rewirebio.iobenchmarks
Method

SIFT

Position-specific scoring matrix built from sequence homology found by PSI-BLAST.

Results are recorded on linked configurations and versions of this method. Their settings and evaluations are kept separate below.

14 configurations with results

Results on linked records

This method has no results of its own in this release. 14 linked records have results. They are not assigned to the underlying method: each record keeps its own settings and evaluations, and its scores are on its own page.

Overview

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Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

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How it works, versions and access
Strengths, limitations and unresolved questions

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.

3 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Description
Position-specific scoring matrix built from sequence homology found by PSI-BLAST.
Individual claims
Comprehensive assessment of computational algorithms in predicting cancer driver mutations

Original source ↗

somatic-oncogenicity-20261009-source-chen2020: Table 1, Summary of 33 computational algorithms included in this study

Version: Genome Biology 21:43, published 2020-02-20; PMC7033911 full-text XML
Retrieved: 2026-10-09T20:45:50Z

source checked

["automated-source-review","ai-assisted-source-review"] · 2026-10-11

Audit details

Approved with two corrections, both applied: the MutFormer source licence is CC BY 4.0 per the arXiv abstract page, and the MetaRNN source locator now names the Background passage. Checked the 27 Chen 2020 descriptions row by row against Table 1 (PMC7033911) and spot-checked AlphaMissense, MisFit, popEVE, VARITY, MetaRNN, MutFormer and gMVP against their abstracts; accurate. Licences on the other new sources match Europe PMC.

Field: description

Claim: metadata-correction-81fd050e577e43fe2973

Source artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Facets: method types
1 values
  • conventional_pipeline
Individual claims
Comprehensive assessment of computational algorithms in predicting cancer driver mutations

Original source ↗

Chen et al. 2020 Table 1: SIFT uses a position-specific scoring matrix

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Genome Biology 21:43, published 2020-02-20; PMC7033911 full-text XML
Retrieved: 2026-10-09T20:45:50Z

conflicting claim

["source-hash-verification","automated-source-review"] · 2026-10-12

Audit details

Correct the method type from specialist to conventional_pipeline (use-case baseline review 2026-10-12, table 2). Evidence from docs/reviews/use-cases/baselines-2026-10-12.md. Independent review 2026-10-12: approved. See docs/reviews/2026-10-12-method-type-corrections.md.

Conflicting source claim: "[\"conventional_pipeline\"]". Claim record status: source_checked.

Field: facets.method_types

Claim: metadata-correction-tags-20261012-1da5da9448288389b77c

Source artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Extraction artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

Extraction artifact

Facets: method types
1 values
  • conventional_pipeline
Individual claims
An openly licensed benchmark and per-gene calibration map for missense pathogenicity predictors on activating cancer drivers

Original source ↗

Chen et al. 2020 Table 1: SIFT uses a position-specific scoring matrix

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bioRxiv 2026.07.16.739080 v1, posted 2026-07-23; full-text HTML page
Retrieved: 2026-10-09T20:48:19Z

conflicting claim

["source-hash-verification","automated-source-review"] · 2026-10-12

Audit details

Correct the method type from specialist to conventional_pipeline (use-case baseline review 2026-10-12, table 2). Evidence from docs/reviews/use-cases/baselines-2026-10-12.md. Independent review 2026-10-12: approved. See docs/reviews/2026-10-12-method-type-corrections.md.

Conflicting source claim: "[\"conventional_pipeline\"]". Claim record status: source_checked.

Field: facets.method_types

Claim: metadata-correction-tags-20261012-1da5da9448288389b77c

Source artifact SHA-256: 1b4dfadc861c6b8dbecde6ebb5efdb5ab7203bcf6f1b4e06edc70e167e7050e9

Hash scope: SHA-256 of one retrieval of the full-text HTML page, which is mutable (site chrome, metrics). The PDF request returned HTTP 429.

Inspected artifact

Extraction artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

Extraction artifact

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: somatic-oncogenicity-20261009-method-sift

areas
dna-genomes
contexts
clinical_research
method types
conventional_pipeline
reported name
SIFT
entity level
method
source locator
Algorithm lists of the cited sources
missing metadata
version: reason: inapplicable; note: Family record; score sources are on configurations
Related records

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