Source

Structure-informed protein language models are robust predictors for variant effects - PMC

Primary reference; inspect retrieval status and review scope.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

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.

14 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statement	Original source and location	Review and provenance
attributes.artifact_sha256 24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f Source metadata	Structure-informed protein language models are robust predictors for variant effects - PMC Original source ↗ No field-specific location recorded Version: Human Genetics 2025 journal article (online 2024) Retrieved: 2026-09-17T07:56:15.867826+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_sha256` Source artifact SHA-256: `24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.artifact_url https://pmc.ncbi.nlm.nih.gov/articles/PMC12068927/ Source metadata	Structure-informed protein language models are robust predictors for variant effects - PMC Original source ↗ No field-specific location recorded Version: Human Genetics 2025 journal article (online 2024) Retrieved: 2026-09-17T07:56:15.867826+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_url` Source artifact SHA-256: `24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.hash_scope Exact retrieved primary paper artifact bytes. Source metadata	Structure-informed protein language models are robust predictors for variant effects - PMC Original source ↗ No field-specific location recorded Version: Human Genetics 2025 journal article (online 2024) Retrieved: 2026-09-17T07:56:15.867826+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.hash_scope` Source artifact SHA-256: `24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.retrieved_at 2026-09-17T07:56:15.867826+00:00 Source metadata	Structure-informed protein language models are robust predictors for variant effects - PMC Original source ↗ No field-specific location recorded Version: Human Genetics 2025 journal article (online 2024) Retrieved: 2026-09-17T07:56:15.867826+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.retrieved_at` Source artifact SHA-256: `24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.review_scope Source identification and table transcription; no independent experimental reproduction. Source metadata	Structure-informed protein language models are robust predictors for variant effects - PMC Original source ↗ No field-specific location recorded Version: Human Genetics 2025 journal article (online 2024) Retrieved: 2026-09-17T07:56:15.867826+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.review_scope` Source artifact SHA-256: `24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.url https://pmc.ncbi.nlm.nih.gov/articles/PMC12068927/ Source metadata	Structure-informed protein language models are robust predictors for variant effects - PMC Original source ↗ No field-specific location recorded Version: Human Genetics 2025 journal article (online 2024) Retrieved: 2026-09-17T07:56:15.867826+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.url` Source artifact SHA-256: `24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
attributes.version Human Genetics 2025 journal article (online 2024) Source metadata	Structure-informed protein language models are robust predictors for variant effects - PMC Original source ↗ No field-specific location recorded Version: Human Genetics 2025 journal article (online 2024) Retrieved: 2026-09-17T07:56:15.867826+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.version` Source artifact SHA-256: `24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
description Primary reference; inspect retrieval status and review scope. Source metadata	Structure-informed protein language models are robust predictors for variant effects - PMC Original source ↗ No field-specific location recorded Version: Human Genetics 2025 journal article (online 2024) Retrieved: 2026-09-17T07:56:15.867826+00:00	catalogued No individual claim review recorded Audit details Field: `description` Source artifact SHA-256: `24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
facets None recorded Source metadata	Structure-informed protein language models are robust predictors for variant effects - PMC Original source ↗ No field-specific location recorded Version: Human Genetics 2025 journal article (online 2024) Retrieved: 2026-09-17T07:56:15.867826+00:00	catalogued No individual claim review recorded Audit details Field: `facets` Source artifact SHA-256: `24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact
id evidence-expansion-p2-structure-informed-plm-2025-24c7649edc66 Source metadata	Structure-informed protein language models are robust predictors for variant effects - PMC Original source ↗ No field-specific location recorded Version: Human Genetics 2025 journal article (online 2024) Retrieved: 2026-09-17T07:56:15.867826+00:00	catalogued No individual claim review recorded Audit details Field: `id` Source artifact SHA-256: `24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact

All evidence (CSV)All evidence (JSONL)How to read the evidence

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: source checked

0 source records and release history

No supporting source is linked yet.

Read original source

Download this release

Technical metadata and extraction receipts

Stable ID: evidence-expansion-p2-structure-informed-plm-2025-24c7649edc66

url: https://pmc.ncbi.nlm.nih.gov/articles/PMC12068927/
version: Human Genetics 2025 journal article (online 2024)
retrieved at: 2026-09-17T07:56:15.867826+00:00
artifact sha256: 24c7649edc6630283bc6b2b1860016527b52266149e52d99f5684a51ffdc6b6f
artifact url: https://pmc.ncbi.nlm.nih.gov/articles/PMC12068927/
hash scope: Exact retrieved primary paper artifact bytes.
review scope: Source identification and table transcription; no independent experimental reproduction.

Related records

Suggest a correction