Source

Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics

Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 · Peer-reviewed

Evidence

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Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

26 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-10-cbb3da59bc08
Property and statement	Original source and location	Review and provenance
attributes.artifact_sha256 94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a Source metadata	Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 Retrieved: 2026-10-10T06:44:13Z	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_sha256` Source artifact SHA-256: `94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Artifact url https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID%3A39609566+AND+SRC%3AMED&format=json&resultType=core Source metadata	Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 Retrieved: 2026-10-10T06:44:13Z	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_url` Source artifact SHA-256: `94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Doi 10.1038/s41592-024-02523-z Source metadata	Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 Retrieved: 2026-10-10T06:44:13Z	catalogued No individual claim review recorded Audit details Field: `attributes.doi` Source artifact SHA-256: `94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Hash scope SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Source metadata	Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 Retrieved: 2026-10-10T06:44:13Z	catalogued No individual claim review recorded Audit details Field: `attributes.hash_scope` Source artifact SHA-256: `94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Licence CC-BY-NC-ND-4.0 Source metadata	Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 Retrieved: 2026-10-10T06:44:13Z	catalogued No individual claim review recorded Audit details Field: `attributes.licence` Source artifact SHA-256: `94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Media type application/json Source metadata	Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 Retrieved: 2026-10-10T06:44:13Z	catalogued No individual claim review recorded Audit details Field: `attributes.media_type` Source artifact SHA-256: `94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Publication status peer_reviewed Source metadata	Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 Retrieved: 2026-10-10T06:44:13Z	catalogued No individual claim review recorded Audit details Field: `attributes.publication_status` Source artifact SHA-256: `94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Retrieved at 2026-10-10T06:44:13Z Source metadata	Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 Retrieved: 2026-10-10T06:44:13Z	catalogued No individual claim review recorded Audit details Field: `attributes.retrieved_at` Source artifact SHA-256: `94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
attributes.review.artifact_sha256 94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a Source metadata	Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 Retrieved: 2026-10-10T06:44:13Z	catalogued No individual claim review recorded Audit details Field: `attributes.review.artifact_sha256` Source artifact SHA-256: `94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Review: date 2026-10-10 Source metadata	Abstract: Nucleotide Transformer: building and evaluating robust foundation models for human genomics Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025 Retrieved: 2026-10-10T06:44:13Z	catalogued No individual claim review recorded Audit details Field: `attributes.review.date` Source artifact SHA-256: `94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact

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Sources and history

Release 2026-10-10-cbb3da59bc08 · Record review: source checked

Source text retrieved and hashed for the issue #88a functional-description fix.

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Technical metadata and extraction receipts

Stable ID: qa-descriptions-20261010-source-nt-v2

url: https://doi.org/10.1038/s41592-024-02523-z
artifact url: https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID%3A39609566+AND+SRC%3AMED&format=json&resultType=core
version: Europe PMC core record MED/39609566 (title and abstract), Nature methods 2025
retrieved at: 2026-10-10T06:44:13Z
artifact sha256: 94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a
publication status: peer_reviewed
media type: application/json
source locator: abstractText
doi: 10.1038/s41592-024-02523-z
licence: CC-BY-NC-ND-4.0
hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence.
review: method: source-hash-verification; ai-assisted-source-review; reviewer: claude; reviewer note: Separate Claude review agent, independent of the extractor; no human review claimed; date: 2026-10-10; artifact sha256: 94fd1bf1c8ac29a4d037b6f9bdc7eda76a47f1d1efa67082b7074f7a219e817a; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID%3A39609566+AND+SRC%3AMED&format=json&resultType=core; method note: Re-downloaded the artifact, compared its SHA-256 with the pin and read the title and abstract (or the cited section).; note: Re-downloaded on 2026-10-10; the bytes match artifact_sha256. The record identifies the original paper (title, DOI or arXiv identifier) and the text supports the descriptions that cite it.

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