Result

0.916 accuracy

ESM-2 embedding + paper classifier · accuracy · CLA-IND0.6

Tested pipeline: ESM-2 embedding + paper classifier
Task: clathrin protein classification
Dataset: CLA-IND0.6
Procedure: single-feature ESM-2 embedding comparison
Evaluation: ESM-2 embedding + paper classifier: clathrin protein classification
Coverage: scored: unreported; eligible: unreported
Uncertainty: Not reported
Evidence: Independent external evaluation · source checkedAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 2, Independent test / ESM-2 row, ACC column

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: needs review. Source checked does not mean independently reproduced.

Reproduction

Split: independent test
Adaptation: Not reported
Scoring implementation: Not reported

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Access requirements and official instructions: clathrin protein classification

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

Evidence

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Evidence table

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1 evidence row 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.printed_value 0.916 Individual claims	Advancing the accuracy of clathrin protein prediction through multi-source protein language models Original source ↗ Table 2, Independent test / ESM-2 row, ACC column Version: journal full text in PMC Retrieved: 2026-09-16T10:38:57.558194+00:00	source checked independent ai table review · 2026-09-16T10:38:57.558194+00:00 independent paper Audit details Resolved the blank evaluation-strategy cells by their independent-test row group. ESM-2 ACC is 0.916 there; the cross-validation ESM-2 ACC is instead 0.873. This is the paper classifier using embeddings, not a standalone checkpoint. Field: `attributes.printed_value` Claim: claim-b2-clathrin-plm-2025 Source artifact SHA-256: `2edc86b25707c1b737d26117093ce8d856e79cc5d0b335f27c1c341f887f1c7e` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact Extraction artifact SHA-256: `2edc86b25707c1b737d26117093ce8d856e79cc5d0b335f27c1c341f887f1c7e` Extraction artifact

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Sources and history

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

1 source records and release history

Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Original source · journal full text in PMC

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Technical metadata and extraction receipts

Stable ID: b2-clathrin-plm-2025

areas: proteins-complexes
tasks: clathrin protein classification
printed value: 0.916
numeric value: 0.916
metric: accuracy
metric direction: unknown
unit: fraction
uncertainty: Not reported
source locator: Table 2, Independent test / ESM-2 row, ACC column
review: method: independent_ai_table_review; reviewer: Codex secondary table review; reviewed at: 2026-09-16T10:38:57.558194+00:00; notes: Resolved the blank evaluation-strategy cells by their independent-test row group. ESM-2 ACC is 0.916 there; the cross-validation ESM-2 ACC is instead 0.873. This is the paper classifier using embeddings, not a standalone checkpoint.; evidence: Original PMC XML table headers, row groups and caption inspected; printed value 0.916.; artifact sha256: 2edc86b25707c1b737d26117093ce8d856e79cc5d0b335f27c1c341f887f1c7e; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12238356/fullTextXML
legacy id: b2-clathrin-plm-2025
legacy row: id: b2-clathrin-plm-2025; paper id: clathrin-plm-2025; domain id: proteins-complexes; task: clathrin protein classification; model: ESM-2 embedding + paper classifier; model version: not stated in table; dataset: CLA-IND0.6; dataset version: Not reported; split: independent test; metric: accuracy; value: 0.916; unit: fraction; uncertainty: Not reported; protocol: single-feature ESM-2 embedding comparison; source locator: Table 2, Independent test / ESM-2 row, ACC column; source url: https://pmc.ncbi.nlm.nih.gov/articles/PMC12238356/; evaluation origin: independent_paper; reviewed utc: 2026-09-15T23:33:26Z
missing metadata: dataset version: not_reported_in_legacy_extract; uncertainty: not_reported_in_legacy_extract

Related records

evaluation: ESM-2 embedding + paper classifier: clathrin protein classification
subject: Reported accuracy for ESM-2 embedding + paper classifier

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