rewirebio.iobenchmarks
Evaluation

ESM1b-PLLR on insertions (Brandes et al. 2023)

Published comparison transcribed from the pinned source; not reproduced.

Evaluation results

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

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Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: ESM1b PLLR indel score (Brandes et al. 2023)Protocol: ClinVar in-frame indel pathogenicity, ROC-AUC (Brandes et al. 2023 Fig. 6b, Supplementary Table 2)
Dataset subset: ClinVar in-frame insertions (Brandes et al. 2023)
0.859 AUROC (ROC-AUC, pathogenic versus benign ClinVar insertions; zero-shot)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM1b-PLLR on insertions (Brandes et al. 2023)

gfm-guides-20261014-esm1b-protocol-clinvar-inframe-indels

Aggregation: Not reported

Brandes et al. 2023 Supplementary Table 2: full benchmark evaluations of ESM1b and all other methods · Supplementary Table 2 sheet 'Table_of_results_indels' cell C3, row 'ESM1b-PLLR', column 'AUC_ins'

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

ClinVar in-frame indel pathogenicity, ROC-AUC (Brandes et al. 2023 Fig. 6b, Supplementary Table 2)

Configuration
ESM1b PLLR indel score (Brandes et al. 2023)
Protocol
ClinVar in-frame indel pathogenicity, ROC-AUC (Brandes et al. 2023 Fig. 6b, Supplementary Table 2)
Dataset subset
ClinVar in-frame insertions (Brandes et al. 2023)
origin
Author-reported evaluation
configuration
Supplementary Table 2 as retrieved 2026-10-14
protocol id
gfm-guides-20261014-esm1b-protocol-clinvar-inframe-indels
dataset version
ClinVar variant_summary downloaded 2023-01-24
split
Whole labelled set
population
Not reported
inputs
Wild-type and mutated protein sequences (ESM1b and sequence baselines); variant coordinates (CADD, 50 bp rule)
adaptation
zero-shot
metric implementation
ROC-AUC
aggregation
Not reported
budget
Not reported

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

Reproduction

Split
Whole labelled set
Adaptation
zero-shot
Scoring implementation
ROC-AUC

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 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Comparison: adaptation
zero-shot
Context-only references
Genome-wide prediction of disease variant effects with a deep protein language model (Brandes et al., Nature Genetics 2023)

Original source ↗

Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')

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

Version: Version of record, Nature Genetics 55, 1512-1522 (published 2023-08-10)
Retrieved: 2026-10-14T12:03:14Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 919ca366369efbe7e0880565192de127375edddedb1aa43ad023dec612bb4a04

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

Archive member: artifacts/brandes2023-pmc10484790.xml.gz

Inspected artifact

Comparison: adaptation
zero-shot
Context-only references
Brandes et al. 2023 Supplementary Table 2: full benchmark evaluations of ESM1b and all other methods

Original source ↗

Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')

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

Version: Version of record, Nature Genetics 55, 1512-1522 (published 2023-08-10)
Retrieved: 2026-10-14T12:03:21Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 093c32e4156a801c0dd809a437c87818a4f1d04df92e037cf40222471a3e72e2

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

Archive member: artifacts/brandes2023-supplementary-table-2.xlsx.gz

Inspected artifact

Comparison: aggregation
Not reported
Context-only references
Genome-wide prediction of disease variant effects with a deep protein language model (Brandes et al., Nature Genetics 2023)

Original source ↗

Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')

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

Version: Version of record, Nature Genetics 55, 1512-1522 (published 2023-08-10)
Retrieved: 2026-10-14T12:03:14Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 919ca366369efbe7e0880565192de127375edddedb1aa43ad023dec612bb4a04

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

Archive member: artifacts/brandes2023-pmc10484790.xml.gz

Inspected artifact

Comparison: aggregation
Not reported
Context-only references
Brandes et al. 2023 Supplementary Table 2: full benchmark evaluations of ESM1b and all other methods

Original source ↗

Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')

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

Version: Version of record, Nature Genetics 55, 1512-1522 (published 2023-08-10)
Retrieved: 2026-10-14T12:03:21Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 093c32e4156a801c0dd809a437c87818a4f1d04df92e037cf40222471a3e72e2

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

Archive member: artifacts/brandes2023-supplementary-table-2.xlsx.gz

Inspected artifact

Comparison: budget
Not reported
Context-only references
Genome-wide prediction of disease variant effects with a deep protein language model (Brandes et al., Nature Genetics 2023)

Original source ↗

Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')

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

Version: Version of record, Nature Genetics 55, 1512-1522 (published 2023-08-10)
Retrieved: 2026-10-14T12:03:14Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 919ca366369efbe7e0880565192de127375edddedb1aa43ad023dec612bb4a04

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

Archive member: artifacts/brandes2023-pmc10484790.xml.gz

Inspected artifact

Comparison: budget
Not reported
Context-only references
Brandes et al. 2023 Supplementary Table 2: full benchmark evaluations of ESM1b and all other methods

Original source ↗

Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')

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

Version: Version of record, Nature Genetics 55, 1512-1522 (published 2023-08-10)
Retrieved: 2026-10-14T12:03:21Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 093c32e4156a801c0dd809a437c87818a4f1d04df92e037cf40222471a3e72e2

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

Archive member: artifacts/brandes2023-supplementary-table-2.xlsx.gz

Inspected artifact

Comparison: dataset version
ClinVar variant_summary downloaded 2023-01-24
Context-only references
Genome-wide prediction of disease variant effects with a deep protein language model (Brandes et al., Nature Genetics 2023)

Original source ↗

Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')

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

Version: Version of record, Nature Genetics 55, 1512-1522 (published 2023-08-10)
Retrieved: 2026-10-14T12:03:14Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 919ca366369efbe7e0880565192de127375edddedb1aa43ad023dec612bb4a04

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

Archive member: artifacts/brandes2023-pmc10484790.xml.gz

Inspected artifact

Comparison: dataset version
ClinVar variant_summary downloaded 2023-01-24
Context-only references
Brandes et al. 2023 Supplementary Table 2: full benchmark evaluations of ESM1b and all other methods

Original source ↗

Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')

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

Version: Version of record, Nature Genetics 55, 1512-1522 (published 2023-08-10)
Retrieved: 2026-10-14T12:03:21Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 093c32e4156a801c0dd809a437c87818a4f1d04df92e037cf40222471a3e72e2

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

Archive member: artifacts/brandes2023-supplementary-table-2.xlsx.gz

Inspected artifact

Comparison: inputs
Wild-type and mutated protein sequences (ESM1b and sequence baselines); variant coordinates (CADD, 50 bp rule)
Context-only references
Genome-wide prediction of disease variant effects with a deep protein language model (Brandes et al., Nature Genetics 2023)

Original source ↗

Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')

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

Version: Version of record, Nature Genetics 55, 1512-1522 (published 2023-08-10)
Retrieved: 2026-10-14T12:03:14Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 919ca366369efbe7e0880565192de127375edddedb1aa43ad023dec612bb4a04

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

Archive member: artifacts/brandes2023-pmc10484790.xml.gz

Inspected artifact

Comparison: inputs
Wild-type and mutated protein sequences (ESM1b and sequence baselines); variant coordinates (CADD, 50 bp rule)
Context-only references
Brandes et al. 2023 Supplementary Table 2: full benchmark evaluations of ESM1b and all other methods

Original source ↗

Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')

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

Version: Version of record, Nature Genetics 55, 1512-1522 (published 2023-08-10)
Retrieved: 2026-10-14T12:03:21Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 093c32e4156a801c0dd809a437c87818a4f1d04df92e037cf40222471a3e72e2

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

Archive member: artifacts/brandes2023-supplementary-table-2.xlsx.gz

Inspected artifact

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: gfm-guides-20261014-esm1b-eval-clinvar-inframe-indels-insertions-esm1b-pllr

areas
dna-genomes; protein-function
contexts
clinical_research
origin
author_reported
protocol
gfm-guides-20261014-esm1b-protocol-clinvar-inframe-indels
version
Supplementary Table 2 as retrieved 2026-10-14
comparison
protocol id: gfm-guides-20261014-esm1b-protocol-clinvar-inframe-indels; dataset version: ClinVar variant_summary downloaded 2023-01-24; split: Whole labelled set; population: Not reported; inputs: Wild-type and mutated protein sequences (ESM1b and sequence baselines); variant coordinates (CADD, 50 bp rule); adaptation: zero-shot; metric implementation: ROC-AUC; aggregation: Not reported; budget: Not reported
source locator
Supplementary Table 2 sheet 'Table_of_results_indels' row 3 ('ESM1b-PLLR')
missing metadata
comparison.aggregation: reason: unreported; note: Pooling over variants is implied but not stated for the workbook values; comparison.budget: reason: inapplicable; note: Precomputed scores; comparison.population: reason: unreported; note: Class counts per subset are not all printed
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