rewirebio.iobenchmarks
Evaluation

M-CAP on cell viability drivers versus neutral, median-score threshold (Chen et al. 2020)

Published comparison of variant effect predictors; transcribed, not reproduced.

Research readiness

These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.

Release 2026-10-10-7fcc3e48a123 · 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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing
  • annotations: verification is missing
  • dependence: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • recipe pinned: verification is missing
  • resource estimate: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • independent validation: verification is missing
  • overlap checked: verification is missing

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.

Read reviewed discrepancy investigations

Evaluation results

1 evaluation · 5 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: M-CAP (Chen et al. 2020)Protocol: Cell viability drivers versus neutral, median-score threshold (Chen et al. 2020 Additional file 21)
Dataset: Missense mutations with Ba/F3 and MCF10A cell viability calls (published and new)
0.58 accuracy
fraction · higher

Uncertainty: Not yet extracted: Printed as 'mean (lower-upper)' under the column header '(±2σ)': per Methods, the mean and two standard deviations over 100 random draws. That is not a confidence interval, and the schema's standard_deviation type would need a standard deviation derived from rounded bounds, so no structured uncertainty is recorded. The printed range is kept in printed_source_cell; every range is symmetric about the mean to rounding.

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

M-CAP on cell viability drivers versus neutral, median-score threshold (Chen et al. 2020)

somatic-oncogenicity-20261009-protocol-chen2020-viability-median

Aggregation: Not reported

Comprehensive assessment of computational algorithms in predicting cancer driver mutations; Chen et al. 2020, Additional file 21: Performance metrics of 33 algorithms, median-score threshold, benchmark 5 (cell viability) · Additional file 21 (sheet 'Additional_file_21'), B26; Algorithm 'M-CAP'; column 'Accuracy (±2σ)'
Configuration: M-CAP (Chen et al. 2020)Protocol: Cell viability drivers versus neutral, median-score threshold (Chen et al. 2020 Additional file 21)
Dataset: Missense mutations with Ba/F3 and MCF10A cell viability calls (published and new)
0.58 negative-predictive-value
fraction · higher

Uncertainty: Not yet extracted: Printed as 'mean (lower-upper)' under the column header '(±2σ)': per Methods, the mean and two standard deviations over 100 random draws. That is not a confidence interval, and the schema's standard_deviation type would need a standard deviation derived from rounded bounds, so no structured uncertainty is recorded. The printed range is kept in printed_source_cell; every range is symmetric about the mean to rounding.

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

M-CAP on cell viability drivers versus neutral, median-score threshold (Chen et al. 2020)

somatic-oncogenicity-20261009-protocol-chen2020-viability-median

Aggregation: Not reported

Comprehensive assessment of computational algorithms in predicting cancer driver mutations; Chen et al. 2020, Additional file 21: Performance metrics of 33 algorithms, median-score threshold, benchmark 5 (cell viability) · Additional file 21 (sheet 'Additional_file_21'), F26; Algorithm 'M-CAP'; column 'NPV (±2σ)'
Configuration: M-CAP (Chen et al. 2020)Protocol: Cell viability drivers versus neutral, median-score threshold (Chen et al. 2020 Additional file 21)
Dataset: Missense mutations with Ba/F3 and MCF10A cell viability calls (published and new)
0.58 precision
fraction · higher

Uncertainty: Not yet extracted: Printed as 'mean (lower-upper)' under the column header '(±2σ)': per Methods, the mean and two standard deviations over 100 random draws. That is not a confidence interval, and the schema's standard_deviation type would need a standard deviation derived from rounded bounds, so no structured uncertainty is recorded. The printed range is kept in printed_source_cell; every range is symmetric about the mean to rounding.

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

M-CAP on cell viability drivers versus neutral, median-score threshold (Chen et al. 2020)

somatic-oncogenicity-20261009-protocol-chen2020-viability-median

Aggregation: Not reported

Comprehensive assessment of computational algorithms in predicting cancer driver mutations; Chen et al. 2020, Additional file 21: Performance metrics of 33 algorithms, median-score threshold, benchmark 5 (cell viability) · Additional file 21 (sheet 'Additional_file_21'), E26; Algorithm 'M-CAP'; column 'PPV (±2σ)'
Configuration: M-CAP (Chen et al. 2020)Protocol: Cell viability drivers versus neutral, median-score threshold (Chen et al. 2020 Additional file 21)
Dataset: Missense mutations with Ba/F3 and MCF10A cell viability calls (published and new)
0.58 recall
fraction · higher

Uncertainty: Not yet extracted: Printed as 'mean (lower-upper)' under the column header '(±2σ)': per Methods, the mean and two standard deviations over 100 random draws. That is not a confidence interval, and the schema's standard_deviation type would need a standard deviation derived from rounded bounds, so no structured uncertainty is recorded. The printed range is kept in printed_source_cell; every range is symmetric about the mean to rounding.

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

M-CAP on cell viability drivers versus neutral, median-score threshold (Chen et al. 2020)

somatic-oncogenicity-20261009-protocol-chen2020-viability-median

Aggregation: Not reported

Comprehensive assessment of computational algorithms in predicting cancer driver mutations; Chen et al. 2020, Additional file 21: Performance metrics of 33 algorithms, median-score threshold, benchmark 5 (cell viability) · Additional file 21 (sheet 'Additional_file_21'), C26; Algorithm 'M-CAP'; column 'Sensitivity (±2σ)'
Configuration: M-CAP (Chen et al. 2020)Protocol: Cell viability drivers versus neutral, median-score threshold (Chen et al. 2020 Additional file 21)
Dataset: Missense mutations with Ba/F3 and MCF10A cell viability calls (published and new)
0.58 specificity
fraction · higher

Uncertainty: Not yet extracted: Printed as 'mean (lower-upper)' under the column header '(±2σ)': per Methods, the mean and two standard deviations over 100 random draws. That is not a confidence interval, and the schema's standard_deviation type would need a standard deviation derived from rounded bounds, so no structured uncertainty is recorded. The printed range is kept in printed_source_cell; every range is symmetric about the mean to rounding.

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

M-CAP on cell viability drivers versus neutral, median-score threshold (Chen et al. 2020)

somatic-oncogenicity-20261009-protocol-chen2020-viability-median

Aggregation: Not reported

Comprehensive assessment of computational algorithms in predicting cancer driver mutations; Chen et al. 2020, Additional file 21: Performance metrics of 33 algorithms, median-score threshold, benchmark 5 (cell viability) · Additional file 21 (sheet 'Additional_file_21'), D26; Algorithm 'M-CAP'; column 'Specificity (±2σ)'

Source checking is not independent reproduction. Release 2026-10-10-7fcc3e48a123.

Evaluation procedure

somatic-oncogenicity-20261009-protocol-chen2020-viability-median

Configuration
M-CAP (Chen et al. 2020)
Protocol
Cell viability drivers versus neutral, median-score threshold (Chen et al. 2020 Additional file 21)
Dataset
Missense mutations with Ba/F3 and MCF10A cell viability calls (published and new)
origin
Independent external evaluation
configuration
Primary source as retrieved 2026-10-09
protocol id
somatic-oncogenicity-20261009-protocol-chen2020-viability-median
dataset version
Not reported
split
100 random draws of 400 positives and 400 negatives
population
400 positives and 400 negatives per draw
inputs
Missense SNV scores
adaptation
Not reported
metric implementation
reportROC (R)
aggregation
Mean over 100 draws
budget
Not reported

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

Reproduction

Split
100 random draws of 400 positives and 400 negatives
Adaptation
Not reported
Scoring implementation
reportROC (R)

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.

36 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-10-7fcc3e48a123
Property and statementOriginal source and locationReview and provenance
attributes.comparison.adaptation
Not reported
Context-only references
Comprehensive assessment of computational algorithms in predicting cancer driver mutations

Original source ↗

Additional file 21, row 26 ('M-CAP')

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

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

Inspected artifact

attributes.comparison.adaptation
Not reported
Context-only references
Chen et al. 2020, Additional file 21: Performance metrics of 33 algorithms, median-score threshold, benchmark 5 (cell viability)

Original source ↗

Additional file 21, row 26 ('M-CAP')

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

Version: 13059_2020_1954_MOESM21_ESM.xlsx
Retrieved: 2026-10-09T20:46:04Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 47c4d461085334b017994d1846ceb06d6e44e7be369ecd2ecfe00620d6a0f7f5

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

Inspected artifact

attributes.comparison.aggregation
Mean over 100 draws
Context-only references
Comprehensive assessment of computational algorithms in predicting cancer driver mutations

Original source ↗

Additional file 21, row 26 ('M-CAP')

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

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

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

Inspected artifact

attributes.comparison.aggregation
Mean over 100 draws
Context-only references
Chen et al. 2020, Additional file 21: Performance metrics of 33 algorithms, median-score threshold, benchmark 5 (cell viability)

Original source ↗

Additional file 21, row 26 ('M-CAP')

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

Version: 13059_2020_1954_MOESM21_ESM.xlsx
Retrieved: 2026-10-09T20:46:04Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 47c4d461085334b017994d1846ceb06d6e44e7be369ecd2ecfe00620d6a0f7f5

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

Inspected artifact

attributes.comparison.budget
Not reported
Context-only references
Comprehensive assessment of computational algorithms in predicting cancer driver mutations

Original source ↗

Additional file 21, row 26 ('M-CAP')

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

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

Inspected artifact

attributes.comparison.budget
Not reported
Context-only references
Chen et al. 2020, Additional file 21: Performance metrics of 33 algorithms, median-score threshold, benchmark 5 (cell viability)

Original source ↗

Additional file 21, row 26 ('M-CAP')

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

Version: 13059_2020_1954_MOESM21_ESM.xlsx
Retrieved: 2026-10-09T20:46:04Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 47c4d461085334b017994d1846ceb06d6e44e7be369ecd2ecfe00620d6a0f7f5

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

Inspected artifact

attributes.comparison.dataset_version
Not reported
Context-only references
Comprehensive assessment of computational algorithms in predicting cancer driver mutations

Original source ↗

Additional file 21, row 26 ('M-CAP')

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

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

Inspected artifact

attributes.comparison.dataset_version
Not reported
Context-only references
Chen et al. 2020, Additional file 21: Performance metrics of 33 algorithms, median-score threshold, benchmark 5 (cell viability)

Original source ↗

Additional file 21, row 26 ('M-CAP')

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

Version: 13059_2020_1954_MOESM21_ESM.xlsx
Retrieved: 2026-10-09T20:46:04Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 47c4d461085334b017994d1846ceb06d6e44e7be369ecd2ecfe00620d6a0f7f5

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

Inspected artifact

attributes.comparison.inputs
Missense SNV scores
Context-only references
Comprehensive assessment of computational algorithms in predicting cancer driver mutations

Original source ↗

Additional file 21, row 26 ('M-CAP')

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

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

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

Inspected artifact

attributes.comparison.inputs
Missense SNV scores
Context-only references
Chen et al. 2020, Additional file 21: Performance metrics of 33 algorithms, median-score threshold, benchmark 5 (cell viability)

Original source ↗

Additional file 21, row 26 ('M-CAP')

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

Version: 13059_2020_1954_MOESM21_ESM.xlsx
Retrieved: 2026-10-09T20:46:04Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 47c4d461085334b017994d1846ceb06d6e44e7be369ecd2ecfe00620d6a0f7f5

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

Inspected artifact

Sources and history

Release 2026-10-10-7fcc3e48a123 · Record review: source checked

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

Stable ID: somatic-oncogenicity-20261009-eval-chen2020-m-cap-viability-median

areas
dna-genomes
contexts
clinical_research
origin
independent_paper
protocol
somatic-oncogenicity-20261009-protocol-chen2020-viability-median
version
Primary source as retrieved 2026-10-09
comparison
protocol id: somatic-oncogenicity-20261009-protocol-chen2020-viability-median; dataset version: Not reported; split: 100 random draws of 400 positives and 400 negatives; population: 400 positives and 400 negatives per draw; inputs: Missense SNV scores; adaptation: Not reported; metric implementation: reportROC (R); aggregation: Mean over 100 draws; budget: Not reported
source locator
Additional file 21, row 26 ('M-CAP')
missing metadata
comparison.dataset version: reason: unreported
Related records

Suggest a correction