rewirebio.iobenchmarks
Evaluation

FathmmXF: Livesey and Marsh 2025 DMS benchmark: pairwise |Spearman| win rate, SNV-accessible substitutions only

Independent benchmark by Livesey and Marsh 2025; transcribed, not reproduced.

Evaluation results

1 evaluation · 1 result. Different protocols are not a single leaderboard.

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Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: FathmmXF (Livesey and Marsh 2025)Protocol: Livesey and Marsh 2025 DMS benchmark: pairwise |Spearman| win rate, SNV-accessible substitutions only
Dataset: Livesey and Marsh 2025 human DMS benchmark set (36 proteins)
24.5% Pairwise win rate (average pairwise win rate against all other VEPs, |Spearman| with DMS on shared variants, SNV-accessible substitutions only)
percent · higher

Uncertainty: Not reported by the source: Bootstrap standard deviations appear only as Figure 2 error bars; not printed

Coverage: 36/36 human DMS datasets (one per protein) with predictions for this VEP scored ('proteins' column, cell C80)

Independent external evaluation · Source checked
Methods, coverage and source

FathmmXF: Livesey and Marsh 2025 DMS benchmark: pairwise |Spearman| win rate, SNV-accessible substitutions only

Livesey and Marsh 2025 DMS benchmark: pairwise |Spearman| win rate, SNV-accessible substitutions only

Aggregation: Not reported

Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8); Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) · Supplementary Material 2, sheet 'Table S6', cell B80 (row 'FathmmXF', column 'rank_score')

Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-10-22-1b7cf027e4f6 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Evaluation procedure

Livesey and Marsh 2025 DMS benchmark: pairwise |Spearman| win rate, SNV-accessible substitutions only

Configuration
FathmmXF (Livesey and Marsh 2025)
Protocol
Livesey and Marsh 2025 DMS benchmark: pairwise |Spearman| win rate, SNV-accessible substitutions only
Dataset
Livesey and Marsh 2025 human DMS benchmark set (36 proteins)
origin
Independent external evaluation
configuration
Not reported
protocol id
vep-lit-20261014-protocol-livesey2025-dms-snv
dataset version
36 human DMS sets of Table S1
split
Not reported
population
Variants scored by the DMS and both VEPs of a pair; ClinVar and gnomAD variants removed
inputs
FathmmXF predictions from dbNSFP
adaptation
None; precomputed or locally run predictions
metric implementation
scipy.stats.spearmanr (scipy 1.5.4, Python 3.6.8); absolute Spearman; the VEP with the higher |rho| on variants scored by the DMS and both VEPs earns the point
aggregation
Win rate of each VEP pair across proteins (wins divided by times the pair was tested), averaged over all other VEPs (Methods, 'Spearman's correlation and rank score')
budget
Not reported

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
Not reported
Adaptation
None; precomputed or locally run predictions
Scoring implementation
scipy.stats.spearmanr (scipy 1.5.4, Python 3.6.8); absolute Spearman; the VEP with the higher |rho| on variants scored by the DMS and both VEPs earns the point

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

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

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.

34 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
Comparison: adaptation
None; precomputed or locally run predictions
Context-only references
Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML)

Original source ↗

Supplementary Material 2, Table S6, row 'FathmmXF'

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

Version: PMC12016141 (published 2025-04-22; Genome Biol 26:104)
Retrieved: 2026-10-14T13:36:01Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 1735ee461ef192d9de67c914e9ad73d72d8aa255ea0e3479eb68cd8631d99fa2

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

Comparison: adaptation
None; precomputed or locally run predictions
Context-only references
Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8)

Original source ↗

Supplementary Material 2, Table S6, row 'FathmmXF'

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

Version: 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141
Retrieved: 2026-10-14T13:36:25Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 1b0d792d1a5d3daa95545a7973cabb131c45e42c952e7e5a447a72deef1d1e70

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

Comparison: aggregation
Win rate of each VEP pair across proteins (wins divided by times the pair was tested), averaged over all other VEPs (Methods, 'Spearman's correlation and rank score')
Context-only references
Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML)

Original source ↗

Supplementary Material 2, Table S6, row 'FathmmXF'

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

Version: PMC12016141 (published 2025-04-22; Genome Biol 26:104)
Retrieved: 2026-10-14T13:36:01Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 1735ee461ef192d9de67c914e9ad73d72d8aa255ea0e3479eb68cd8631d99fa2

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

Comparison: aggregation
Win rate of each VEP pair across proteins (wins divided by times the pair was tested), averaged over all other VEPs (Methods, 'Spearman's correlation and rank score')
Context-only references
Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8)

Original source ↗

Supplementary Material 2, Table S6, row 'FathmmXF'

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

Version: 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141
Retrieved: 2026-10-14T13:36:25Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 1b0d792d1a5d3daa95545a7973cabb131c45e42c952e7e5a447a72deef1d1e70

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

Comparison: budget
Not reported
Context-only references
Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML)

Original source ↗

Supplementary Material 2, Table S6, row 'FathmmXF'

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

Version: PMC12016141 (published 2025-04-22; Genome Biol 26:104)
Retrieved: 2026-10-14T13:36:01Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 1735ee461ef192d9de67c914e9ad73d72d8aa255ea0e3479eb68cd8631d99fa2

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

Comparison: budget
Not reported
Context-only references
Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8)

Original source ↗

Supplementary Material 2, Table S6, row 'FathmmXF'

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

Version: 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141
Retrieved: 2026-10-14T13:36:25Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 1b0d792d1a5d3daa95545a7973cabb131c45e42c952e7e5a447a72deef1d1e70

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

Comparison: dataset version
36 human DMS sets of Table S1
Context-only references
Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML)

Original source ↗

Supplementary Material 2, Table S6, row 'FathmmXF'

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

Version: PMC12016141 (published 2025-04-22; Genome Biol 26:104)
Retrieved: 2026-10-14T13:36:01Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 1735ee461ef192d9de67c914e9ad73d72d8aa255ea0e3479eb68cd8631d99fa2

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

Comparison: dataset version
36 human DMS sets of Table S1
Context-only references
Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8)

Original source ↗

Supplementary Material 2, Table S6, row 'FathmmXF'

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

Version: 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141
Retrieved: 2026-10-14T13:36:25Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 1b0d792d1a5d3daa95545a7973cabb131c45e42c952e7e5a447a72deef1d1e70

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

Comparison: inputs
FathmmXF predictions from dbNSFP
Context-only references
Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML)

Original source ↗

Supplementary Material 2, Table S6, row 'FathmmXF'

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

Version: PMC12016141 (published 2025-04-22; Genome Biol 26:104)
Retrieved: 2026-10-14T13:36:01Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 1735ee461ef192d9de67c914e9ad73d72d8aa255ea0e3479eb68cd8631d99fa2

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

Comparison: inputs
FathmmXF predictions from dbNSFP
Context-only references
Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8)

Original source ↗

Supplementary Material 2, Table S6, row 'FathmmXF'

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

Version: 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141
Retrieved: 2026-10-14T13:36:25Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 1b0d792d1a5d3daa95545a7973cabb131c45e42c952e7e5a447a72deef1d1e70

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

How to read the evidence

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: vep-lit-20261014-eval-livesey2025-dms-snv-fathmm-xf

areas
dna-genomes; proteins-complexes
contexts
research
origin
independent_paper
protocol
Livesey and Marsh 2025 DMS benchmark: pairwise |Spearman| win rate, SNV-accessible substitutions only
comparison
protocol id: vep-lit-20261014-protocol-livesey2025-dms-snv; dataset version: 36 human DMS sets of Table S1; split: Not reported; population: Variants scored by the DMS and both VEPs of a pair; ClinVar and gnomAD variants removed; inputs: FathmmXF predictions from dbNSFP; adaptation: None; precomputed or locally run predictions; metric implementation: scipy.stats.spearmanr (scipy 1.5.4, Python 3.6.8); absolute Spearman; the VEP with the higher |rho| on variants scored by the DMS and both VEPs earns the point; aggregation: Win rate of each VEP pair across proteins (wins divided by times the pair was tested), averaged over all other VEPs (Methods, 'Spearman's correlation and rank score'); budget: Not reported
source locator
Supplementary Material 2, Table S6, row 'FathmmXF'
missing metadata
budget: reason: unreported; split: reason: inapplicable; note: Zero-shot comparison with no training split
review
reviewer: claude; reviewer note: Claude review agent; no human review claimed. Independent Claude (Opus 5.5) review agent, separate from the extraction agent that built this batch. Automated review only. Transcription, not reproduction.; reviewed at: 2026-10-14T15:30:00Z; artifact sha256: 1b0d792d1a5d3daa95545a7973cabb131c45e42c952e7e5a447a72deef1d1e70; retrieval url: https://static-content.springer.com/esm/art%3A10.1186%2Fs13059-025-03575-w/MediaObjects/13059_2025_3575_MOESM2_ESM.xlsx; method: source-hash-verification; deterministic-table-parse; scope-review; method note: Links, origin and comparison fields checked against the source and the linked protocol; results checked by review/check_values.py.; note: Origin independent_paper checked: no VEP reference in the workbook's References sheet lists Livesey or Marsh (one DMS dataset, PAX6, reference 5, is co-authored by Livesey).
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