned root inventory has no LICENSE file. No dataset entry, linked file or model was acquired, installed, copied or run.",
      "review_stage": "Pinned repository README, root inventory and API metadata reviewed; individual dataset records and underlying rights not audited",
      "taxon": "Cross-taxon bioacoustics"
    },
    {
      "id": "note:companion-animal-cohort-evidence-2026@226944984efe6910960044b9ab4ccd5589540e96f88a0b85ba5fd9491fabc7a1",
      "key": "note:companion-animal-cohort-evidence-2026",
      "kind": "note",
      "title": "Which companion animal is ready for a first study?",
      "fingerprint": "226944984efe6910960044b9ab4ccd5589540e96f88a0b85ba5fd9491fabc7a1",
      "visibility": "public_metadata",
      "reviewed": "2026-10-24",
      "review_depth": "Compared the existing full-paper review of dog-bark classification; CatMeows record and rights metadata; full-text review and deposit metadata for two companion-parrot surveys; primary methods and official deposit inventory for budgerigar vocal/sociality data; and the publisher abstract for a 2026 edge-monitoring study. Supporting survey workbooks and third-party media were not acquired or inspected. This is a library-bounded comparison, not a systematic review or independent specialist assessment.",
      "review_stage": "Synthesis of existing source-linked records; no new data, code or model inspected",
      "taxon": "Companion animals"
    },
    {
      "id": "note:companion-parrot-name-use-2026@c065960b4e059d1e884d473b318ddf31b03a620af6d43a02829a1f7a2ff15e8b",
      "key": "note:companion-parrot-name-use-2026",
      "kind": "note",
      "title": "When companion parrots use names: what a survey can and cannot show",
      "fingerprint": "c065960b4e059d1e884d473b318ddf31b03a620af6d43a02829a1f7a2ff15e8b",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "PLOS ONE article HTML reviewed for abstract, methods, results and discussion; the official correction notice was checked. Supporting information, raw survey data and figures were not downloaded or inspected, and no independent reanalysis was performed.",
      "review_stage": "Targeted primary-source review",
      "taxon": "Parrots"
    },
    {
      "id": "note:companion-parrot-name-use-s2-2026@a6842477f3d3413025a94f4812a5e93a98c2f02d21b9cea6916248ae854ab31f",
      "key": "note:companion-parrot-name-use-s2-2026",
      "kind": "note",
      "title": "Companion-parrot S2: reported context is not a call label",
      "fingerprint": "a6842477f3d3413025a94f4812a5e93a98c2f02d21b9cea6916248ae854ab31f",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the primary PLOS paper's methods and S2 description and the NLM Dataset Catalog record, which links the S2 DOI to PLOS Figshare item 32046233 and reports CC BY 4.0. The direct Figshare page/API were not retrievable in this review. No workbook bytes, schema or cell contents were inspected; no reanalysis was performed.",
      "review_stage": "Metadata-only source and rights review",
      "taxon": "Parrots"
    },
    {
      "id": "note:cowrumia-bovine-audio-app-2026@b8fd38b68ca2ea83dd17aec6ffb682d63454f761c37f52e6e3eb95ee3a2d739d",
      "key": "note:cowrumia-bovine-audio-app-2026",
      "kind": "note",
      "title": "CowRumIA: a cattle-audio app and a test-set caution",
      "fingerprint": "b8fd38b68ca2ea83dd17aec6ffb682d63454f761c37f52e6e3eb95ee3a2d739d",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Read the pinned CowRumIA README and LICENSE, statically inspected model/train_model.py around its split, callbacks and final evaluation, and reviewed the Zenodo v1 record description, file listing, dates and Rights section. The repository snapshot was pinned to commit 44fdc5e5cf3f080457211bb87eb8cb2fc6b099ac. No dataset or model files were downloaded, no code was run, no app was built, no thesis full text was reviewed, and no independent specialist review or reproduction occurred.",
      "review_stage": "Pinned GitHub README, LICENSE and training-script static review; official Zenodo v1 metadata review",
      "taxon": "Cattle"
    },
    {
      "id": "note:das-annotation@da900ca52706f76fd917412cad8a980624f0360c6173accd69de442d41ed64c3",
      "key": "note:das-annotation",
      "kind": "note",
      "title": "DAS: build on an existing annotation workflow",
      "fingerprint": "da900ca52706f76fd917412cad8a980624f0360c6173accd69de442d41ed64c3",
      "visibility": "public_metadata",
      "reviewed": "2026-10-01",
      "review_depth": "Official introduction, repository README and bird tutorial through proofreading. The primary performance paper and current package were not evaluated.",
      "review_stage": "Documentation reviewed",
      "taxon": "Cross-species"
    },
    {
      "id": "note:dog-barks@62f099a826ba6d5f095321f93963750121c5918618a2057fdc7f9ef5d2354110",
      "key": "note:dog-barks",
      "kind": "note",
      "title": "What bark classification can tell us",
      "fingerprint": "62f099a826ba6d5f095321f93963750121c5918618a2057fdc7f9ef5d2354110",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Full seven-page ACL Anthology paper reviewed on 2026-10-13, including Dataset, segmentation/annotation, all four task sections, five results tables and Limitations. No data, code or weights were acquired or executed; no result was reproduced.",
      "review_stage": "Full paper methods reviewed",
      "taxon": "Companion animals"
    },
    {
      "id": "note:dog-buttons@b348526c01a06288078e15c3b65c04ea9a48222c64280616e18c4dec313e8a6e",
      "key": "note:dog-buttons",
      "kind": "note",
      "title": "Learned buttons and receiver responses",
      "fingerprint": "b348526c01a06288078e15c3b65c04ea9a48222c64280616e18c4dec313e8a6e",
      "visibility": "public_metadata",
      "reviewed": "2026-09-30",
      "review_depth": "University study report and vendor description reviewed; primary paper review pending.",
      "review_stage": "Initial source note",
      "taxon": "Companion animals"
    },
    {
      "id": "note:dolphin-signature-addressing@7340af198b34cbdb4bc57c6b7912459efe73f2fe86788ebff3e975af1ac5b3d3",
      "key": "note:dolphin-signature-addressing",
      "kind": "note",
      "title": "A familiar whistle can address an individual",
      "fingerprint": "7340af198b34cbdb4bc57c6b7912459efe73f2fe86788ebff3e975af1ac5b3d3",
      "visibility": "public_metadata",
      "reviewed": "2026-10-04",
      "review_depth": "Indexed primary abstract, discussion and methods location passage reviewed. Complete methods, supplements and raw recordings not obtained.",
      "review_stage": "Selected evidence reviewed",
      "taxon": "Marine mammals"
    },
    {
      "id": "note:dolphingemma@bf57930909a70f82695b509d1948c0332247584cd4c7724e9adeab52a6401c59",
      "key": "note:dolphingemma",
      "kind": "note",
      "title": "DolphinGemma and shared signals",
      "fingerprint": "bf57930909a70f82695b509d1948c0332247584cd4c7724e9adeab52a6401c59",
      "visibility": "public_metadata",
      "reviewed": "2026-10-04",
      "review_depth": "Official announcement, including its field-program location paragraph, reviewed; not an independent replication or complete dataset audit.",
      "review_stage": "Initial source note",
      "taxon": "Marine mammals"
    },
    {
      "id": "note:duponts-lark-vocal-types-2026@4de6b17a9d079c847cc90680920e67afaca4f0e7f0a379ac5da70f4a47848935",
      "key": "note:duponts-lark-vocal-types-2026",
      "kind": "note",
      "title": "Dupont's lark songs and calls: an annotated vocal-type dataset",
      "fingerprint": "4de6b17a9d079c847cc90680920e67afaca4f0e7f0a379ac5da70f4a47848935",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the full publisher version of record, including Abstract; Methods (study area, recording, annotation and vocalization identification); Data Record; Technical Validation; Usage Notes; Data Availability; Code Availability; and Rights and Permissions. Also reviewed the official Zenodo API response: concept DOI 17264916 returned HTTP 302 to version record 17264917, whose JSON declares conceptdoi 17264916, version DOI 17264917, record-level CC BY 4.0 and eight files with provider-supplied sizes and MD5 values. Reviewed Datos.gob.es metadata, the full 4,169-byte Digital.CSIC README and archive HEAD metadata. No dataset archive, code, article file or figure was saved or executed; provider checksums were not locally verified.",
      "review_stage": "Full publisher article, Zenodo concept-DOI redirect and version metadata, public-sector catalog, full CSIC README and archive HEAD metadata reviewed; archive and code bytes not inspected.",
      "taxon": "Birds · Dupont's lark (Chersophilus duponti)"
    },
    {
      "id": "note:egyptian-fruit-bat-data@04142b580033cad16e73cef670f05ac58dd97cffa9b77303304b4e7410b53ff0",
      "key": "note:egyptian-fruit-bat-data",
      "kind": "note",
      "title": "Fruit-bat calls and context: a rich dataset, not a translation key",
      "fingerprint": "04142b580033cad16e73cef670f05ac58dd97cffa9b77303304b4e7410b53ff0",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the 2017 Scientific Data article's abstract, methods, data records, Tables 3–4, technical validation, usage and rights sections; the 2016 Scientific Reports results and classification methods; the 2023 iScience abstract, dataset description, sequence-HMM methods/results, discussion and data statement; the Mendeley Data version 3 description/license and official version 1/2 and 2/3 comparisons; the Mendeley public file-list API documentation and one anonymous version 3 request (HTTP 401; documentation specifies OAuth2); the NLM catalog entry; and direct public Figshare API metadata for archive item 4556074, annotation item 4555903, FileInfo item 4555897 and Metadata.pdf item 4555900. Acquired only the 3.29 MB annotation table with verified size/MD5 for aggregate-only schema/category-count comparison, plus the 367,257-byte metadata PDF for visual review of all five pages; its source API supplies no MD5, so the receipt's SHA-256 is local provenance only. No audio/video, FileInfo.csv, code or model weights were inspected, and no published model result was reproduced.",
      "review_stage": "Targeted primary literature, dataset and rights review",
      "taxon": "Egyptian fruit bat (Rousettus aegyptiacus)"
    },
    {
      "id": "note:el-silencio-multitaxon-dataset-2025@93fcb008b4bd957c1bde121e0b5364ff92da2a07258b76ea2da120710840a7d1",
      "key": "note:el-silencio-multitaxon-dataset-2025",
      "kind": "note",
      "title": "El Silencio helps detect sound across taxa, not decode meaning",
      "fingerprint": "93fcb008b4bd957c1bde121e0b5364ff92da2a07258b76ea2da120710840a7d1",
      "visibility": "public_metadata",
      "reviewed": "2026-10-22",
      "review_depth": "Queried official Zenodo API metadata for labeled record 17064353 and unlabeled record 17122738, including publication dates, record-level licenses, file counts, byte totals and provider MD5 values. Read the dataset repository README and MIT LICENSE at commit 5e2f7826c908fec3018740068bbdeda6c6977f35; reviewed all extractable Spanish text on pages 2-18 of its pinned protocol and the full 11-page CEUR overview paper. Local review copies of only the paper and protocol are excluded from the public site. No dataset audio, label table, code or model weights were acquired or run; no baseline was reproduced.",
      "review_stage": "Full overview paper, pinned annotation protocol and dataset/benchmark-fit review",
      "taxon": "Birds, mammals, amphibians and insects"
    },
    {
      "id": "note:elephant-calls-controls@ccd3c2859932e86c4473c94759a6af4cc71bb5b0bff78a545ec3525c1d397b1e",
      "key": "note:elephant-calls-controls",
      "kind": "note",
      "title": "Elephant calls: pair promising findings with their critiques",
      "fingerprint": "ccd3c2859932e86c4473c94759a6af4cc71bb5b0bff78a545ec3525c1d397b1e",
      "visibility": "public_metadata",
      "reviewed": "2026-10-01",
      "review_depth": "Selected discussion and playback methods in the author-organization PDF; Dryad landing page. The 2026 reanalysis was located through a publisher excerpt and related-work listing, not read in full.",
      "review_stage": "Selected methods & critique notice reviewed",
      "taxon": "Elephants"
    },
    {
      "id": "note:emotionalcanines-dog-arousal-valence-2025@abc19cc92e6d858dcea41428cc76ebecfdc85a542562dff71cbd9619398244c3",
      "key": "note:emotionalcanines-dog-arousal-valence-2025",
      "kind": "note",
      "title": "EmotionalCanines: video-derived labels are not a dog-reported emotion",
      "fingerprint": "abc19cc92e6d858dcea41428cc76ebecfdc85a542562dff71cbd9619398244c3",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Read the author-hosted eight-page ACM Multimedia paper sections on dataset generation, annotation, reliability, dog-separated splits, baselines, results and limitations. Reviewed the exact Hugging Face card commit c0617b15562882b9eee4cc1bcb8e6aa80e51bd34 and its README diff, plus the pinned GitHub README/LICENSE at 6b73c5fce55fc132e97db6a76899f8594a955f59. The paper reports 1,400 bark sequences (700 per breed; 600 train and 100 test per breed) from 199 dogs, with dog identities separated between train and test. Twelve annotators contributed; each sequence received three labels, and a 100-sample pilot reported Fleiss kappa 0.30 for arousal and 0.42 for valence. No recordings, labels, code or model weights were downloaded or run; no metrics were reproduced.",
      "review_stage": "Targeted full-text methods/results review; version-pinned dataset metadata review; no independent reproduction",
      "taxon": "Domestic dog (Canis familiaris), Siberian Husky and Shiba Inu"
    },
    {
      "id": "note:frog-chorus-data@207e118f350f65c3eab3e6e4486b59794f09cb5a8da908f9c25c4c5d34e89eaa",
      "key": "note:frog-chorus-data",
      "kind": "note",
      "title": "Frog choruses: several callers, one recording",
      "fingerprint": "207e118f350f65c3eab3e6e4486b59794f09cb5a8da908f9c25c4c5d34e89eaa",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Full data-availability and split sections and selected results in the paper; official Zenodo API metadata; README, exact pinned MIT license and evaluator source read as text. No replication or code execution.",
      "review_stage": "Selected evidence reviewed",
      "taxon": "Amphibians"
    },
    {
      "id": "note:fruit-bat-context-ml-2024@1a8641a143148f6d6eca9f1effc3aa8838e764f8c60e2e99f1a66a14c1ce9c7f",
      "key": "note:fruit-bat-context-ml-2024",
      "kind": "note",
      "title": "A 2024 model study predicts bat context—with important limits",
      "fingerprint": "1a8641a143148f6d6eca9f1effc3aa8838e764f8c60e2e99f1a66a14c1ce9c7f",
      "visibility": "public_metadata",
      "reviewed": "2026-10-24",
      "review_depth": "Reviewed all five pages of the official EUSIPCO 2024 proceedings paper and the official arXiv v1 record/manuscript, focusing on dataset filtering, evaluation protocol, model setup, metrics, class errors, data source and license. Also reviewed the first author’s linked public GitHub profile and the pinned Earth Species Library snapshot at commit 6382c52bf553569528e0a790efe16e5ae42f0094: root inventory, bat README and displayed task/split/license sections from notebooks 01, 02, 99a and 99b. No code, split files, raw media, model weights or supplements were downloaded or run. On 2026-10-23, the first author’s live GitHub owner-repository API again listed 13 public repositories (newest update 2025-10-20), and a GitHub repository search for the exact paper title returned no match. This remains a bounded search, not proof that code or splits are unavailable elsewhere. A Zenodo API search was inaccessible from this environment and is not treated as a negative result. The acquired five-page Figshare Metadata.pdf item 4555900 was visually reviewed across Tables 1–4. It lists 20 treatment periods with date ranges, group composition and channels; subject IDs, mother/date-of-birth fields; and an annotation schema with both emitter and addressee. The already-acquired 91,080-row Annotations.csv item was rechecked with an aggregate-only participant-pair audit. No raw annotation rows or IDs were exported. The 31.6 MB FileInfo.csv item and the paper’s exact fold files remain unacquired/unavailable. On 2026-10-23, the checksum-verified Annotations.csv was filtered using the paper-described context, emitter and duration rules. The aggregate-only script matches the reported 35,074-row count and summarizes file-plus-emitter and file-plus-all-known-participant group topology; it exports no row or identity values. No audio, FileInfo.csv, paper fold files, model code or model weights were acquired or run. On 2026-10-23, the official St Andrews group page was reviewed for bat vocal-communication expertise, and the TAU profile plus Nature 2025 author list were checked solely to screen fit and disclose a separate Vernes–Yovel coauthorship. No reviewer was contacted or selected. On October 24, 2026, the official Figshare API and exact CC0-declared annotation file size/MD5 were rechecked, then the aggregate audit was regenerated. The new caller-support diagnostic excludes 122 mixed-caller files and retains 99.26% of the filtered annotations; it creates no split.",
      "review_stage": "Paper, dataset, split-feasibility and reviewer-independence review",
      "taxon": "Egyptian fruit bat (Rousettus aegyptiacus)"
    },
    {
      "id": "note:fungal-electrophysiology-stimuli-2025@6e0ff7c1a1d276eae715b66eef30b6699610c70b7f646af9c5d68c10a97813fe",
      "key": "note:fungal-electrophysiology-stimuli-2025",
      "kind": "note",
      "title": "Fungal electrical activity: a sensor study, not a decoded language",
      "fingerprint": "6e0ff7c1a1d276eae715b66eef30b6699610c70b7f646af9c5d68c10a97813fe",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Reviewed the full PMC article text, including Methods, Results and Table 1, figures, Discussion, data statement and article license, plus the Mendeley Data v1 description, displayed license and visible Files section. Table 1 reports electrode-pair counts, but the reviewed main text does not establish their independent culture-level replication. Supplementary Document S1 (including Method S1), raw dataset files and code bytes were not inspected or executed; no result was reproduced.",
      "review_stage": "Full primary article and dataset metadata review; supplement and files unreviewed",
      "taxon": "Fusarium oxysporum (filamentous fungus)"
    },
    {
      "id": "note:fungal-propagation-2026@56928afae10ee4bed260adcd7840a06c7c84bfe365bc82b6ec87821dac2459c0",
      "key": "note:fungal-propagation-2026",
      "kind": "note",
      "title": "Fungal electrical signals travel; communication remains untested",
      "fingerprint": "56928afae10ee4bed260adcd7840a06c7c84bfe365bc82b6ec87821dac2459c0",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Full text of the 2026 primary paper and its Methods, limitations and data statement reviewed, alongside the official cited Zenodo record. The paper's eight channels come from one specimen; the 2021 record lists one 413.2 MB archive but does not map the analyzed 15-day series to a file. The dataset license is not displayed. No files were downloaded, no analysis was reproduced and no independent specialist review was received.",
      "review_stage": "Full-text methods and data-provenance review; no reproduction",
      "taxon": "Plants & fungi"
    },
    {
      "id": "note:fungal-signals@c36cb4a14a2d83c3f2b103dc4a0b60aaea254021254657f6e989c37c97f9ae94",
      "key": "note:fungal-signals",
      "kind": "note",
      "title": "Fungal electricity needs careful controls",
      "fingerprint": "c36cb4a14a2d83c3f2b103dc4a0b60aaea254021254657f6e989c37c97f9ae94",
      "visibility": "public_metadata",
      "reviewed": "2026-09-30",
      "review_depth": "Methods discussion and critique reviewed for the audit; no independent replication performed.",
      "review_stage": "Initial source note",
      "taxon": "Plants & fungi"
    },
    {
      "id": "note:fungal-words@b9a68f221051886f7ffc61879a686ccaaa390c732cf3ab2b748b02eb0cc7b14b",
      "key": "note:fungal-words",
      "kind": "note",
      "title": "Do fungi have a language? What electrical recordings show",
      "fingerprint": "b9a68f221051886f7ffc61879a686ccaaa390c732cf3ab2b748b02eb0cc7b14b",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Reviewed the full arXiv HTML text of Adamatzky's 2021 preprint, including recording methods, event detection, grouping rules, results and discussion; checked the published 2022 Royal Society article metadata and institutional article-rights record. Reviewed the 2024 critique's publisher abstract and visible selected sections, not its full text. Reviewed the full 2025 FEMS review sections on fungal electrophysiology, macroscopic mushroom recordings, the authors' method-replication attempt, caveats and future methods, plus its article license. Inspected the official Zenodo v1 record and file metadata only. No files were downloaded, no analysis was reproduced, and no independent specialist review was received.",
      "review_stage": "Full preprint methods and 2025 review; critique abstract/selected sections; dataset metadata only",
      "taxon": "Plants & fungi"
    },
    {
      "id": "note:global-passerine-song-biogeography-2026@486e375db7936f03a5c73ceeb776d2fbc2e76b1be4ce524bfa47527f4e4bd5c8",
      "key": "note:global-passerine-song-biogeography-2026",
      "kind": "note",
      "title": "A global bird-song study finds shared acoustic patterns—not a universal bird language",
      "fingerprint": "486e375db7936f03a5c73ceeb776d2fbc2e76b1be4ce524bfa47527f4e4bd5c8",
      "visibility": "public_metadata",
      "reviewed": "2026-10-24",
      "review_depth": "The PubMed abstract reports an analysis of acoustic song architecture across more than 3,000 passerine species and eight recurring motifs associated with species traits and sound-propagation conditions. The authors’ repository README identifies 116,792 song bouts from 3,160 species, describes modulation-power-spectrum features and lists analysis scripts and derived-data files. A recursive GitHub API tree check at pinned commit 1629e665f902cad405ff2f7bf2a0e9dc8c09b47e was not truncated and listed 1,456 tracked files, including 1,280 audio segments totaling 185,758,300 bytes under `data/selected_data_8x8x20_top/`; the tree also lists a 12,796,164-byte `metadata_xeno_passerines.csv` and a 79,543,989-byte `traits_data.csv`. These are provider-reported file sizes and paths only: no file contents or audio were fetched. The tree has no standalone LICENSE file, and the README’s Zenodo data link is the literal placeholder 10.5281/zenodo.XXXXXXX. The GBIF Xeno-canto dataset record describes a metadata subset and a dataset-level CC BY-NC 4.0 declaration. Two unrelated Xeno-canto record pages display different recording licenses; their membership in this study was not checked. No full methods/supplement review, recording-level source/license mapping, data acquisition, code execution, model run or independent reproduction was performed. A follow-up filename screen matched all 1,280 audio paths to a numeric-ID-like segment pattern, yielding 495 distinct candidates. Three path-selected record pages confirmed candidate numbers resolve to Xeno-canto pages; one filename taxon matched the page taxon. Their sample terms were CC BY-NC-ND 4.0 (two) and CC BY-NC-SA 4.0 (one). This validates only the pattern and three examples, not all candidate joins or study membership. The official Xeno-canto API documentation requires a key and warns of strict rate limits; no key or bulk API request was used. No coordinates were extracted or retained.",
      "review_stage": "PubMed abstract, authors’ public repository README and pinned tree metadata, GBIF metadata, five public Xeno-canto record-page license examples, and official API documentation reviewed; full article methods, supplement and full recording-level study inventory not reviewed; no file payloads or code acquired or run",
      "taxon": "Passerine birds (songbirds)"
    },
    {
      "id": "note:great-green-macaw-vocal-development-2026@929b8513e618c6e2468ec0e04da70f6a88507b1e6f79c5af034a1dcf9da408d1",
      "key": "note:great-green-macaw-vocal-development-2026",
      "kind": "note",
      "title": "Macaw calls change with age and population. That is not a translation.",
      "fingerprint": "929b8513e618c6e2468ec0e04da70f6a88507b1e6f79c5af034a1dcf9da408d1",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the publisher abstract and exposed section snippets; the publisher page itself was not fully accessible. Also reviewed the Dryad record, abstract, README descriptions and file inventory, and Dryad’s current data-reuse policy. The README says the RDS selection objects combine call selections with corresponding sound files through warbleR, but their contents were not inspected. No article, data, audio, code or supplementary bytes were acquired or executed.",
      "review_stage": "Targeted publisher abstract and dataset-metadata review; full methods not reviewed",
      "taxon": "Great green macaw (Ara ambiguus)"
    },
    {
      "id": "note:grouper-moray-coordination@63922a83aeec0e75d5db37a237b14db626ddc734575713e3e17c5cf1f6b5f767",
      "key": "note:grouper-moray-coordination",
      "kind": "note",
      "title": "Two hunters, different skills, a visible signal",
      "fingerprint": "63922a83aeec0e75d5db37a237b14db626ddc734575713e3e17c5cf1f6b5f767",
      "visibility": "public_metadata",
      "reviewed": "2026-10-04",
      "review_depth": "Selected results, discussion and Materials and Methods reviewed; videos and raw records not reviewed.",
      "review_stage": "Selected evidence reviewed",
      "taxon": "Fish"
    },
    {
      "id": "note:heterospecific-mobbing-sequences@3a643f851ee2a360229161ddc733640318ac10b8c4222c58bfebb3d74bdbc460",
      "key": "note:heterospecific-mobbing-sequences",
      "kind": "note",
      "title": "How great tits respond to a distant species’ mobbing calls",
      "fingerprint": "3a643f851ee2a360229161ddc733640318ac10b8c4222c58bfebb3d74bdbc460",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the publisher-indexed Methods, Results and Discussion passages and the University of Western Australia repository abstract and publication/license metadata. The publisher states 96 wild great tits, six playback treatments with 16 birds each, and a single playback per bird. The indexed text exposes stimulus construction and behavioral outcomes; direct ScienceDirect retrieval returned HTTP 403, so figures, supplements, full statistical details, and article-level context were not reviewed.",
      "review_stage": "Publisher-indexed methods/results and institutional abstract reviewed; no article file, data, or independent specialist review",
      "taxon": "Birds"
    },
    {
      "id": "note:honeybee-dance-following-2023@86cba3e6bc984dad768c2a4c4b09ef157dc7d9a1a91fa6a071ca4748093c5ecb",
      "key": "note:honeybee-dance-following-2023",
      "kind": "note",
      "title": "Honeybee dance records connect movement with followers and food sites",
      "fingerprint": "86cba3e6bc984dad768c2a4c4b09ef157dc7d9a1a91fa6a071ca4748093c5ecb",
      "visibility": "public_metadata",
      "reviewed": "2026-10-25",
      "review_depth": "Targeted review of the PNAS Nexus abstract, communication background, colony and camera setup, annotation and hourly sample grouping, follower/feeder results, data statement and article license; on 2026-10-25, rechecked the complete Zenodo v1.0 API file manifest and dataset license. The 11 listed sizes sum to 4,870,358,178 bytes; the named follower CSV is 9,171,824 bytes. No data, video, code or model was downloaded, locally hashed, inspected or executed.",
      "review_stage": "Targeted primary-paper and dataset-metadata review; no payload acquisition or reproduction",
      "taxon": "Insects"
    },
    {
      "id": "note:honeybee-dance-history@c7ed9875a117748a7959113ce547a9ff1228776dc7a5ed6edeb56b805334e8cb",
      "key": "note:honeybee-dance-history",
      "kind": "note",
      "title": "Before AI: learning from the honeybee dance",
      "fingerprint": "c7ed9875a117748a7959113ce547a9ff1228776dc7a5ed6edeb56b805334e8cb",
      "visibility": "public_metadata",
      "reviewed": "2026-10-03",
      "review_depth": "Selected lecture passages on dance distance/direction and the 1949 orientation trial reviewed; PDF pages 9–10 visually checked. The referenced original experiments and subsequent literature have not all been reviewed.",
      "review_stage": "Selected primary passages reviewed",
      "taxon": "Insects"
    },
    {
      "id": "note:honeybee-waggle-vision-decoding-2017@2ab2a5a3791462350686a96f39df83a3e395950e57c447783f78ad18c6b7e1e3",
      "key": "note:honeybee-waggle-vision-decoding-2017",
      "kind": "note",
      "title": "A camera can decode a known bee signal—with calibration",
      "fingerprint": "2ab2a5a3791462350686a96f39df83a3e395950e57c447783f78ad18c6b7e1e3",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Targeted PLOS ONE full-text sections reviewed: abstract, communication background, recording setup, target features, software modules, validation/results, discussion and license. The official GitHub README, API metadata and complete recursive tree were reviewed at pinned commit 3aaa5099aac698bd08df1d55f4cd5183d32f7e7d. Selected setup, validation, runtime and rights sections of the related 2015 Frontiers system paper were reviewed. No data, video, code, weights or supporting files were downloaded or executed; no reproduction or independent review.",
      "review_stage": "Primary paper, pinned artifact metadata and separate system comparator reviewed",
      "taxon": "Insects"
    },
    {
      "id": "note:honeyguide-human-cooperation@39c3d43ae05f0286fe4f6f113188d042bc075c24bce7183a6311eb2a2e88c3a0",
      "key": "note:honeyguide-human-cooperation",
      "kind": "note",
      "title": "A shared task can make a shared signal useful",
      "fingerprint": "39c3d43ae05f0286fe4f6f113188d042bc075c24bce7183a6311eb2a2e88c3a0",
      "visibility": "public_metadata",
      "reviewed": "2026-10-04",
      "review_depth": "Primary abstract and indexed passages from the university’s research-team account reviewed. Full paper methods, supplementary material and data were not obtained; no independent replication performed.",
      "review_stage": "Selected primary passages reviewed",
      "taxon": "Birds"
    },
    {
      "id": "note:humpback-song-history@f0aca4d9083b01241a1add4fb69d453a05f98c252e68bef37a7209913e0170a5",
      "key": "note:humpback-song-history",
      "kind": "note",
      "title": "A shared song can change across years",
      "fingerprint": "f0aca4d9083b01241a1add4fb69d453a05f98c252e68bef37a7209913e0170a5",
      "visibility": "public_metadata",
      "reviewed": "2026-10-04",
      "review_depth": "Indexed 1985 publisher abstract and 2017 review abstract; full methods, spectrograms and original audio not reviewed.",
      "review_stage": "Selected evidence reviewed",
      "taxon": "Marine mammals"
    },
    {
      "id": "note:hyenaset-event-detection-benchmark@6c206220e0b8587afe32dda304c0a20edebefe74068b6e1048622618e531ce64",
      "key": "note:hyenaset-event-detection-benchmark",
      "kind": "note",
      "title": "HyenaSET: a strong sound-event benchmark, not a communication test",
      "fingerprint": "6c206220e0b8587afe32dda304c0a20edebefe74068b6e1048622618e531ce64",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Read the bioRxiv v2 abstract and targeted data-collection, annotation, split, benchmark and data/code-availability sections. Examined official Edmond and DataCite metadata for version 1, release date, archive size, provider checksum and dataset terms. The paper is a preprint, not peer-reviewed. No audio, labels, code or model weights were downloaded, installed or run; no data rows, coordinates or individual timestamps were inspected. No independent review or reproduction occurred.",
      "review_stage": "Targeted preprint methods and results; official dataset version, file and terms metadata",
      "taxon": "Spotted hyenas"
    },
    {
      "id": "note:ice-crystals-and-evidence@b9bbe0a64a471ae0a891bd7784fd3e9905874d25af650b47edc9140260247594",
      "key": "note:ice-crystals-and-evidence",
      "kind": "note",
      "title": "Ice-crystal claims: why beautiful images need stronger tests",
      "fingerprint": "b9bbe0a64a471ae0a891bd7784fd3e9905874d25af650b47edc9140260247594",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the full 2006 four-page article, full 2008 Journal of Scientific Exploration paper, Douglas Stokes’s 2009 letter (p. 83), and Kokubo, Nemoto and Kawano’s 2017 technical note (pp. 73–86). Checked the reported designs, outcomes and experimental units. The 2006 full text was read from an author-hosted copy; its indexed PubMed record remains linked. Raw photographs, original analysis files/code and a full systematic literature search were not reviewed; no independent specialist review was obtained.",
      "review_stage": "Targeted full-text methods review; not a systematic review",
      "taxon": "Scientific method"
    },
    {
      "id": "note:inat-sounds-2024@cdb9dd3bea2b00924aeb57a5f4a3cddf9565a2892b842e939b46276020cbf615",
      "key": "note:inat-sounds-2024",
      "kind": "note",
      "title": "iNatSounds scales species recognition, not animal meaning",
      "fingerprint": "cdb9dd3bea2b00924aeb57a5f4a3cddf9565a2892b842e939b46276020cbf615",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the paper abstract and targeted dataset-construction, evaluation, weak-label and assets/consent passages; the complete paper was not exhaustively reviewed. Reviewed the complete 2024 dataset README at commit bd52ecde5d9d7434f6167bbac823d152c3823ccd, including class counts, single-species file labels, location/license fields, ToU and provider-listed archive sizes; the current iNaturalist media-license FAQ; the pinned code repository README and MIT SPDX metadata; and the author-linked model folder pointer. No audio, annotation archive, source code, dependencies or weights were downloaded or run.",
      "review_stage": "Targeted paper, pinned dataset README/terms, media-licensing guidance and implementation/model-release review; metadata only",
      "taxon": "Birds, mammals, insects, reptiles and amphibians"
    },
    {
      "id": "note:insectset459-sound-identification-2026@8f40dea404c79e62c07f603a8aedfa3f68cab239d2de8b6ad721b8cc142d308a",
      "key": "note:insectset459-sound-identification-2026",
      "kind": "note",
      "title": "A large insect sound dataset can test species recognition—not what a call means",
      "fingerprint": "8f40dea404c79e62c07f603a8aedfa3f68cab239d2de8b6ad721b8cc142d308a",
      "visibility": "public_metadata",
      "reviewed": "2026-10-24",
      "review_depth": "The paper abstract reports 26,298 recordings (226.6 hours) from 459 Orthoptera and Cicadidae species. The Zenodo v1.1 record lists an 83.7 GB package, including a 6.9 MB annotation CSV, and describes source recordings as CC licenses 4.0 or CC0. The record states a 60/20/20 split balanced by file number and duration. The paper describes broad recording sample rates, from 8 to 500 kHz. Approximately one third of files use sample rates above 44 kHz according to the paper. The full paper methods, split membership, original annotation rows, source-level license manifest, location values and code were not inspected.",
      "review_stage": "PubMed primary abstract, official Zenodo v1.1 description and file list, and author repository root/README reviewed; full article methods and annotation CSV contents not reviewed; no media, code or model acquired or run",
      "taxon": "Insects (Orthoptera and Cicadidae)"
    },
    {
      "id": "note:lilac-crowned-amazon-vocal-context-2016@1a87bfb0e1976d9ea512b85d600c47510845f944000ab398404f1b60a4d7d09b",
      "key": "note:lilac-crowned-amazon-vocal-context-2016",
      "kind": "note",
      "title": "Lilac-crowned Amazon calls vary with context; meaning remains a question",
      "fingerprint": "1a87bfb0e1976d9ea512b85d600c47510845f944000ab398404f1b60a4d7d09b",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the full publisher article for abstract, field methods, context definitions, acoustic measurements, statistical analyses, results, discussion, data availability, ethics and rights; reviewed the additional-file inventory. The research viewer failed or timed out on selected binary supplements. No article assets, audio, data or code were downloaded, opened, executed or redistributed; no independent reanalysis or specialist review was performed.",
      "review_stage": "Full-text primary-source review",
      "taxon": "Lilac-crowned Amazon (Amazona finschi)"
    },
    {
      "id": "note:mammalps-audio-behavior-benchmark@1482dff050acdb3efa170e9c7ce263609f054e2c7af8225d6c8e48fc653e807f",
      "key": "note:mammalps-audio-behavior-benchmark",
      "kind": "note",
      "title": "MammAlps aligns animal sound with video-annotated behavior",
      "fingerprint": "1482dff050acdb3efa170e9c7ce263609f054e2c7af8225d6c8e48fc653e807f",
      "visibility": "public_metadata",
      "reviewed": "2026-10-11",
      "review_depth": "Targeted review of arXiv v2 sections 3.1–3.4, 5, 7.1 and 9.1–9.2; exact Zenodo v3 metadata, README, file inventory and dataset license; official CVPR Open Access indexed excerpts from the main paper and supplementary section A.1; official GitHub README, evaluation interface and LICENSE.md. The direct CVF paper and supplement fetch returned 403, so only targeted indexed excerpts were reviewed for the published version. Other supplementary methods and archive contents were not reviewed; no data or code were downloaded or run.",
      "review_stage": "Targeted paper, release and benchmark-fit review",
      "taxon": "Mammals"
    },
    {
      "id": "note:monk-parakeet-population-identity-2023@46b3ca80292bf2ff2eb83482e1287f5075fb8825473bfdb2329a45473af9e290",
      "key": "note:monk-parakeet-population-identity-2023",
      "kind": "note",
      "title": "Monk parakeet calls carry individual identity information",
      "fingerprint": "46b3ca80292bf2ff2eb83482e1287f5075fb8825473bfdb2329a45473af9e290",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the PLOS article’s sampling, methods, results, discussion, ethics, and linked-resource sections. Refreshed the Figshare v2 API and streamed its README.md file 41233869 for review; it was not retained. Resolved the GitHub v1.0.0 tag to commit 1f7031dc996c79914ccf5d042181f947793fb459 and read the site-scale selection R Markdown file at that revision without retaining or executing it. The code explains the 14-row selection difference. The PLOS supplement, remaining code/dependency workflow, selection CSV, and audio were not reviewed. No dataset files or audio were acquired; no code was executed.",
      "review_stage": "Targeted primary article, dataset metadata, and code-provenance review; no file acquisition or reproduction",
      "taxon": "Monk parakeet and yellow-naped amazon"
    },
    {
      "id": "note:monk-parakeet-social-structure-2025@1c5745564d74335b936e41a5d3375df2dd30427d79a9ab0311e85d2d67d8eef3",
      "key": "note:monk-parakeet-social-structure-2025",
      "kind": "note",
      "title": "Parrot social ties track call variation, not call meaning",
      "fingerprint": "1c5745564d74335b936e41a5d3375df2dd30427d79a9ab0311e85d2d67d8eef3",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the published article abstract and targeted methods, results, discussion, data-access, ethics and rights passages using the primary full-text record and institutional copy; checked the 2023 voiceprint paper for sample overlap; reviewed the Zenodo record and the GitHub README/tree at a pinned revision. On October 24, rechecked Methods section 2.1 and confirmed the Barcelona study region and field dates for the atlas. The archive, raw recordings, code and model outputs were not acquired or run.",
      "review_stage": "Targeted article, deposit-metadata and pinned-repository review; metadata only",
      "taxon": "Parrots"
    },
    {
      "id": "note:moologue-cattle-call-learning-app-2026@6390480ba7798ef57657504803f6b93b456c2406f26878ff5fb5dc2d2b04baa7",
      "key": "note:moologue-cattle-call-learning-app-2026",
      "kind": "note",
      "title": "MooLogue separates cattle-call learning from live analysis",
      "fingerprint": "6390480ba7798ef57657504803f6b93b456c2406f26878ff5fb5dc2d2b04baa7",
      "visibility": "public_metadata",
      "reviewed": "2026-10-25",
      "review_depth": "Reviewed selected abstract, app design and release, curated-corpus description, dataset-access statement and article license in an author-uploaded article copy. Read the README and README_softwarex.md at pinned GitHub commit 8023dbdfed8587d07eeafa54accb68408ffaefbe. The Zenodo API metadata request returned HTTP 406, so its manifest was not independently inspected. No app was installed, no repository archive or dataset payload was acquired, and no code or model was run.",
      "review_stage": "Targeted article and pinned-repository review; metadata-only, no reproduction",
      "taxon": "Cattle"
    },
    {
      "id": "note:moths-and-plants@5f9b8244d602e9c4055083e99654379dcd7e5e08f069684041ee05d5348331ce",
      "key": "note:moths-and-plants",
      "kind": "note",
      "title": "When another organism responds",
      "fingerprint": "5f9b8244d602e9c4055083e99654379dcd7e5e08f069684041ee05d5348331ce",
      "visibility": "public_metadata",
      "reviewed": "2026-10-24",
      "review_depth": "Full version-of-record text reviewed through the NCBI PMC copy and eLife PDF, including main methods, figures, public reviewer comments and author responses. The public Mendeley Data v1 inventory lists three folders with 32 files (24 CSV, four R, two MATLAB and two XLSX); its page and file panels were reviewed separately from the article. On October 24, one 51,160-byte data.xlsx file was acquired to ignored external storage and matched the Mendeley file-panel SHA-256. A standard-library aggregate-only audit matched all five main Table 1 repetition, paired-observation and egg-cluster totals. No spreadsheet formulas or deposited code were executed, no inferential model was fit, the other files and publisher ZIP remain uninspected, and no independent specialist review was obtained.",
      "review_stage": "Full-text methods, results and public review record reviewed; one checksum-pinned source table checked in aggregate",
      "taxon": "Plants & fungi"
    },
    {
      "id": "note:naturelm@7a13716c006471b9f5674a1db5d33e9bfc803464ccc6aac55f82880144232785",
      "key": "note:naturelm",
      "kind": "note",
      "title": "NatureLM-audio: a bioacoustic model, not a nature translator",
      "fingerprint": "7a13716c006471b9f5674a1db5d33e9bfc803464ccc6aac55f82880144232785",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the ICLR 2025 proceedings abstract, architecture/training sections, BEANS-Zero tasks and evaluation, Tables 3–6, the BirdNET/Perch comparison caveat, conclusion and risk discussion. Reviewed Sections 2–4 and limitations of the 11-page arXiv v2 follow-up identified by its authors as a NeurIPS 2025 workshop paper. Checked the official overview/Quick Start, the Hugging Face model and dataset metadata, and the official code/data repository inventories and license files described in the source records. No dataset files, code or model weights were acquired, no inference was run and no results were reproduced. On October 13, also reviewed the BEANS-Zero dataset card at its visible commit, its live file inventory, and the official evaluation-code repository at pinned main commit 31d4487ee6452ae6c31853d45fd38b7d4150372d, including the project metadata. No dataset shards, sample rows, code or dependencies were downloaded or executed.",
      "review_stage": "Targeted primary-paper and official model/data/code metadata review; no independent reproduction",
      "taxon": "Machine learning · bioacoustics"
    },
    {
      "id": "note:nocturnal-bird-migration-dataset-2026@27d5709f18e82368b4a9dd8fdfed8714363b70501ba343e3f2d3c98d0ef2daa3",
      "key": "note:nocturnal-bird-migration-dataset-2026",
      "kind": "note",
      "title": "Nocturnal bird migration data localizes calls, not communication meaning",
      "fingerprint": "27d5709f18e82368b4a9dd8fdfed8714363b70501ba343e3f2d3c98d0ef2daa3",
      "visibility": "public_metadata",
      "reviewed": "2026-10-25",
      "review_depth": "Reviewed the Scientific Data article's abstract, methods, data records, technical validation, model-evaluation description, data/code availability and article-rights statement; the current Zenodo v4 landing page and file list; the linked GitHub repository root and README; and the Zenodo software-record page. No dataset file, metadata CSV, audio, code archive or model weight was downloaded, opened, installed or executed. No result was independently reproduced.",
      "review_stage": "Publisher methods/evaluation and official record metadata reviewed; data, code and weights remain unacquired",
      "taxon": "Birds"
    },
    {
      "id": "note:northeastern-forest-bird-soundscapes-2026@ba81799de6be97599bb3ccb5e598a4bd52513572d2996531fc62ce8adbe9659a",
      "key": "note:northeastern-forest-bird-soundscapes-2026",
      "kind": "note",
      "title": "A large forest-bird soundscape set can test detection, not conversation",
      "fingerprint": "ba81799de6be97599bb3ccb5e598a4bd52513572d2996531fc62ce8adbe9659a",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the publisher title, abstract, publication notice and rights statement; the full article and supplement remain unreviewed. Read the official Zenodo v1/v2 record descriptions and complete v2 API manifest. Acquired only ReadMe.txt, site_metadata.csv, recording_metadata.csv and species_metadata.csv from v2. Verified provider MD5 declarations against bytes and recorded local SHA-256 values in an ignored receipt. The aggregate script emits no raw site IDs or coordinates. No recordings, annotation rows, code or models were acquired or run.",
      "review_stage": "Publisher abstract and rights notice, complete Zenodo v1/v2 metadata, and checksum-verified aggregate inspection of the four-file v2 metadata sample; no audio or annotation rows reviewed",
      "taxon": "Birds of northeastern North America"
    },
    {
      "id": "note:opensoundscape-bioacoustic-workflow@797099b9eb82c13805d6d1475d816c348fb612e3654cdbc13406f889fdbca569",
      "key": "note:opensoundscape-bioacoustic-workflow",
      "kind": "note",
      "title": "OpenSoundscape: bioacoustic tools, not animal translation",
      "fingerprint": "797099b9eb82c13805d6d1475d816c348fb612e3654cdbc13406f889fdbca569",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the paper abstract, software overview, annotation and localization functionality, examples, and stated scope; the official v0.13.2 release and tagged MIT license; the official annotation tutorial; and the Dryad dataset landing page and repository-wide license policy. The article describes v0.9.1, the repository lists v0.13.2 as its latest release, while the stable annotation tutorial still pins 0.13.1. No package, code, model, recording, archive, or annotation row was downloaded, installed, or run. The publisher marks the article Open Access, but its exact reuse license was not visible in the reviewed page. No independent software or biological review occurred.",
      "review_stage": "Selected paper sections, versioned repository/license, annotation tutorial, dataset record and Dryad policy reviewed; no code or data executed",
      "taxon": "Cross-species bioacoustics"
    },
    {
      "id": "note:openwhistle-dolphin-benchmark@e4a27dd6374fbeb60745605a701eac24f8ecb2a8f907b4190602c3b903ca89a9",
      "key": "note:openwhistle-dolphin-benchmark",
      "kind": "note",
      "title": "OpenWhistle: a strong dolphin sound benchmark, not a translator",
      "fingerprint": "e4a27dd6374fbeb60745605a701eac24f8ecb2a8f907b4190602c3b903ca89a9",
      "visibility": "public_metadata",
      "reviewed": "2026-10-24",
      "review_depth": "Reviewed the arXiv v1 paper data-collection, annotation, benchmark, evaluation, limitations and ethics sections; revision-pinned Hugging Face pretraining and classification dataset cards and file inventories; the separate revision-pinned model card; and the pinned official OpenWhistle README (source 411) and LICENSE-DATA (source 412) at commit ad715bb3cf24c36f85b3c3c8159077548134a39e. The repository README applies CC BY 4.0 to its four named dataset releases and LICENSE-DATA grants those terms; the dataset-card API license fields remain null. No audio, labels, code or weights were acquired or run. No independent specialist reviewed this note.",
      "review_stage": "Targeted paper, pinned dataset cards, official dataset license, and separate code/model rights review; metadata only",
      "taxon": "Bottlenose dolphins"
    },
    {
      "id": "note:parrot-community-data@99c9dadd2f90b37b0cb2bd3d3f9da6639b7c2315d646b4caa92b067ba2a4cab9",
      "key": "note:parrot-community-data",
      "kind": "note",
      "title": "Parrot owners can contribute; species still matter",
      "fingerprint": "99c9dadd2f90b37b0cb2bd3d3f9da6639b7c2315d646b4caa92b067ba2a4cab9",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Full main article text, including methods, results, discussion, data-availability and rights statements, reviewed through the Europe PMC full-text XML. Official Figshare v4 API metadata and its single-file manifest were checked. The supplementary questionnaire (Appendix 1), workbook, and raw responses were not inspected or acquired.",
      "review_stage": "Full main-text review and metadata-only dataset/privacy assessment",
      "taxon": "Parrots"
    },
    {
      "id": "note:parrot-data-feasibility@5761404646320f364e3a49d57c9b679d28d07c0a9566e02504e4194a769bcfe9",
      "key": "note:parrot-data-feasibility",
      "kind": "note",
      "title": "Monk parakeet voiceprints test caller identity, not meaning",
      "fingerprint": "5761404646320f364e3a49d57c9b679d28d07c0a9566e02504e4194a769bcfe9",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the final-article abstract and targeted methods/figure text surfaced by the primary PMC index, plus the official pinned GitHub README and the existing hash-pinned 2020 annotation sample. Recomputed the sample's Git blob SHA-1 and SHA-256; the Git blob matches the pinned GitHub file. Rechecked Edmond's released v1 API, current Data Access & Usage guide, ZIP-viewer FAQ, Terms of Use and official July 20, 2026 terms-update notice. No Edmond terms were accepted and no deposit archive/member was downloaded. Direct full-text retrieval was CAPTCHA-limited; the ANU repository PDF fetch timed out. The supplement, full statistical/code workflow and raw audio were not reviewed or run.",
      "review_stage": "Targeted study and dataset-fit review",
      "taxon": "Birds"
    },
    {
      "id": "note:parrot-touchscreen-ergonomics@e4e4874a6c78ba1bf0ee6d0454b7049659a21037b5a355918c97e73777461f66",
      "key": "note:parrot-touchscreen-ergonomics",
      "kind": "note",
      "title": "What parrot touchscreen research can—and cannot—tell us",
      "fingerprint": "e4e4874a6c78ba1bf0ee6d0454b7049659a21037b5a355918c97e73777461f66",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "On October 14, reviewed the full article text from the 16-page published PDF hosted by the University of Glasgow, from the abstract through the conclusion, including the caregiver survey/pilot, participant criteria, ethics, protocol, data cleaning, results, limitations and design guidelines. Figures were not visually reanalyzed; no raw data, code, supplements or independent analysis were available or inspected.",
      "review_stage": "Full published article text reviewed",
      "taxon": "Parrots"
    },
    {
      "id": "note:parrot-video@e5321a95f80eddddc94e871225b213c63e1a2ca5a621fef68648912c03db1292",
      "key": "note:parrot-video",
      "kind": "note",
      "title": "Giving parrots a choice to connect",
      "fingerprint": "e5321a95f80eddddc94e871225b213c63e1a2ca5a621fef68648912c03db1292",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Published paper pages 3–12 reviewed for participant screening/ethics, protocol, analysis, results and limitations. Page 9 was rendered and Table 2's P1–P9 differences recalculated from the displayed session counts. The current University of Glasgow deposit record and Crossref DOI relation metadata were checked. No raw-data reanalysis or replication.",
      "review_stage": "Methods reviewed",
      "taxon": "Birds"
    },
    {
      "id": "note:parrot-vocal-imitation-addressing-2012@e1154ef5fbf24fb12b1a4eb515afd84408a68fb44aede3da6e505326071554fe",
      "key": "note:parrot-vocal-imitation-addressing-2012",
      "kind": "note",
      "title": "A parrot can imitate a call to address another bird. What the experiment shows.",
      "fingerprint": "e1154ef5fbf24fb12b1a4eb515afd84408a68fb44aede3da6e505326071554fe",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the full primary PLOS article text for the abstract, introduction, Materials and Methods, Results, Discussion, Ethics Statement and article license. No raw recordings, associated dataset, supplementary material or analysis code were acquired or inspected; no reanalysis was performed.",
      "review_stage": "Full-text methods and results review",
      "taxon": "Orange-fronted conure (Eupsittula canicularis; the 2012 paper uses Aratinga canicularis)"
    },
    {
      "id": "note:parrotlet-vocal-babbling-development@bec24fe786629ef2630d2b0ccf023a59b2c1c72944006b4642dc333b846c3312",
      "key": "note:parrotlet-vocal-babbling-development",
      "kind": "note",
      "title": "Parrotlet babbling is vocal development, not call translation",
      "fingerprint": "bec24fe786629ef2630d2b0ccf023a59b2c1c72944006b4642dc333b846c3312",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Targeted PMC-indexed excerpts of the primary paper's abstract, conclusion and data-access statement; the exact Dryad dataset landing page, public API dataset/version/file records (v6, version record 180872), current End User Terms and Publication Policies; and an indexed excerpt from the official KBA location factsheet. Dryad's published policy states accepted datasets are made public under CC0, with no separate exception shown on this record. API file metadata supplied exact IDs, sizes and SHA-256 digests. An unauthenticated byte-range request to the API download route returned 401; the web file stream returned HTML rather than the file. No paper PDF, supplement, dataset file or audio was downloaded or fully reviewed.",
      "review_stage": "Targeted paper and dataset-lead review",
      "taxon": "Parrots"
    },
    {
      "id": "note:perch@6e53c10068a23289db6031f44ab98f7b2709f889e6201cdef1cf4e4b87b0f157",
      "key": "note:perch",
      "kind": "note",
      "title": "Perch: reusable representations of animal sound",
      "fingerprint": "6e53c10068a23289db6031f44ab98f7b2709f889e6201cdef1cf4e4b87b0f157",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Official parent card and exact perch_v2_cpu/1 variation page reviewed, along with the repository migration notice, Hoplite README and pinned model configuration. No weights downloaded and no inference run.",
      "review_stage": "Documentation checked",
      "taxon": "Machine learning"
    },
    {
      "id": "note:pig-context-data@86983f6d5a4bb7023719cbd45942edad14c4301c644c126d5996a2edcd0d3ee0",
      "key": "note:pig-context-data",
      "kind": "note",
      "title": "Pig calls: inspect what the labels actually mean",
      "fingerprint": "86983f6d5a4bb7023719cbd45942edad14c4301c644c126d5996a2edcd0d3ee0",
      "visibility": "public_metadata",
      "reviewed": "2026-10-03",
      "review_depth": "Primary indexed abstract/results excerpts and repository description/API; full methods not reviewed.",
      "review_stage": "Selected evidence reviewed",
      "taxon": "Farm animals"
    },
    {
      "id": "note:plant-chemical-signals@1eba48989a8a7fe08ff008460c79d94a3f09cdd9e1b3e4bab62a9321500447b8",
      "key": "note:plant-chemical-signals",
      "kind": "note",
      "title": "Plants have channels beyond sound",
      "fingerprint": "1eba48989a8a7fe08ff008460c79d94a3f09cdd9e1b3e4bab62a9321500447b8",
      "visibility": "public_metadata",
      "reviewed": "2026-10-02",
      "review_depth": "Primary abstract, introduction and selected results/methods passages reviewed; supplementary data not reanalysed.",
      "review_stage": "Initial source note",
      "taxon": "Plants & fungi"
    },
    {
      "id": "note:plant-sounds@84a2df5908a269ef3bc628965efb4d3fa216e3ed0589b61b067f58a1bed9faad",
      "key": "note:plant-sounds",
      "kind": "note",
      "title": "Plant acoustic emissions: detection is not communication",
      "fingerprint": "84a2df5908a269ef3bc628965efb4d3fa216e3ed0589b61b067f58a1bed9faad",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Read the main 2023 Cell article and its full STAR Methods, including the recording, preprocessing, model evaluation and results sections; checked the relevant figure legends and selected supporting captions. Read the 2024 Opinion's historical framing, mechanism discussion, receiver-evidence conclusion and open questions. Also checked the exact Dryad record, Dryad's live CC0 policy and the linked Zenodo v1 classifier record. The Cell publisher endpoint was inaccessible, so its linked full-paper copy was used. No audio, archive, code or model was downloaded or run; no result was independently reproduced.",
      "review_stage": "Full paper, critical context and component-rights metadata reviewed",
      "taxon": "Plants & fungi"
    },
    {
      "id": "note:prompting-mammalps-video-retrieval@3e9e49f7b789251747f429f80c4b11a7f87f7d712f973e0b1d6da31af4fdc916",
      "key": "note:prompting-mammalps-video-retrieval",
      "kind": "note",
      "title": "Natural-language prompts can retrieve annotated wildlife videos",
      "fingerprint": "3e9e49f7b789251747f429f80c4b11a7f87f7d712f973e0b1d6da31af4fdc916",
      "visibility": "public_metadata",
      "reviewed": "2026-10-11",
      "review_depth": "Targeted review of arXiv v1 sections 1, 3.1–3.2, 4–7 and supplement S1.1–S1.3; official EPFL project page; pinned Hugging Face dataset card; official GitHub README, pyproject, SALMA README, repository root inventory and checkpoint issue. No dataset, code, article or model weights were acquired; no code or result was run.",
      "review_stage": "Targeted paper, benchmark, release and rights review",
      "taxon": "Mammals"
    },
    {
      "id": "note:pteroset-detection-benchmark-2026@f257d30b420fb33c09154b3f462a8a2d5455d5948ef1163701075a64c687421a",
      "key": "note:pteroset-detection-benchmark-2026",
      "kind": "note",
      "title": "Strong bird-call labels can test detectors, not communication",
      "fingerprint": "f257d30b420fb33c09154b3f462a8a2d5455d5948ef1163701075a64c687421a",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed arXiv v2 methods, annotation design, dataset schema, technical validation, project-split evaluation, discussion and license; the exact Zenodo v5 API manifest; and pinned repository source. All 12 provider-reported filenames, byte sizes and MD5 strings match this catalog; no dataset file bytes were hashed. A 4,096-byte HTTP 206 range of metadata_v2.csv was streamed transiently and only its header line inspected; it names location_id, recorder_id, date_recorded, latitude and longitude. Raw GitHub source files were fetched read-only into a transient filter for static review; none were saved to the project, installed or executed. No data-row values were reviewed or saved; no annotation rows, manifest rows, audio or checkpoints were inspected. No independent reproduction or specialist review occurred.",
      "review_stage": "Full preprint methods and evaluation; versioned dataset manifest and header-only metadata schema; pinned code review",
      "taxon": "Birds"
    },
    {
      "id": "note:raven-object-gestures@b86e7180249a352577918c0d34a5ce66e8cf7b531afa9846662a7076938431cb",
      "key": "note:raven-object-gestures",
      "kind": "note",
      "title": "Sometimes the signal is something shown",
      "fingerprint": "b86e7180249a352577918c0d34a5ce66e8cf7b531afa9846662a7076938431cb",
      "visibility": "public_metadata",
      "reviewed": "2026-10-04",
      "review_depth": "Publisher abstract and figure captions reviewed; full methods and supplementary videos not obtained.",
      "review_stage": "Selected evidence reviewed",
      "taxon": "Birds"
    },
    {
      "id": "note:reef-sound-recruitment@c561f88a4384a9dca942c55f50c3bb52562408ca070267b40a58a83b6777bd0e",
      "key": "note:reef-sound-recruitment",
      "kind": "note",
      "title": "Fish hear a habitat, not a translated sentence",
      "fingerprint": "c561f88a4384a9dca942c55f50c3bb52562408ca070267b40a58a83b6777bd0e",
      "visibility": "public_metadata",
      "reviewed": "2026-10-04",
      "review_depth": "Abstract, selected results/discussion and Methods passages on study site, acoustic treatment and controls reviewed. Full supplements, analysis code and independent replication not reviewed.",
      "review_stage": "Selected primary passages reviewed",
      "taxon": "Fish"
    },
    {
      "id": "note:shared-bioacoustic-dataset-loader@e363799096126c56235462beffa6fd338cdd0dc5b981354a6ef89537512568c6",
      "key": "note:shared-bioacoustic-dataset-loader",
      "kind": "note",
      "title": "A shared bioacoustic dataset loader, with rights kept separate",
      "fingerprint": "e363799096126c56235462beffa6fd338cdd0dc5b981354a6ef89537512568c6",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Read the public alp-data README and project configuration and reviewed the exact PyPI 1.11.1 release page and MIT license declaration. No package, dependencies or datasets were downloaded, installed or run. No individual dataset entry was cleared for use.",
      "review_stage": "Official repository overview and exact PyPI release metadata reviewed; integration and individual dataset rights not audited",
      "taxon": "Cross-species bioacoustics"
    },
    {
      "id": "note:smartphone-bioacoustics-device-variability@11cd138bc722221d666e24c6677df28dd3a9c6f185498af5c630622ca39a68b9",
      "key": "note:smartphone-bioacoustics-device-variability",
      "kind": "note",
      "title": "Phones can record wildlife, but they are not interchangeable sensors",
      "fingerprint": "11cd138bc722221d666e24c6677df28dd3a9c6f185498af5c630622ca39a68b9",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "For Jäckel et al. (2021), reviewed the PLOS paper's methods, citizen-recording quality results, device playback comparison, discussion, rights and Zenodo data statement; the cited Zenodo deposit remains unreviewed. For Gili et al. (2024), reviewed the full publisher article and the March 13, 2024 Dryad record, visible file list and embedded README structure, as well as Dryad's CC0 and responsible-sharing policies. The separate README download returned HTTP 403. No audio archive, article supplement or code was acquired or reproduced, and no independent specialist review was completed.",
      "review_stage": "Selected full-text methods, results, discussion, data-availability and rights review",
      "taxon": "Multiple taxa: common nightingale and bats"
    },
    {
      "id": "note:sound-and-movement@8d2252c60da5121f5e57f986dff4249fb51b9d190e8daf3ab7e4321237be2a9f",
      "key": "note:sound-and-movement",
      "kind": "note",
      "title": "Put the sound back into its scene",
      "fingerprint": "8d2252c60da5121f5e57f986dff4249fb51b9d190e8daf3ab7e4321237be2a9f",
      "visibility": "public_metadata",
      "reviewed": "2026-10-02",
      "review_depth": "SuperAnimal abstract, introduction and dataset sections reviewed; SLEAP publisher summary and SimBA paper index and official project description reviewed. No code or model execution.",
      "review_stage": "Initial source note",
      "taxon": "Across animals"
    },
    {
      "id": "note:speech-pretraining-transfer-2026@ae53da50d06b286f2b13f285f45475a75e40df0412caf85bc5101bbf857969f1",
      "key": "note:speech-pretraining-transfer-2026",
      "kind": "note",
      "title": "Speech models carry animal vocal patterns—not animal meanings",
      "fingerprint": "ae53da50d06b286f2b13f285f45475a75e40df0412caf85bc5101bbf857969f1",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the complete arXiv v1 HTML, including dataset descriptions, encoder families, caller-identification and call-type tasks, fold construction, result tables, the session-independent sensitivity analysis and conclusion. Confirmed the submitted version/date and CC BY 4.0 manuscript license on the arXiv record. No paper-linked code or data release was identified in the reviewed record/full text; this is not an exhaustive search. No audio, dataset files, code or weights were acquired or run. The arXiv record does not establish publication or peer-review status.",
      "review_stage": "Full arXiv v1 HTML and version/license metadata reviewed; associated datasets, code and model assets not audited",
      "taxon": "Cross-species: rock hyrax, zebra finch, little owl and infant marmoset"
    },
    {
      "id": "note:sperm-whale-structure@3c769423a0f0ee5a2505cd5ed1cbf0c542ebb51029e897e155ef31a5c2ebd5ba",
      "key": "note:sperm-whale-structure",
      "kind": "note",
      "title": "Patterns inside sperm whale codas",
      "fingerprint": "3c769423a0f0ee5a2505cd5ed1cbf0c542ebb51029e897e155ef31a5c2ebd5ba",
      "visibility": "public_metadata",
      "reviewed": "2026-09-30",
      "review_depth": "Primary study summary in founding audit; full-text methods review pending.",
      "review_stage": "Initial source note",
      "taxon": "Marine mammals"
    },
    {
      "id": "note:tree-fungal-networks-evidence@48240af61b0ab2e24012970e3071c925dd322d36b9fb943252da4ea127b1db58",
      "key": "note:tree-fungal-networks-evidence",
      "kind": "note",
      "title": "Can trees talk through fungi? What mycorrhizal networks show",
      "fingerprint": "48240af61b0ab2e24012970e3071c925dd322d36b9fb943252da4ea127b1db58",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the Nature publisher record and surfaced article passages plus its author correction; the New Phytologist summary and selected discussion; and the full publisher-hosted Frontiers Opinion, including its article type and author statements. Direct rendering of the Nature article required publisher authentication in this review. The underlying studies, supplementary files and data were not reanalyzed, and no specialist review was obtained.",
      "review_stage": "Targeted publisher-source review; not a systematic review",
      "taxon": "Plants & fungi"
    },
    {
      "id": "note:v33da-caller-attribution-2026@09cec10cc2516db57688e8ef17d9017584b7ed02acbd8fc5360a0fa5d50ccdfa",
      "key": "note:v33da-caller-attribution-2026",
      "kind": "note",
      "title": "V33DA: a zebra-finch caller benchmark, not a translation model",
      "fingerprint": "09cec10cc2516db57688e8ef17d9017584b7ed02acbd8fc5360a0fa5d50ccdfa",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the pinned V33DA dataset card, code/sample README, split-preparation script, training entry point and read-only Git-tree inventory. Fetched the sample README.md, metadata.json and split_summary.json over verified TLS; computed in-memory SHA-256 values matched the pinned Git blob IDs. See the manifest for checksums. No text copies were retained. No Parquet, audio, accelerometer, video, calibration, executable code or model bytes were acquired or run. Maintainer metadata review only; no specialist review. A follow-up static import/tree check confirmed that scripts/train.py imports v33da.data modules absent from the pinned public repository tree; the split-preparation script materializes only session and held-out-experiment assignments. No code was run.",
      "review_stage": "Pinned dataset-card, code and sample metadata reviewed; media uninspected",
      "taxon": "Zebra finches"
    },
    {
      "id": "note:v33da-overlap-context-2026@a974bf2285bd53795e49b45e29778e2ba45e5dcfba8092df2d27b03356aa02ec",
      "key": "note:v33da-overlap-context-2026",
      "kind": "note",
      "title": "V33DA++ adds overlapping calls and context, not meaning",
      "fingerprint": "a974bf2285bd53795e49b45e29778e2ba45e5dcfba8092df2d27b03356aa02ec",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the V33DA++ Hugging Face dataset card at immutable revision bb31f73e2191278dd4965af01502c42380cd597d, including bucket counts, data-field definitions, suggested tasks and rights notice; checked the provider API revision/date/license metadata. Rechecked the linked GitHub repository's current main revision e988b985e38909b40b2705cdad994e3d9307181e, its training imports and split-preparation script as public text, and the Git tree. No dataset files, media, Parquet, code or weights were acquired or run; no specialist review occurred.",
      "review_stage": "Pinned dataset-card and public code/split metadata reviewed; media uninspected",
      "taxon": "Zebra finches"
    },
    {
      "id": "note:vervet-alarm-development@70876ed5da3cfa0fcf81f91d5b9956621bf24d0c1a65f54b86c774bab4bd0aa5",
      "key": "note:vervet-alarm-development",
      "kind": "note",
      "title": "Context helps vervets interpret alarm calls",
      "fingerprint": "70876ed5da3cfa0fcf81f91d5b9956621bf24d0c1a65f54b86c774bab4bd0aa5",
      "visibility": "public_metadata",
      "reviewed": "2026-10-25",
      "review_depth": "Wiley's 1980 publisher abstract and German summary, the ScienceDirect publisher abstract for the 1980b companion paper, the 1980a Science PubMed abstract, selected full-text sections of Fischer (2020, pp. 108–114), and the full open-access 2023 Springer primary article were reviewed. The 2023 paper's methods, measured responses, sample scope, rights statement and data-availability statement were checked. On 2026-10-25, an unauthenticated GET to the canonical OSF API v2 node endpoint succeeded: it reports the linked project as public, gives its title and creation/modification dates, and returns a null project-level license relationship. The publisher-provided view-only URL separately returned HTTP 403. No OSF file listing, contents or component-level terms were reviewed.",
      "review_stage": "Selected evidence reviewed",
      "taxon": "Mammals"
    },
    {
      "id": "note:wabad-global-bird-acoustic-dataset@a49c07b7b239bdac01f2043a92531a7c880edd50af8693d67c4e79f72fe5b4ce",
      "key": "note:wabad-global-bird-acoustic-dataset",
      "kind": "note",
      "title": "WABAD maps bird calls at scale; it does not map meaning",
      "fingerprint": "a49c07b7b239bdac01f2043a92531a7c880edd50af8693d67c4e79f72fe5b4ce",
      "visibility": "public_metadata",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the publisher abstract and data-availability statement, plus the official current Zenodo v4 record, version history and file inventory. The full article body, supporting-information PDF, archive contents, metadata schema, labels, evaluation split and code were not inspected; no data or models were acquired or run.",
      "review_stage": "Primary publisher abstract and current Zenodo v4 metadata review; no archive acquisition or reproduction",
      "taxon": "Birds"
    },
    {
      "id": "note:whale-birth@36b6a0b9d6c0efd1d22f4847e755b5d05545830f0f3eb0a06275c26ac346e305",
      "key": "note:whale-birth",
      "kind": "note",
      "title": "A birth, a group, and changing vocal styles",
      "fingerprint": "36b6a0b9d6c0efd1d22f4847e755b5d05545830f0f3eb0a06275c26ac346e305",
      "visibility": "public_metadata",
      "reviewed": "2026-09-30",
      "review_depth": "Primary study summary in founding audit; full-text methods review pending.",
      "review_stage": "Initial source note",
      "taxon": "Marine mammals"
    },
    {
      "id": "note:wham-sperm-whale-model@3d1c2284694eac29ee265331c963ff845e4859769450b8bd5490c4ccd52b0b40",
      "key": "note:wham-sperm-whale-model",
      "kind": "note",
      "title": "WhAM: acoustic style transfer is not whale translation",
      "fingerprint": "3d1c2284694eac29ee265331c963ff845e4859769450b8bd5490c4ccd52b0b40",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Read the full arXiv v1 main text from abstract through limitations, and reviewed targeted Appendix E sections on training data, compute, downstream classification and expert perceptual evaluation. Checked the official repository README/license and pinned source revision, the DSWP dataset card and its current repository revision, and the Zenodo model-weight record. No code, audio, datasets, model weights, paper figures or supplementary files were downloaded or run; Appendix D and artifact contents were not fully audited.",
      "review_stage": "Full main-text review and targeted methods/artifact metadata review; no independent reproduction",
      "taxon": "Sperm whale · cetacean bioacoustics"
    },
    {
      "id": "note:whombat-annotation-workbench@e78943f9c6fadc04763601277ee6cd44b9e9052341737672947e53edcfb297c1",
      "key": "note:whombat-annotation-workbench",
      "kind": "note",
      "title": "Whombat: learn from an existing bioacoustic annotation workbench",
      "fingerprint": "e78943f9c6fadc04763601277ee6cd44b9e9052341737672947e53edcfb297c1",
      "visibility": "public_metadata",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the complete primary article through the publisher/UCL open-access record and the pinned Whombat README/license and PyPI release metadata. Read the official import, dataset, annotation-project, evaluation and installation guides. Verified the temporary Whombat 0.9.0 wheel SHA-256 against PyPI and inspected the separate Whombat GPL v3 and soundevent MIT licenses. In an isolated Python 3.12.5 environment on macOS 26.4, the exact current Listen export passed Whombat's dataset-then-project UI import. The app created one recording, two TimeInterval annotations, two notes, one task and four project tags; checksum, sample rate and duration matched, the tag table showed both sound events, and both imported creator IDs remained null. Core resolved versions were FastAPI 0.112.2, fastapi-users 12.1.3, Starlette 0.38.6 and SQLAlchemy 2.0.54. The test used only an invented WAV and a temporary SQLite database; the wheel, environment and test outputs were removed. No animal audio, participant record or model weight was tested.",
      "review_stage": "Article and guides reviewed; synthetic AOEF 1.1 export loaded with soundevent 2.10.0 and imported through Whombat 0.9.0 desktop UI; specialist review pending",
      "taxon": "Cross-species bioacoustics"
    },
    {
      "id": "note:wild-parrot-duet-structure-2026@0ff4151a6c2b1b3106ec5b806d4cbe72c1199d088c511af3d16746eabb8a0e79",
      "key": "note:wild-parrot-duet-structure-2026",
      "kind": "note",
      "title": "Wild parrot duet structure: sequence patterns, not decoded meaning",
      "fingerprint": "0ff4151a6c2b1b3106ec5b806d4cbe72c1199d088c511af3d16746eabb8a0e79",
      "visibility": "public_metadata",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the publisher article HTML for its abstract, sites and recordings, call categorization, acoustic analyses, syntax methods and results, discussion, data-availability statement and supplementary-file inventory. Reviewed the full Dryad dataset landing page and README description and Dryad’s current reuse-rights guide. The workbook and publisher supplements were not downloaded or inspected; no published analysis was reproduced.",
      "review_stage": "Targeted primary article, dataset metadata and reuse-rights review",
      "taxon": "Yellow-naped amazon (Amazona auropalliata)"
    },
    {
      "id": "note:wolf-howling-context@2e3c9e4e6f459cb49ebf15432118a39a3224795e00380d99e67f17462c3822cf",
      "key": "note:wolf-howling-context",
      "kind": "note",
      "title": "Who leaves matters to the wolves who stay",
      "fingerprint": "2e3c9e4e6f459cb49ebf15432118a39a3224795e00380d99e67f17462c3822cf",
      "visibility": "public_metadata",
      "reviewed": "2026-10-04",
      "review_depth": "Selected results, discussion and main methods via Europe PMC XML; supplementary procedures, data and statistical replication not reviewed.",
      "review_stage": "Selected evidence reviewed",
      "taxon": "Mammals"
    },
    {
      "id": "note:wytham-great-tit-song-structure-2024@00f517e0aa2f862e1049ff9dca603733e24e2d90a0f3bb91b0bf035b2c1a01ba",
      "key": "note:wytham-great-tit-song-structure-2024",
      "kind": "note",
      "title": "The Wytham great-tit dataset maps song structure, not meaning",
      "fingerprint": "00f517e0aa2f862e1049ff9dca603733e24e2d90a0f3bb91b0bf035b2c1a01ba",
      "visibility": "public_metadata",
      "reviewed": "2026-10-25",
      "review_depth": "Reviewed the 2024 publisher article and author dataset documentation for collection design, labels and package format; Oxford Research Archive rights record; setup-code license and pinned revision; and the full 2025 Current Biology article including STAR Methods on feature extraction, similarity, clustering and validation. The 2025 methods describe a ViT metric-learning model trained on song-type labels from this corpus, 384-dimensional embeddings calculated for all 109,963 songs, and downstream repertoire-similarity/cultural analyses; the article reports 0.87 validation accuracy for a separate ResNet50 procedure on a random subset. The reviewed method text does not establish an individual-held-out test for that validation. The complete 2026-10-24 OSF root traversal lists 23 current file entries totaling 12,184,678,510 bytes: 14 data files and nine documentation files. An earlier same-day 14-entry traversal had listed only the data/ folder and omitted the separate docs/ folder; it is superseded. All 23 normalized paths and byte sizes match the 2026-10-23 snapshot. The saved 2026-10-23 SHA-256 for docs/metadata/main.md is malformed at 63 characters. On 2026-10-25, the 6,426-byte file was retrieved solely for integrity verification; its SHA-256 and MD5 match the current OSF API. Its content was not read or redistributed. The OSF node license relationship declares CC BY 4.0. The author nestbox documentation specifies British National Grid X/Y coordinates and says these data are also included in main.csv. No coordinate values, audio/annotation or analysis-code payloads were accessed; the one documentation file was not read or redistributed; no model was run and no independent specialist reviewed this Talk2Nature note.",
      "review_stage": "Primary 2024 dataset paper and 2025 full article/methods reviewed; author documentation, OSF API manifest and documented coordinate fields reviewed. On 2026-10-25, one 6,426-byte documentation file was fetched only to verify its current OSF SHA-256 and MD5; its text was not reviewed or redistributed. No audio archive acquisition or model reproduction.",
      "taxon": "Great tit (Parus major)"
    },
    {
      "id": "note:yellow-naped-amazon-vocal-culture-2024@63f96497acbcbe632815e24913c75f841a40457ff14a82e4763a1871b51b1765",
      "key": "note:yellow-naped-amazon-vocal-culture-2024",
      "kind": "note",
      "title": "Amazon parrot dialects across 22 years: cultural change, not call meaning",
      "fingerprint": "63f96497acbcbe632815e24913c75f841a40457ff14a82e4763a1871b51b1765",
      "visibility": "public_metadata",
      "reviewed": "2026-10-14",
      "review_depth": "Reviewed the article abstract and targeted Methods/Results passages surfaced through the PMC search index; direct publisher retrieval returned HTTP 403 and the PMC page presented a bot check, so the full article and supplements were not reviewed. Reviewed the Dryad v6 landing-page data dictionary and rights statement, current Dryad reuse guide, TLS-verified API version/file manifest, and the GitHub README, license metadata, pinned tree and setup/input sections of four R Markdown analyses. No dataset bytes were acquired; no code or model was executed.",
      "review_stage": "Abstract-level paper review plus Dryad dataset/API and pinned-code metadata review",
      "taxon": "Yellow-naped amazon (Amazona auropalliata)"
    },
    {
      "id": "note:zebra-finch-birdpark-multimodal-segmentation-2025@9ccdb3849c67ed7a08fc1df2bd30560f2600deebec95bfea634a94d648a46318",
      "key": "note:zebra-finch-birdpark-multimodal-segmentation-2025",
      "kind": "note",
      "title": "Synchronized finch recordings help locate calls, not translate them",
      "fingerprint": "9ccdb3849c67ed7a08fc1df2bd30560f2600deebec95bfea634a94d648a46318",
      "visibility": "public_metadata",
      "reviewed": "2026-10-24",
      "review_depth": "Reviewed the PubMed bibliographic record and abstract, searchable PMC passages on shared-clock synchronization, multimodal vocal segmentation and channel-miss evaluation, the ETH Research Collection article-rights record, and exact Zenodo v2 descriptions and file inventories for records 13144875 and 20608098. The ETH Zurich dataset record was reviewed for its description and rights label. The complete paper, supplement, annotation guides, CSV contents, audio/video/accelerometer files, code and model weights were not inspected or acquired. No independent avian or ML/statistical reviewer assessed this note.",
      "review_stage": "Paper abstract and selected searchable methods passages plus exact dataset-record metadata reviewed; no dataset, code or model acquired or run",
      "taxon": "Zebra finch (Taeniopygia guttata)"
    },
    {
      "id": "note:zebra-finch-call-categories-2025@12eb07ec20a2aee1b8e93b8d09901c596dd02421ad0b829606ce1795ea718569",
      "key": "note:zebra-finch-call-categories-2025",
      "kind": "note",
      "title": "Zebra finches categorize call types; translation remains a bigger question",
      "fingerprint": "12eb07ec20a2aee1b8e93b8d09901c596dd02421ad0b829606ce1795ea718569",
      "visibility": "public_metadata",
      "reviewed": "2026-10-25",
      "review_depth": "Reviewed the full PMC-indexed article text, including the abstract, reported results, Figure 4 caption and data statement on October 24; the UC Berkeley institutional-copy record; the authors' public GitHub README/root listing; and the 2026 BirdAVES article. On October 25, refreshed official Figshare v1 and Zenodo v1/v3 API metadata over verified TLS, including current file inventories, provider checksums and record-level license declarations. The Figshare landing-page description exposes a filename convention and warns of known naming discrepancies. No Figshare or Zenodo payload, article supplement, audio, source code or model weights were downloaded or reproduced; the new publisher search extract was used only to confirm the 2026 article's title, framing and reported result excerpt.",
      "review_stage": "Peer-reviewed article text and public release metadata reviewed; archive contents and analyses not reproduced",
      "taxon": "Zebra finch (Taeniopygia guttata)"
    },
    {
      "id": "note:zebra-finch-call-classifier-multitask-2026@df006c478ed57506e830f762f5ad20b8c23a40f297a2cc2a6e68c8632b22b522",
      "key": "note:zebra-finch-call-classifier-multitask-2026",
      "kind": "note",
      "title": "A zebra-finch classifier is a baseline, not a translator",
      "fingerprint": "df006c478ed57506e830f762f5ad20b8c23a40f297a2cc2a6e68c8632b22b522",
      "visibility": "public_metadata",
      "reviewed": "2026-10-25",
      "review_depth": "Reviewed the publisher-hosted article's abstract, data/methods, bird-level partition, evaluation, results, limitations, conclusion and data statement on October 24, plus the article-specific version history and AVEX documentation. On October 25, rechecked the publisher-indexed title, framing and result excerpt; the direct MDPI page returned HTTP 429 during this refresh, so no new full-text review is claimed. The official Figshare v1 and Zenodo v1/v3 APIs were refreshed over verified TLS. No archive, code, audio or BirdAVES weights were acquired or run, and no model result was reproduced.",
      "review_stage": "Publisher article review plus current indexed claim check; metadata refreshed; no reproduction",
      "taxon": "Zebra finch (Taeniopygia guttata)"
    },
    {
      "id": "note:zebra-finch-human-guided-clustering-2026@f5c7d97082786ecf890b0535a66462bf65f0eb2204ece48a7b40f943f6a6cfe3",
      "key": "note:zebra-finch-human-guided-clustering-2026",
      "kind": "note",
      "title": "Human-guided clustering helps label zebra-finch calls, not decode meaning",
      "fingerprint": "f5c7d97082786ecf890b0535a66462bf65f0eb2204ece48a7b40f943f6a6cfe3",
      "visibility": "public_metadata",
      "reviewed": "2026-10-24",
      "review_depth": "Reviewed the full 15-page article text, including methods, reported ARI/NMI results, time comparison, split design, discussion, acknowledgments and data statement. Queried exact Zenodo record and version APIs for 18156254, 22657329 and 18100613; read the pinned GitHub README, root requirements and MIT license; and compared the exact WhisperSeg model page with pinned revision metadata. No data archive, code, model weights or supplement was downloaded or executed. Figures were not visually reanalyzed and no independent specialist reviewed this note.",
      "review_stage": "Full article and source metadata reviewed; no reproduction or third-party payload acquisition",
      "taxon": "Zebra finch (Taeniopygia guttata)"
    },
    {
      "id": "note:zf-aim-zebra-finch-turn-taking-2026@7212f0c5c6e233443db4f2e87d72e673593955afcff0dd207fe5be25b5a3bfd4",
      "key": "note:zf-aim-zebra-finch-turn-taking-2026",
      "kind": "note",
      "title": "Zebra-finches exchange calls with an interactive audio model",
      "fingerprint": "7212f0c5c6e233443db4f2e87d72e673593955afcff0dd207fe5be25b5a3bfd4",
      "visibility": "public_metadata",
      "reviewed": "2026-10-24",
      "review_depth": "Reviewed the full bioRxiv v3 main text, including Results, Discussion, Methods 1.1–1.7, data-availability statement and posted license, plus official Zenodo landing-page/API metadata for records 23024019 and 23047646. A metadata-only refresh of the official bioRxiv v3 page on October 24 confirmed its current title and that the title and abstract were updated; the full text was not re-reviewed in this refresh. The code/model record lists one ZIP; the separate data record lists 11 files, including four raw example recordings and processed archives. No archive internals, supplemental analyses or media payloads were downloaded or inspected; no code, weights or data were run; no independent specialist reviewed this assessment.",
      "review_stage": "Primary preprint and two separate Zenodo release records reviewed; no archive acquisition or reproduction",
      "taxon": "Zebra finch (Taeniopygia guttata)"
    },
    {
      "id": "resource:alp-data-1-11-1@7fc4c4fc32ebf50e4524e101f4f37c29c4761cd540174381505d937da4119828",
      "key": "resource:alp-data-1-11-1",
      "kind": "resource",
      "title": "Earth Species Project alp-data 1.11.1",
      "fingerprint": "7fc4c4fc32ebf50e4524e101f4f37c29c4761cd540174381505d937da4119828",
      "visibility": "public_metadata",
      "url": "https://pypi.org/project/alp-data/1.11.1/",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the repository README, project configuration, exact PyPI release metadata and MIT license statement. No package or dataset files were acquired or executed; individual dataset terms and code security were not reviewed."
    },
    {
      "id": "resource:amazon-vocal-culture-code-2024@e7e0f1053827ec901465576793a988d0892f0f3de011dfe9c83cc6a03399c0ee",
      "key": "resource:amazon-vocal-culture-code-2024",
      "kind": "resource",
      "title": "Amazon vocal-culture analysis code (MIT, pinned commit)",
      "fingerprint": "e7e0f1053827ec901465576793a988d0892f0f3de011dfe9c83cc6a03399c0ee",
      "visibility": "public_metadata",
      "url": "https://github.com/gsvidaurre/amazon-vocal-culture/tree/1399b7a2de6354d27b5227bb75de7e285fe3d636",
      "reviewed": "2026-10-14",
      "review_depth": "Reviewed the repository README, pinned commit tree and MIT license metadata, then statically inspected setup/input sections in the four R Markdown analyses. No code was executed."
    },
    {
      "id": "resource:animal-audio-identity-site-leakage-audit@fee09dbb23c27e77fc0cca28fa31f09004cc2eb8fecf8ea1f27e8c595ea4d0f6",
      "key": "resource:animal-audio-identity-site-leakage-audit",
      "kind": "resource",
      "title": "Audio Jungle Book Project: animal-audio evaluation leakage audit",
      "fingerprint": "fee09dbb23c27e77fc0cca28fa31f09004cc2eb8fecf8ea1f27e8c595ea4d0f6",
      "visibility": "public_metadata",
      "url": "https://github.com/slug-labz/Audio-Jungle-Book-Project/tree/dev",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the public repository README, the bat and correction sections of its FINDINGS.md, and its data README. No repository snapshot or code was downloaded or run; result files, complete draft paper, exact license file, and underlying data or weights were not inspected."
    },
    {
      "id": "resource:animal-name-criteria-2026@7e672de9ea00a830c10f114a1d6013907918910aa4ef8560accd268010f89ce8",
      "key": "resource:animal-name-criteria-2026",
      "kind": "resource",
      "title": "Do animals use names? Conceptual and empirical criteria",
      "fingerprint": "7e672de9ea00a830c10f114a1d6013907918910aa4ef8560accd268010f89ce8",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.1016/j.tics.2026.06.008",
      "reviewed": "2026-10-12",
      "review_depth": "Abstract/highlights-only review. The official PubMed record and ScienceDirect listing were reviewed for metadata, abstract, publisher highlights and Open Access/Creative Commons status; the direct publisher page returned HTTP 403. Full text, references, supplementary files and underlying studies were not reviewed in this pass."
    },
    {
      "id": "resource:animal-spot-code-main@bf71e92daa617dbe02f6433fd0104cf90b952fcc46bfff2d643f5a67dc6764ed",
      "key": "resource:animal-spot-code-main",
      "kind": "resource",
      "title": "ANIMAL-SPOT source code and user guide",
      "fingerprint": "bf71e92daa617dbe02f6433fd0104cf90b952fcc46bfff2d643f5a67dc6764ed",
      "visibility": "public_metadata",
      "url": "https://github.com/ChristianBergler/ANIMAL-SPOT",
      "reviewed": "2026-10-13",
      "review_depth": "Read the official README, task overview, data-split guidance, package requirements and GPL-3.0 declaration. No code, environment or model was acquired or executed."
    },
    {
      "id": "resource:animal-spot-monk-parakeet-data-2022@95d803c2604a3667bd37cc6cbc5b1f1b6935b6a2206a621c10a1b298f3f66af5",
      "key": "resource:animal-spot-monk-parakeet-data-2022",
      "kind": "resource",
      "title": "ANIMAL-SPOT monk-parakeet example corpus and split",
      "fingerprint": "95d803c2604a3667bd37cc6cbc5b1f1b6935b6a2206a621c10a1b298f3f66af5",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.17617/3.KQPPXF",
      "reviewed": "2026-10-23",
      "review_depth": "Re-read the official Edmond V2.0 metadata API on October 23, 2026: one listed public 547,403,503-byte archive, dataset-level CC BY 4.0, provider MD5 5443c6564c377d19576f5ea74b2bd061, file restricted=false and fileAccessRequest=true. The official Dataverse 6.11 API documentation says access-request settings are ignored when a file is unrestricted. Edmond's own guide separately says downloads require acceptance of its terms and the dataset license; its current terms still do not clearly scope the registration clause to external downloads of existing public deposits. The author README describes 6,745 target/noise clips and YEAR+TAPENAME grouping; the paper states excerpts from one recording stay in one split with a default 70/15/15 partition. Neither establishes individual-animal separation. The archive and exact split files remain uninspected. No terms were accepted, access request made, file downloaded or archive inspected."
    },
    {
      "id": "resource:animal-spot-paper-2022@48b388b0d216c2b2a4084c72b891140f55b081d99549e021ebb8a2bf512d0f04",
      "key": "resource:animal-spot-paper-2022",
      "kind": "resource",
      "title": "ANIMAL-SPOT: animal-independent bioacoustic detection and classification",
      "fingerprint": "48b388b0d216c2b2a4084c72b891140f55b081d99549e021ebb8a2bf512d0f04",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.1038/s41598-022-26429-y",
      "reviewed": "2026-10-13",
      "review_depth": "Full publisher article text reviewed, including task/data methods, preprocessing, recording-level split policy, results, discussion and ethics/data-collection description; Tables 1 and 3 were checked in the targeted full-text review. The paper keeps clips from one recording in one split but does not establish individual-animal holdout. No supplement or model/analysis reproduction."
    },
    {
      "id": "resource:animal2vec-code@a9361a1b7432f7e744fce4e3bcc300c6739b0dade29f4ff9f88ed56481b9f634",
      "key": "resource:animal2vec-code",
      "kind": "resource",
      "title": "animal2vec training and inference software",
      "fingerprint": "a9361a1b7432f7e744fce4e3bcc300c6739b0dade29f4ff9f88ed56481b9f634",
      "visibility": "public_metadata",
      "url": "https://github.com/livingingroups/animal2vec",
      "reviewed": "2026-10-11",
      "review_depth": "Official repository overview/README and paper's code-availability statement reviewed. The code archive, commit contents, environment, dependencies and security were not audited or run."
    },
    {
      "id": "resource:animal2vec-meerkat-paper-final@061ea0a405d50ca07bdbe5e6259aa0e6dc30db9c0a35b3aea141d7983c7836d2",
      "key": "resource:animal2vec-meerkat-paper-final",
      "kind": "resource",
      "title": "animal2vec and MeerKAT: rare-event bioacoustic learning",
      "fingerprint": "061ea0a405d50ca07bdbe5e6259aa0e6dc30db9c0a35b3aea141d7983c7836d2",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.1111/2041-210x.70218",
      "reviewed": "2026-10-11",
      "review_depth": "Publisher sections on dataset, labels, evaluation, results, discussion, ethics and separate component rights reviewed. Supplement was not reviewed; no code, data, weights or result were reproduced."
    },
    {
      "id": "resource:animal2vec-model-weights@2130dba7c160ad55ac91482e154cd38c93422e6b2a640bc73af5b368b1db4a1c",
      "key": "resource:animal2vec-model-weights",
      "kind": "resource",
      "title": "Pretrained and fine-tuned animal2vec model weights",
      "fingerprint": "2130dba7c160ad55ac91482e154cd38c93422e6b2a640bc73af5b368b1db4a1c",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.17617/3.ETPUKU",
      "reviewed": "2026-10-11",
      "review_depth": "Weight deposit and model card details were not inspected. The 2026 article's data-availability statement says the checkpoints use CC BY-NC 4.0."
    },
    {
      "id": "resource:anuraset-code@bef2cb0c2f4a9f0e27c5dc0473f54c45bde793ba8d97f8b21674e0672758bfed",
      "key": "resource:anuraset-code",
      "kind": "resource",
      "title": "AnuraSet baseline code sample",
      "fingerprint": "bef2cb0c2f4a9f0e27c5dc0473f54c45bde793ba8d97f8b21674e0672758bfed",
      "visibility": "public_metadata",
      "url": "https://github.com/soundclim/anuraset/tree/0f8ec818fc961ee5b0eab0aec1afc4b51b01f9d4",
      "reviewed": "2026-10-12",
      "review_depth": "README, exact pinned MIT license and evaluator read as text at the recorded commit; not executed."
    },
    {
      "id": "resource:anuraset-data@0103da87bf8b8bf0bbcdbbc36132a62d6b2c2427565f57f3b56afdec62608a0b",
      "key": "resource:anuraset-data",
      "kind": "resource",
      "title": "AnuraSet frog calls and labels",
      "fingerprint": "0103da87bf8b8bf0bbcdbbc36132a62d6b2c2427565f57f3b56afdec62608a0b",
      "visibility": "public_metadata",
      "url": "https://zenodo.org/records/8342596",
      "reviewed": "2026-10-12",
      "review_depth": "Paper data-availability, split and selected results sections; official Zenodo API metadata and five-file inventory. No data bytes reviewed."
    },
    {
      "id": "resource:audubon-core-media-standard@47ce151fb215dd603407e0e2559905950639293d22fc1a02ed187405c82ee42f",
      "key": "resource:audubon-core-media-standard",
      "kind": "resource",
      "title": "Audubon Core biodiversity media metadata",
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      "url": "https://ac.tdwg.org/termlist/",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the current official term list and targeted terms for license statements, media resources, service access points, hashes and expert-review metadata. No terms were mapped to or tested against a Talk2Nature export."
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      "url": "https://github.com/earthspecies/avex",
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      "review_depth": "Official README, repository file listing and MIT license statement reviewed. No code was downloaded or run; compatibility with the exact 2026-paper BirdAVES checkpoint was not tested."
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    {
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      "title": "Barkopedia: A Canine Vocalization Understanding Challenge",
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      "url": "https://github.com/UTA-ACL2/Barkopedia/tree/ef8da9155e101cb76d4ee260bebb4d4fde4c2a1d",
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      "review_depth": "Reviewed the official challenge README and repository tree at the pinned commit. The README documents eight tasks, YouTube/Reddit source platforms and a 2025 competition timeline. The inspected root tree lists the competition site, static assets and documentation; no model training/evaluation implementation was visible there. No challenge result paper, baseline implementation or other task-specific dataset card was reviewed."
    },
    {
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      "title": "Barkopedia challenge website source",
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      "url": "https://github.com/UTA-ACL2/Barkopedia/tree/ef8da9155e101cb76d4ee260bebb4d4fde4c2a1d",
      "reviewed": "2026-10-14",
      "review_depth": "Inspected the pinned root tree, README and LICENSE. The root contains the challenge webpage, static assets and documentation; no model-training or evaluation implementation was listed. No file was cloned, downloaded or executed."
    },
    {
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      "url": "https://huggingface.co/datasets/ArlingtonCL2/Barkopedia_Dog_Act_Env/tree/60a721a7f9477634971f6b3df29dc2a5e56994d8",
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      "review_depth": "Reviewed the official card and revision API/tree at the pinned hash. The card describes 12,480 training and 3,120 test clips; eight activity categories and six environment categories; and Janus-Pro-7B video-assisted initial label generation followed by manual verification. The tree lists train, validation and test directories. The current card text still describes the test set as forthcoming, and the Dataset Viewer reports mixed audiofolder/CSV split formats. No source archive, audio, labels or model was downloaded or executed."
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      "title": "Analysis code for bat auditory-cortex vocal production study",
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      "url": "https://doi.gin.g-node.org/10.12751/g-node.44wmeq/",
      "reviewed": "2026-10-23",
      "review_depth": "The article states the code is in the GIN repository. The repository landing page was reviewed, but code files, dependencies, license files and execution environment were not inspected or run."
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    {
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      "review_depth": "Reviewed the public GIN DOI landing-page description, archive size and record-level license plus the article’s data statement. No manifest or archive member was opened."
    },
    {
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      "url": "https://doi.org/10.1038/s42003-026-10319-4",
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      "review_depth": "Reviewed the full main article through PMC, including methods, results, discussion, data/code availability and article license. Supplementary files and analysis code were not reviewed or run."
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      "url": "https://doi.org/10.1038/s41586-024-08471-0",
      "reviewed": "2026-10-23",
      "review_depth": "Checked the official Nature author list and the official St Andrews group page only. The article's scientific content was not reviewed and is not used as evidence about vocal communication."
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      "url": "https://huggingface.co/datasets/EarthSpeciesProject/BEANS-Next",
      "reviewed": "2026-10-23",
      "review_depth": "Targeted preprint review: abstract, task taxonomy, data construction, benchmark split description, reported limitations and reproducibility statement; official project page and current Hugging Face card. No row-by-row audit or evaluation run."
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      "url": "https://huggingface.co/datasets/EarthSpeciesProject/BEANS-Zero",
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      "review_depth": "Reviewed the pinned official dataset card, live file inventory and the ICLR paper citation. The card reports 91,965 examples, one test split, a per-sample license field and no intended commercial use. The live Hugging Face tree lists 50.5 GB; the companion official code README says about 100 GB for a full download. No dataset files, sample rows or license values were inspected."
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      "url": "https://github.com/earthspecies/beans-zero",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the official README, root file inventory and pyproject.toml at the pinned commit. The project metadata says package version 1.0.0 and Python >=3.10 but has no license declaration; no root LICENSE was present. The README states about 100 GB for full download and Java 8 for caption evaluation. Code was not cloned, downloaded or run."
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      "title": "Bioacoustic dataset discovery directory",
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      "url": "https://github.com/bioacoustic-ai/bioacoustics-datasets/tree/c412c5c3fd65552d17e492dac35f2be2c30349a4",
      "reviewed": "2026-10-13",
      "review_depth": "Pinned README and root inventory plus GitHub repository API metadata reviewed. The catalog schema and contribution route were inspected; no individual dataset record, linked files or code were acquired or run."
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      "visibility": "public_metadata",
      "url": "https://github.com/mim-team/bioacoustic_F0_estimation/tree/b57cc78f5b1c42b4eb61bdc4dc0f4430211c62ea",
      "reviewed": "2026-10-24",
      "review_depth": "Pinned repository tree and README reviewed read-only. The code was not downloaded, executed or audited dependency-by-dependency."
    },
    {
      "id": "resource:bioacoustic-f0-estimation-data-2025@0ee1c85dcb8f654a276564c973ede4dd78c6503e67b59c912d23e14e10888049",
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      "title": "Cross-species F0 estimation waveforms and contour annotations",
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      "visibility": "public_metadata",
      "url": "https://datadryad.org/dataset/doi:10.5061/dryad.prr4xgxw8",
      "reviewed": "2026-10-24",
      "review_depth": "Dryad landing page and official dataset/version/file-manifest APIs reviewed over verified TLS. Current API snapshot is saved in research/dryad_f0_manifest_2026-10-24.json. No archive acquired."
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      "title": "Cross-species deep-learning benchmark for bioacoustic F0 estimation",
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      "visibility": "public_metadata",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12387860/",
      "reviewed": "2026-10-24",
      "review_depth": "Full article text reviewed for benchmark question, data composition, evaluation metrics and results. No paper figures or text beyond a short original summary were copied."
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      "url": "https://github.com/mim-team/bioacoustic_F0_estimation/tree/b57cc78f5b1c42b4eb61bdc4dc0f4430211c62ea",
      "reviewed": "2026-10-24",
      "review_depth": "Pinned repository tree checked for model paths and file sizes; checkpoint bytes and training provenance were not acquired or inspected."
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      "kind": "resource",
      "title": "BioCPPNet: automatic bioacoustic source separation",
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      "visibility": "public_metadata",
      "url": "https://doi.org/10.1038/s41598-021-02790-2",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the article abstract, Methods, Data availability, Code availability, Results, Discussion and rights statement. No source data, mixture media, code, supplementary files or weights were acquired or run."
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    {
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      "title": "Earth Species Project BirdAVES pretrained audio model weights",
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      "visibility": "public_metadata",
      "url": "https://github.com/earthspecies/aves/blob/main/README.md",
      "reviewed": "2026-10-24",
      "review_depth": "Official README model table, BirdAVES description, migration notice and batching warning reviewed; no code or weights downloaded."
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      "title": "BirdNET Live Flutter app source",
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      "visibility": "public_metadata",
      "url": "https://github.com/birdnet-team/birdnet-live-app/tree/4aee47cd824873ffc9b3ca3462bf2415151a56d1",
      "reviewed": "2026-10-25",
      "review_depth": "Reviewed the pinned README, LICENSE, app-mode summary, session/save/export description and documentation references. No code archive was downloaded, built, security-audited or run."
    },
    {
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      "title": "BirdNET Live bundled BirdNET+ ONNX weights",
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      "visibility": "public_metadata",
      "url": "https://github.com/birdnet-team/birdnet-live-app/blob/4aee47cd824873ffc9b3ca3462bf2415151a56d1/MODEL_LICENSE",
      "reviewed": "2026-10-25",
      "review_depth": "Reviewed the exact release README model filenames and MODEL_LICENSE declaration. No model bytes, card, training-data manifest or evaluations were acquired or inspected."
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    {
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      "title": "Multimodal system for recording individual-level behaviors in songbird groups",
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      "visibility": "public_metadata",
      "url": "https://doi.org/10.7717/peerj.20203",
      "reviewed": "2026-10-24",
      "review_depth": "PubMed article metadata and abstract, selected searchable PMC passages on the shared-clock recording system and vocal segmentation, and the ETH publication record's article-rights statement reviewed. Full article and supplement, code and data were not inspected or acquired."
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    {
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      "visibility": "public_metadata",
      "url": "https://doi.org/10.5281/zenodo.20608098",
      "reviewed": "2026-10-24",
      "review_depth": "Exact Zenodo v2 record description and file inventory reviewed. The authors state that Pair_example_wav.zip contains test files for annotators using the guide. No PDF, CSV, audio or archive payload was acquired or inspected."
    },
    {
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      "visibility": "public_metadata",
      "url": "https://doi.org/10.5281/zenodo.13144875",
      "reviewed": "2026-10-24",
      "review_depth": "Exact Zenodo v2 landing-page description and file inventory reviewed. The page reports 112 minutes from four experiments, group sizes of two, four and eight, and manually annotated vocal segments. No file payload, annotation, README, video or audio was acquired or inspected."
    },
    {
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      "kind": "resource",
      "title": "ETH Zurich zebra-finch mixed-sex pair vocal-segment dataset",
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      "visibility": "public_metadata",
      "url": "https://doi.org/10.3929/ethz-c-000788603",
      "reviewed": "2026-10-24",
      "review_depth": "Reviewed the institutional record's abstract, date, contributors and displayed rights label. No dataset-description PDF, media, annotations or recording payload was acquired or inspected."
    },
    {
      "id": "resource:birdset-dataset@fae37f0eab20eb3555dba9f57adee7c414385a5ac9b9cb0106c66fb8b7c34df1",
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      "kind": "resource",
      "title": "BirdSet avian sound classification benchmark",
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      "visibility": "public_metadata",
      "url": "https://huggingface.co/datasets/DBD-research-group/BirdSet",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the current card’s task, configuration sizes, metadata fields, rights statements and code/viewer notes, and the complete May 2026 maintainer license-clarification thread. No recording, label file, code or weight was acquired, loaded or executed."
    },
    {
      "id": "resource:birdset-paper@cc17a029e73844e0e3fb89de58c49811b2d9fcafe95393762fef2a34ff20cdee",
      "key": "resource:birdset-paper",
      "kind": "resource",
      "title": "BirdSet: A Large-Scale Dataset for Audio Classification in Avian Bioacoustics",
      "fingerprint": "cc17a029e73844e0e3fb89de58c49811b2d9fcafe95393762fef2a34ff20cdee",
      "visibility": "public_metadata",
      "url": "https://arxiv.org/abs/2403.10380",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the primary paper abstract and version history plus the linked current dataset card. The full paper body, supplement and training code were not audited; no data, code or model weights were acquired or run."
    },
    {
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      "visibility": "public_metadata",
      "url": "https://zenodo.org/records/1208080",
      "reviewed": "2026-09-30",
      "review_depth": "Depositor description, label definitions, file inventory and Conditions of Use reviewed."
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      "title": "Contact calls of island Brown-throated Parakeets exhibit both character and variance shifts compared to calls of their mainland relatives",
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      "visibility": "public_metadata",
      "url": "https://doi.org/10.1093/ornithology/ukab076",
      "reviewed": "2026-10-25",
      "review_depth": "Targeted publisher-indexed excerpts reviewed for the abstract, recording methods, geographic sampling, analysis subsets, selected duration results/discussion and ethical statement. Direct publisher fetch returned HTTP 403; no PDF or publisher figures/tables were acquired. Not a complete article audit."
    },
    {
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      "url": "https://arxiv.org/abs/2605.21143",
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      "url": "https://gitlab.com/fungalecology/cen/-/tree/5b4ea51c038213e62feb6580daa5a48ccbfa32ff",
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      "review_depth": "Reviewed the full main article text through Europe PMC XML and the official Figshare v4 API record. API metadata reports one XLSX file of 186,629 bytes and item-level CC BY 4.0. The survey questionnaire and workbook were not inspected; no data bytes were acquired."
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      "url": "https://doi.org/10.1371/journal.pone.0346830",
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      "review_depth": "Read the official project page and its visible project and team descriptions. It invites short dog videos with audio, context and contributor interpretations, and states that submissions are intended to support a future open research dataset. No dataset DOI, version, schema, code repository or data license is linked from the page as reviewed. The linked submission form was not opened or used."
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      "url": "https://doi.org/10.5061/dryad.2280gb5z4",
      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the versioned Dryad landing page and embedded README structure. The page lists three files and describes 80 sampling sessions, device operating systems/models, dates, species folders, aliasing/undetected-call folders and site-code-to-municipality mappings. Dryad's general CC0 reuse and responsible-sharing guidance was also reviewed. The README's direct download returned HTTP 403; no audio archives or README bytes were downloaded or opened."
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      "reviewed": "2026-10-13",
      "review_depth": "Full publisher article reviewed for methods, results, discussion, data availability and rights. No independent reproduction or bat-specialist review."
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      "title": "Monk parakeet 2020 annotation table",
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      "title": "Monk parakeet vocal-signature analysis code",
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      "review_depth": "README, license, file tree, commit and downloaded data-preparation/MFCC scripts inspected; no execution or complete code audit."
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      "title": "Analysis code for identity information in introduced parrot populations",
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      "url": "https://github.com/gsvidaurre/identity-information-post-introduction/tree/v1.0.0",
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      "review_depth": "GitHub README, file listing, archived status, and MIT LICENSE reviewed. Resolved v1.0.0 to commit 1f7031dc996c79914ccf5d042181f947793fb459 and read one site-scale selection R Markdown file without retaining or executing it. Zenodo v1.0.0 metadata reports a 12,413,376-byte archive and the license field other-open; that separate archive was not acquired or inspected. The rest of the repository and dependencies were not audited."
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      "review_depth": "Refreshed the official Figshare v2 API and streamed README.md file 41233869 without retaining it. The API reports 22 files totaling 187,820,138 bytes and item-level CC BY 4.0. The README states that 1,596 selection-table sound.file names match WAVs in pre-processed_calls.zip, and that 1,582 calls were used in the paper; pinned MIT code explains the 14-row exclusion. Exact file names were not compared to the F0 subset. No audio or selection CSV was acquired, provider MD5 values were not recomputed, and no row values were inspected."
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      "reviewed": "2026-10-13",
      "review_depth": "Reviewed the primary article sections on sampling, random-forest similarity, the species comparison, results, discussion, ethics, and linked data/code. The supplementary PDF, full analysis workflow, and raw audio were not reviewed or reproduced."
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      "review_depth": "Final-article abstract plus targeted Methods/Figure 4 text surfaced by the primary PMC index; official pinned repository README and existing 2020 annotation sample reviewed. Direct full-text retrieval was CAPTCHA/timeout limited. Supplement and full analysis code were not audited or run."
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      "review_depth": "Reviewed the published abstract and targeted methods, results, discussion, data-access and rights passages via the primary article record and institutional copy. No article figures or full-text copy are reproduced."
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      "review_depth": "Inspected only the public card/viewer schema, displayed row count, and sample row license/source fields; did not enumerate the corpus or audit components."
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      "review_depth": "Compared all 12 names, byte sizes and provider MD5 strings from the exact Zenodo v5 API manifest against this catalog; no dataset file bytes were hashed. Streamed a 4,096-byte HTTP 206 range of metadata_v2.csv transiently and inspected only its header line, which includes location_id, recorder_id, date_recorded, latitude and longitude; row values were not reviewed or saved. Reviewed the linked arXiv v2 methods. No dataset files were saved."
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      "url": "https://osf.io/n8ac9/",
      "reviewed": "2026-10-25",
      "review_depth": "Reviewed the peer-reviewed paper abstract/data-availability statement, author documentation and OSF API node/license/file tree. The complete 2026-10-24 root traversal lists 23 entries (14 under data/ and nine under docs/), 12,184,678,510 bytes total. An earlier same-day 14-entry traversal listed only data/ and omitted docs/; the corrected snapshot supersedes it. After removing leading slashes from the 2026-10-23 historical paths, all 23 paths and byte sizes match. The historical local manifest stored a malformed 63-character SHA-256 for docs/metadata/main.md. On 2026-10-25, only this 6,426-byte file was fetched for integrity verification; its SHA-256 and MD5 match the current OSF API. Its text was not read or redistributed; no audio, annotation, coordinate-value or model payload was acquired."
    },
    {
      "id": "resource:wytham-great-tit-song-paper-2024@a2c5104f0a9a94a4087c3244be53ffeb38c06aca21ec62333ad934697658820d",
      "key": "resource:wytham-great-tit-song-paper-2024",
      "kind": "resource",
      "title": "A densely sampled and richly annotated acoustic data set from a wild bird population",
      "fingerprint": "a2c5104f0a9a94a4087c3244be53ffeb38c06aca21ec62333ad934697658820d",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.1016/j.anbehav.2024.02.008",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed primary publisher abstract/data-availability statement and Oxford Research Archive bibliographic/article-rights record. Complete methods and analyses were not independently reviewed; no article file was retained or reproduced."
    },
    {
      "id": "resource:wytham-great-tit-song-setup-code@4856d191176128517d173808b79ba152e009924a1c3253b9a498b763e044078f",
      "key": "resource:wytham-great-tit-song-setup-code",
      "kind": "resource",
      "title": "Wytham Great Tit Song Dataset setup code",
      "fingerprint": "4856d191176128517d173808b79ba152e009924a1c3253b9a498b763e044078f",
      "visibility": "public_metadata",
      "url": "https://github.com/nilomr/great-tit-hits-setup/tree/c96dc2d7ec0cc8bf6220f4aaf5dd6d9b941e5ef7",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed repository description/license declaration and resolved main commit. No files were cloned, inspected or executed."
    },
    {
      "id": "resource:xeno-canto-avian-sounds-gbif-metadata-2026@0156f31373e13695e94a3d438874e2a23220348b28fb68da57653b81b5a5a08a",
      "key": "resource:xeno-canto-avian-sounds-gbif-metadata-2026",
      "kind": "resource",
      "title": "Xeno-canto bird sounds, GBIF metadata distribution",
      "fingerprint": "0156f31373e13695e94a3d438874e2a23220348b28fb68da57653b81b5a5a08a",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.15468/qv0ksn",
      "reviewed": "2026-10-24",
      "review_depth": "Reviewed the GBIF dataset description and metadata record plus two unrelated Xeno-canto recording pages to verify that audio has record-level terms. No occurrence rows, recordings or source files acquired. A separate metadata-only screen of the global passerine repository's filename tokens found 495 candidates among 1,280 paths; three public record pages showed two CC BY-NC-ND 4.0 and one CC BY-NC-SA 4.0. This sample does not establish corpus membership or a complete license distribution. The official API documentation requires a key and warns of strict rate limits."
    },
    {
      "id": "resource:yellow-naped-amazon-duets-2026-paper@32b76ad9e596c07c0fa1ab0f3900df0571fed1a3b7d8fe86ad98a65bb7748995",
      "key": "resource:yellow-naped-amazon-duets-2026-paper",
      "kind": "resource",
      "title": "Decoding parrot duets: complex communication in yellow-naped amazons",
      "fingerprint": "32b76ad9e596c07c0fa1ab0f3900df0571fed1a3b7d8fe86ad98a65bb7748995",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.1002/jav.03552",
      "reviewed": "2026-10-12",
      "review_depth": "Publisher article sections reviewed: abstract, methods, results, discussion, data statement and supplement inventory. No independent reproduction; no supplements acquired."
    },
    {
      "id": "resource:yellow-naped-amazon-duets-dryad-2026@116ccb3cf912d03778b86f890071668b6e93ad09c5572ba4a0c6699baaec66ef",
      "key": "resource:yellow-naped-amazon-duets-dryad-2026",
      "kind": "resource",
      "title": "Raven measurements for yellow-naped amazon warble duets",
      "fingerprint": "116ccb3cf912d03778b86f890071668b6e93ad09c5572ba4a0c6699baaec66ef",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.5061/dryad.rn8pk0prb",
      "reviewed": "2026-10-12",
      "review_depth": "Reviewed the Dryad landing page, file list and README description, plus repository-wide Dryad reuse guidance. README and workbook bytes and rows were not inspected."
    },
    {
      "id": "resource:yellow-naped-amazon-vocal-culture-data-v6@b705060967bdb941aac9ec1c949271753400e43aabb722ac96117af50d5e9c85",
      "key": "resource:yellow-naped-amazon-vocal-culture-data-v6",
      "kind": "resource",
      "title": "Vocal culture in Amazon parrots: call measurements and site metadata",
      "fingerprint": "b705060967bdb941aac9ec1c949271753400e43aabb722ac96117af50d5e9c85",
      "visibility": "public_metadata",
      "url": "https://datadryad.org/dataset/doi:10.5061/dryad.m905qfv6j",
      "reviewed": "2026-10-14",
      "review_depth": "Reviewed the Dryad landing page and data dictionary, official current Dryad CC0 guidance, and TLS-verified v6 API metadata/file manifest. No dataset file bytes were retrieved or analyzed."
    },
    {
      "id": "resource:yellow-naped-amazon-vocal-culture-paper-2024@7a5a2277647eaf2af76cd6d3cd0d979c87c991580df0d3ebe6ed9332c2bfc476",
      "key": "resource:yellow-naped-amazon-vocal-culture-paper-2024",
      "kind": "resource",
      "title": "Widespread cultural change in declining populations of Amazon parrots",
      "fingerprint": "7a5a2277647eaf2af76cd6d3cd0d979c87c991580df0d3ebe6ed9332c2bfc476",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.1098/rspb.2024.0659",
      "reviewed": "2026-10-14",
      "review_depth": "Reviewed the article abstract and targeted methods/results passages surfaced in the PMC index. Direct publisher full-text retrieval was blocked and PMC direct access presented a bot check; the full article and supplements were not reviewed. No analysis was reproduced."
    },
    {
      "id": "resource:zebra-finch-call-category-behavior-and-code-2025@3eafa86bf02eec342cee4bd89dc8a11ad576b13b3ab31d933339436383ebee03",
      "key": "resource:zebra-finch-call-category-behavior-and-code-2025",
      "kind": "resource",
      "title": "Behavioral data and analysis code for zebra-finch call-category perception",
      "fingerprint": "3eafa86bf02eec342cee4bd89dc8a11ad576b13b3ab31d933339436383ebee03",
      "visibility": "public_metadata",
      "url": "https://zenodo.org/records/13623969",
      "reviewed": "2026-10-25",
      "review_depth": "Official Zenodo API metadata refreshed over verified TLS for records 13623969 and 15795568 on October 25, 2026. The API reports version, dates, sizes, record-level CC BY 4.0 and MD5 checksums. Separately reviewed the author GitHub README describing behavioral trial/confusion tables and LDA matrices. No Zenodo files, repository code or data payload was acquired or inspected."
    },
    {
      "id": "resource:zebra-finch-call-category-perception-paper-2025@52dcfaef8c39c82cff1546be2020167b4b263f13ec6e2a6ca5a29de2ca3d265d",
      "key": "resource:zebra-finch-call-category-perception-paper-2025",
      "kind": "resource",
      "title": "Categorical and semantic perception of the meaning of call-types in zebra finches",
      "fingerprint": "52dcfaef8c39c82cff1546be2020167b4b263f13ec6e2a6ca5a29de2ca3d265d",
      "visibility": "public_metadata",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12721838/",
      "reviewed": "2026-10-24",
      "review_depth": "Full PMC-indexed article text, including Figure 4 and data-availability statement, reviewed alongside the institutional copy, versioned records, authors' README and the 2026 BirdAVES article. The model-versus-behavior confusion comparison is present in the original paper; no archive payload or analysis was reproduced."
    },
    {
      "id": "resource:zebra-finch-call-classifier-paper-2026@a976df83b0f87d5ee9262ea804c744f58f2f54d6b19d51c0930b10b908412be9",
      "key": "resource:zebra-finch-call-classifier-paper-2026",
      "kind": "resource",
      "title": "Biologically Informed Multi-Task Learning for Call-Type Classification in Zebra Finches Using Functional Semantic Hierarchies",
      "fingerprint": "a976df83b0f87d5ee9262ea804c744f58f2f54d6b19d51c0930b10b908412be9",
      "visibility": "public_metadata",
      "url": "https://www.mdpi.com/2504-4990/8/10/318",
      "reviewed": "2026-10-25",
      "review_depth": "Publisher-hosted article sections and version history reviewed on October 24. On October 25, the publisher-indexed title and results excerpt were rechecked; direct article retrieval returned HTTP 429, so no new full-text review is claimed. Official Figshare and Zenodo version/file metadata were refreshed over verified TLS. No payload, code or weights acquired; no model reproduced."
    },
    {
      "id": "resource:zebra-finch-human-guided-clustering-paper-2026@bebc4e8bcaef1d6ca61f82ceccf452a4dce7c91eabb946a1580acdcbc3fa3dea",
      "key": "resource:zebra-finch-human-guided-clustering-paper-2026",
      "kind": "resource",
      "title": "Benchmarking Automated and Semi-Automated Vocal Clustering Methods",
      "fingerprint": "bebc4e8bcaef1d6ca61f82ceccf452a4dce7c91eabb946a1580acdcbc3fa3dea",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.3390/app16020810",
      "reviewed": "2026-10-24",
      "review_depth": "Full 15-page article and ETH repository rights record reviewed. Results, data statement, acknowledgments and split design recorded; no data, supplements or figures were reproduced or reanalyzed."
    },
    {
      "id": "resource:zebra-finch-v33da-benchmark-code@efe7377705625b0607a33bfb0a6759d0bbd5e60e1e64347d6e196e9cdb2e6b20",
      "key": "resource:zebra-finch-v33da-benchmark-code",
      "kind": "resource",
      "title": "V33DA caller-attribution benchmark code",
      "fingerprint": "efe7377705625b0607a33bfb0a6759d0bbd5e60e1e64347d6e196e9cdb2e6b20",
      "visibility": "public_metadata",
      "url": "https://github.com/marisbasha/v33da/tree/e988b985e38909b40b2705cdad994e3d9307181e",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the pinned software license, README, nested sample README, split-preparation script and training entry point. Fetched README.md, metadata.json and split_summary.json in memory over verified TLS, computed SHA-256 and matched each Git blob ID; see research/v33da_sample_manifest.json. No media, Parquet, executable code or model bytes were acquired or run. A follow-up static review found scripts/train.py imports v33da.data.collate, dataset, features and splits, but the pinned public tree has no v33da/data directory. The split-preparation script writes session and held-out-experiment labels; no code was executed."
    },
    {
      "id": "resource:zebra-finch-v33da-plus-overlap-context@45f08eabb21da5e8a22a9f9d9ad2271def43f0e6a28376ac6959c34b7f19b75c",
      "key": "resource:zebra-finch-v33da-plus-overlap-context",
      "kind": "resource",
      "title": "V33DA++ overlapping-call and long-context companion dataset",
      "fingerprint": "45f08eabb21da5e8a22a9f9d9ad2271def43f0e6a28376ac6959c34b7f19b75c",
      "visibility": "public_metadata",
      "url": "https://huggingface.co/datasets/songbirdini/v33da_pp/tree/bb31f73e2191278dd4965af01502c42380cd597d",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the pinned provider card, API metadata, bucket schemas/counts, task suggestions, rights notice, linked code/split documentation and current pinned Git tree as text/metadata. No media, Parquet, executable code or model weights were acquired or run."
    },
    {
      "id": "resource:zebra-finch-v33da-vocalizer-attribution@3a4ccb75a3034bb089ce60370b7769a045b13a4676720b59806fadf12eabe4ff",
      "key": "resource:zebra-finch-v33da-vocalizer-attribution",
      "kind": "resource",
      "title": "V33DA: physically verified zebra-finch caller-attribution benchmark",
      "fingerprint": "3a4ccb75a3034bb089ce60370b7769a045b13a4676720b59806fadf12eabe4ff",
      "visibility": "public_metadata",
      "url": "https://huggingface.co/datasets/songbirdini/v33da/tree/975ddf36a1f0c0bffc512bf2c2e6aa40bb2a1913",
      "reviewed": "2026-10-23",
      "review_depth": "Reviewed the complete pinned dataset card and code/sample README plus included metadata.json and split_summary.json. Computed verified-TLS SHA-256 hashes in memory for those three text files and matched their Git blob IDs; see research/v33da_sample_manifest.json. The complete sample-only Git tree lists 334 files (62,503,976 bytes), including 100 audio, accelerometer and video files. No Parquet, media, executable code or model bytes were acquired or run."
    },
    {
      "id": "resource:zebra-finch-vocal-clustering-data-zenodo-18100613@3ff971ee5577674b2bdaedd6558607d094ba9dbb91ffdc88640fc0bc44c1ddb5",
      "key": "resource:zebra-finch-vocal-clustering-data-zenodo-18100613",
      "kind": "resource",
      "title": "Zebra Finch Vocalization Dataset for Semi-Automated Clustering, separate Zenodo concept",
      "fingerprint": "3ff971ee5577674b2bdaedd6558607d094ba9dbb91ffdc88640fc0bc44c1ddb5",
      "visibility": "public_metadata",
      "url": "https://zenodo.org/records/18100613",
      "reviewed": "2026-10-24",
      "review_depth": "Exact record page and API metadata reviewed. The 250,405,192-byte archive and provider MD5 were recorded only; no payload or version comparison was performed."
    },
    {
      "id": "resource:zebra-finch-vocal-clustering-data-zenodo-v1-18156254@496efb5e774f85784b8a253797090e1dfea5bfc813c0e8cd78614e2bcb5df0aa",
      "key": "resource:zebra-finch-vocal-clustering-data-zenodo-v1-18156254",
      "kind": "resource",
      "title": "Zebra Finch Vocalization Dataset for Semi-Automated Clustering, Zenodo v1",
      "fingerprint": "496efb5e774f85784b8a253797090e1dfea5bfc813c0e8cd78614e2bcb5df0aa",
      "visibility": "public_metadata",
      "url": "https://zenodo.org/records/18156254",
      "reviewed": "2026-10-24",
      "review_depth": "Exact record page, API metadata and version endpoint reviewed. The article data statement cites this record. The 345,961,018-byte archive and provider MD5 were recorded from metadata only; no file was acquired."
    },
    {
      "id": "resource:zebra-finch-vocal-clustering-data-zenodo-v2-22657329@d617b910b9560c1130a0538daf326f4e276c12f1ca7ce8e8d69f0f4fb67eb647",
      "key": "resource:zebra-finch-vocal-clustering-data-zenodo-v2-22657329",
      "kind": "resource",
      "title": "Zebra Finch Vocalization Dataset for Semi-Automated Clustering, Zenodo v2",
      "fingerprint": "d617b910b9560c1130a0538daf326f4e276c12f1ca7ce8e8d69f0f4fb67eb647",
      "visibility": "public_metadata",
      "url": "https://zenodo.org/records/22657329",
      "reviewed": "2026-10-24",
      "review_depth": "Exact v2 record page, record API and version endpoint reviewed. The API lists data.zip at 348,884,000 bytes with provider MD5 f152c8e64de140a8aabe458a7d7cfcc1. No archive was downloaded or inspected."
    },
    {
      "id": "resource:zebra-finch-vocal-repertoire-figshare-2020@b68ae09332c820c4ff576129a3d3202443b6e64f96c8f0d3696c68d22d4f8b81",
      "key": "resource:zebra-finch-vocal-repertoire-figshare-2020",
      "kind": "resource",
      "title": "Vocal repertoires from adult and chick, male and female zebra finches",
      "fingerprint": "b68ae09332c820c4ff576129a3d3202443b6e64f96c8f0d3696c68d22d4f8b81",
      "visibility": "public_metadata",
      "url": "https://figshare.com/articles/dataset/Vocal_repertoires_from_adult_and_chick_male_and_female_zebra_finches_Taeniopygia_guttata_/11905533",
      "reviewed": "2026-10-24",
      "review_depth": "Figshare landing page and public v1 API metadata reviewed. The one-page Library_notes.pdf was acquired through the bounded collector, visually inspected and text-extracted; its provider MD5 matched locally. The two WAV archives remain unacquired and their payloads, internal manifests and labels were not inspected. See research/zebra_finch_figshare_manifest_2026-10-24.json."
    },
    {
      "id": "resource:zebra-finch-vocal-repertoire-study-2016@b03f01417a3995c5a9d701073bc48845ad84d30ce4fd558f1f5669bbc07ead49",
      "key": "resource:zebra-finch-vocal-repertoire-study-2016",
      "kind": "resource",
      "title": "The vocal repertoire of the domesticated zebra finch",
      "fingerprint": "b03f01417a3995c5a9d701073bc48845ad84d30ce4fd558f1f5669bbc07ead49",
      "visibility": "public_metadata",
      "url": "https://pubmed.ncbi.nlm.nih.gov/26581377/",
      "reviewed": "2026-10-24",
      "review_depth": "PubMed abstract and indexed PMC excerpts on the sample and preprocessing counts reviewed; no supplementary media acquired."
    },
    {
      "id": "resource:zebra-finch-zf-aim-data-release-2026@a2038a01977f74f3547df4683bf3e576b40d1ca6987d598ad49a13393755fde6",
      "key": "resource:zebra-finch-zf-aim-data-release-2026",
      "kind": "resource",
      "title": "ZF-AIM zebra-finch data release (separate Zenodo record)",
      "fingerprint": "a2038a01977f74f3547df4683bf3e576b40d1ca6987d598ad49a13393755fde6",
      "visibility": "public_metadata",
      "url": "https://zenodo.org/records/23047646",
      "reviewed": "2026-10-24",
      "review_depth": "Queried the official Zenodo API over verified TLS. The top-level inventory lists 11 files, including four raw example FLAC recordings, processed_data.zip, voxaboxen_data.zip, two model archives, a pipeline ZIP and metadata. No file payloads or archive internals were downloaded or inspected; provider checksums were not locally verified."
    },
    {
      "id": "resource:zebra-finch-zf-aim-interaction-study-2026@de140e938d8d1f5046873b3f35150b615c7880e5cffcbc0caf6681effe8dcbca",
      "key": "resource:zebra-finch-zf-aim-interaction-study-2026",
      "kind": "resource",
      "title": "ZF-AIM zebra-finch vocal interaction and AI-model study",
      "fingerprint": "de140e938d8d1f5046873b3f35150b615c7880e5cffcbc0caf6681effe8dcbca",
      "visibility": "public_metadata",
      "url": "https://doi.org/10.64898/2026.02.12.705387",
      "reviewed": "2026-10-24",
      "review_depth": "Reviewed the full bioRxiv v3 main text, including Results, Discussion, Methods 1.1–1.7, data-availability statement and posted license, plus official Zenodo landing-page/API metadata and its complete top-level file list. The Zenodo list has one ZIP; its internal manifest and contents, supplemental analyses and audio/data rights were not reviewed. No archive, audio, code or weights were acquired or run."
    },
    {
      "id": "resource:zebra-finch-zf-aim-zenodo-release-2026@4e0c5da9d4cbec43bbaf9eee4826543e88e1aaaec8c842903e1be4267810f67a",
      "key": "resource:zebra-finch-zf-aim-zenodo-release-2026",
      "kind": "resource",
      "title": "ZF-AIM acoustic interaction release archive (Zenodo record)",
      "fingerprint": "4e0c5da9d4cbec43bbaf9eee4826543e88e1aaaec8c842903e1be4267810f67a",
      "visibility": "public_metadata",
      "url": "https://zenodo.org/records/23024019",
      "reviewed": "2026-10-23",
      "review_depth": "Queried the official Zenodo API over HTTPS with certificate verification and inspected the complete top-level file list. It contains one ZIP (26,633,934,601 bytes) with provider-reported MD5; no payload was downloaded and the checksum was not verified locally. The archive's inner manifest and contents were not inspected."
    },
    {
      "id": "source:100@f7931fc76a33a4bc90df894d1ab6976851d1ea37b491c8d2567a131366790c0c",
      "key": "source:100",
      "kind": "source",
      "title": "Budgerigar vocal signatures and neural pathways",
      "fingerprint": "f7931fc76a33a4bc90df894d1ab6976851d1ea37b491c8d2567a131366790c0c",
      "visibility": "public_metadata",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC10799565/",
      "checked": "2026-10-14"
    },
    {
      "id": "source:101@63cec0251b422815ce8d9e3361f586316b13fdf43051aff884a447c0a6df0b5f",
      "key": "source:101",
      "kind": "source",
      "title": "Budgerigar study data deposit",
      "fingerprint": "63cec0251b422815ce8d9e3361f586316b13fdf43051aff884a447c0a6df0b5f",
      "visibility": "public_metadata",
      "url": "https://data.mendeley.com/datasets/j8rpy4dc6c/1",
      "checked": "2026-10-14"
    },
    {
      "id": "source:102@0b54d4b27543113680bbc0b1deedf257f3c56a3086d3944f94e5cdf2aea0560a",
      "key": "source:102",
      "kind": "source",
      "title": "CatMeows version 1.0.2",
      "fingerprint": "0b54d4b27543113680bbc0b1deedf257f3c56a3086d3944f94e5cdf2aea0560a",
      "visibility": "public_metadata",
      "url": "https://zenodo.org/records/4008297",
      "checked": "2026-10-03"
    },
    {
      "id": "source:103@47881fb6e1d3426b05858c204585831607b26297c06a9937192b36596d4fd51e",
      "key": "source:103",
      "kind": "source",
      "title": "Cat vocalization context classification",
      "fingerprint": "47881fb6e1d3426b05858c204585831607b26297c06a9937192b36596d4fd51e",
      "visibility": "public_metadata",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC6719916/",
      "checked": "2026-10-03"
    },
    {
      "id": "source:104@22037a8c75bbc8566b4be65a8e1fa3fc02e7d250eaa00bb5633a2c2c38861c0d",
      "key": "source:104",
      "kind": "source",
      "title": "Pig call context and valence study",
      "fingerprint": "22037a8c75bbc8566b4be65a8e1fa3fc02e7d250eaa00bb5633a2c2c38861c0d",
      "visibility": "public_metadata",
      "url": "https://www.nature.com/articles/s41598-022-07174-8",
      "checked": "2026-10-03"
    },
    {
      "id": "source:105@c51953a876e124902a5f4ca4b850e00bd08ee761f6f74b5684fa6c36bfbe2ace",
      "key": "source:105",
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:birdnet-live-local-first-mobile-app-2026@e71dfecf2a9b18b1d183e6553c2c8c4b4d55b92c69fcf922e00ce13fcd093251",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:birdnet-live-local-first-mobile-app-2026@e71dfecf2a9b18b1d183e6553c2c8c4b4d55b92c69fcf922e00ce13fcd093251",
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    {
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    {
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    {
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    {
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    {
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:brown-throated-parakeet-contact-call-variation@fd2274ead6d8bd554609a2c120ed00902bbcf02eff8110218126f3c1bef87787",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:brown-throated-parakeet-contact-call-variation@fd2274ead6d8bd554609a2c120ed00902bbcf02eff8110218126f3c1bef87787",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:budgerigar-playback-context@3360fd1881fd6522ebc88d8bc3f8ece8ee2c8172ac6241d50b47a3fb58672b28",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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    {
      "from": "note:budgerigar-vocal-sociality-data@0f291e9745435d746635aeff349c372113a5f18853570c13bff4b69a7eef17cb",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:budgerigar-vocal-sociality-data@0f291e9745435d746635aeff349c372113a5f18853570c13bff4b69a7eef17cb",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:budgerigar-vocal-sociality-data@0f291e9745435d746635aeff349c372113a5f18853570c13bff4b69a7eef17cb",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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      "from": "note:catmeows-context@284c6f6ed2a7b86340f131ceabfc61b78919b09e61f4c97ef7e1103549175b7e",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:coarse-soundscape@083cfdcb75f1553665fe2bc364d22c0458810a39e4e2d5bbbc348a52c24f3e32",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:coarse-soundscape@083cfdcb75f1553665fe2bc364d22c0458810a39e4e2d5bbbc348a52c24f3e32",
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    {
      "from": "note:coarse-soundscape@083cfdcb75f1553665fe2bc364d22c0458810a39e4e2d5bbbc348a52c24f3e32",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:coarse-soundscape@083cfdcb75f1553665fe2bc364d22c0458810a39e4e2d5bbbc348a52c24f3e32",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:coarse-soundscape@083cfdcb75f1553665fe2bc364d22c0458810a39e4e2d5bbbc348a52c24f3e32",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
      "from": "note:companion-parrot-name-use-s2-2026@a6842477f3d3413025a94f4812a5e93a98c2f02d21b9cea6916248ae854ab31f",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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      "from": "note:cowrumia-bovine-audio-app-2026@b8fd38b68ca2ea83dd17aec6ffb682d63454f761c37f52e6e3eb95ee3a2d739d",
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      "basis": "Explicit source_ids in this note; target is the catalog version at graph build time."
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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