Source

Endowing protein language models with structural knowledge

Primary reference; inspect retrieval status and review scope.

Evidence table

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.

15 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-d277315f7d76
Property and statement	Original source and location	Review and provenance
attributes.artifact_sha256 c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3 Source metadata	Endowing protein language models with structural knowledge Original source ↗ No field-specific location recorded Version: PMC12603367.1 Retrieved: 2026-09-17T07:56:23.620433+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_sha256` Source artifact SHA-256: `c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.artifact_url https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12603367/fullTextXML Source metadata	Endowing protein language models with structural knowledge Original source ↗ No field-specific location recorded Version: PMC12603367.1 Retrieved: 2026-09-17T07:56:23.620433+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_url` Source artifact SHA-256: `c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.doi 10.1093/bioinformatics/btaf582 Source metadata	Endowing protein language models with structural knowledge Original source ↗ No field-specific location recorded Version: PMC12603367.1 Retrieved: 2026-09-17T07:56:23.620433+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.doi` Source artifact SHA-256: `c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.hash_scope Exact retrieved primary paper artifact bytes. Source metadata	Endowing protein language models with structural knowledge Original source ↗ No field-specific location recorded Version: PMC12603367.1 Retrieved: 2026-09-17T07:56:23.620433+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.hash_scope` Source artifact SHA-256: `c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.retrieved_at 2026-09-17T07:56:23.620433+00:00 Source metadata	Endowing protein language models with structural knowledge Original source ↗ No field-specific location recorded Version: PMC12603367.1 Retrieved: 2026-09-17T07:56:23.620433+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.retrieved_at` Source artifact SHA-256: `c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.review_scope Source identification and table transcription; no independent experimental reproduction. Source metadata	Endowing protein language models with structural knowledge Original source ↗ No field-specific location recorded Version: PMC12603367.1 Retrieved: 2026-09-17T07:56:23.620433+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.review_scope` Source artifact SHA-256: `c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.url https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12603367/fullTextXML Source metadata	Endowing protein language models with structural knowledge Original source ↗ No field-specific location recorded Version: PMC12603367.1 Retrieved: 2026-09-17T07:56:23.620433+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.url` Source artifact SHA-256: `c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.version PMC12603367.1 Source metadata	Endowing protein language models with structural knowledge Original source ↗ No field-specific location recorded Version: PMC12603367.1 Retrieved: 2026-09-17T07:56:23.620433+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.version` Source artifact SHA-256: `c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
description Primary reference; inspect retrieval status and review scope. Source metadata	Endowing protein language models with structural knowledge Original source ↗ No field-specific location recorded Version: PMC12603367.1 Retrieved: 2026-09-17T07:56:23.620433+00:00	catalogued No individual claim review recorded Audit details Field: `description` Source artifact SHA-256: `c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
facets {} Source metadata	Endowing protein language models with structural knowledge Original source ↗ No field-specific location recorded Version: PMC12603367.1 Retrieved: 2026-09-17T07:56:23.620433+00:00	catalogued No individual claim review recorded Audit details Field: `facets` Source artifact SHA-256: `c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact

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Sources and history

Release 2026-09-17-d277315f7d76 · Record review: source checked

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Technical metadata and extraction receipts

Stable ID: evidence-expansion-p2-pst-2025-c21ad593de58

url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12603367/fullTextXML
doi: 10.1093/bioinformatics/btaf582
version: PMC12603367.1
retrieved at: 2026-09-17T07:56:23.620433+00:00
artifact sha256: c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3
artifact url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12603367/fullTextXML
hash scope: Exact retrieved primary paper artifact bytes.
review scope: Source identification and table transcription; no independent experimental reproduction.

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