rewirebio.iobenchmarks
Evaluation

avi on GREGoR solved cases, af-filtered (AlphaGenome Atlas)

Developer-reported 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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Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: AVI six-model ensemble (AlphaGenome Atlas v1)Protocol: GREGoR solved cases, recall of causal variants in the top 50 per patient (AlphaGenome Atlas)
Dataset: GREGoR solved rare disease cases, likely pathogenic and pathogenic variants (AlphaGenome Atlas)
74.3% Recall (known P/LP variants ranked within the top 50 of each patient's variants; 105 causal variants, background filtered at gnomAD AF 0.001)
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

avi on GREGoR solved cases, af-filtered (AlphaGenome Atlas)

ag-atlas-20261019-protocol-gregor-recall-top50

Aggregation: Not reported

AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026) · Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7)

Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.

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 2026-11-02-a7f03c9e55a5 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

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  • 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

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  • 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.

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

Evaluation procedure

GREGoR solved cases, recall of causal variants in the top 50 per patient (AlphaGenome Atlas)

Configuration
AVI six-model ensemble (AlphaGenome Atlas v1)
Protocol
GREGoR solved cases, recall of causal variants in the top 50 per patient (AlphaGenome Atlas)
Dataset
GREGoR solved rare disease cases, likely pathogenic and pathogenic variants (AlphaGenome Atlas)
origin
Author-reported evaluation
configuration
medRxiv v1, retrieved 2026-10-19
dataset version
Not reported
split
Retrospective; solved cases
population
105 causal variants, background filtered at gnomAD AF 0.001
inputs
SNVs and indels from patient genomes
adaptation
None
metric implementation
Cumulative recall at rank threshold K = 50
aggregation
Pooled over causal variants
budget
Not reported
protocol id
ag-atlas-20261019-protocol-gregor-recall-top50

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

Reproduction

Split
Retrospective; solved cases
Adaptation
None
Scoring implementation
Cumulative recall at rank threshold K = 50

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.

18 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Comparison: adaptation
None
Context-only references
AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026)

Original source ↗

Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A

Version: medRxiv preprint version 1, posted 2026-09-20; full-text PDF with supplementary figures and tables (83 pages)
Retrieved: 2026-10-19T12:19:03Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: b32d1539005ca4ea31c3dcef49b834424b1d8b5da4ce6b9fc3e1f942d39fc453

Hash scope: SHA-256 of one retrieval of the medRxiv PDF. A second retrieval at 2026-10-19T12:30:54Z had the same length (15,415,633 bytes) and the same SHA-256.

Inspected artifact

Comparison: aggregation
Pooled over causal variants
Context-only references
AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026)

Original source ↗

Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A

Version: medRxiv preprint version 1, posted 2026-09-20; full-text PDF with supplementary figures and tables (83 pages)
Retrieved: 2026-10-19T12:19:03Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: b32d1539005ca4ea31c3dcef49b834424b1d8b5da4ce6b9fc3e1f942d39fc453

Hash scope: SHA-256 of one retrieval of the medRxiv PDF. A second retrieval at 2026-10-19T12:30:54Z had the same length (15,415,633 bytes) and the same SHA-256.

Inspected artifact

Comparison: budget
Not reported
Context-only references
AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026)

Original source ↗

Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A

Version: medRxiv preprint version 1, posted 2026-09-20; full-text PDF with supplementary figures and tables (83 pages)
Retrieved: 2026-10-19T12:19:03Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: b32d1539005ca4ea31c3dcef49b834424b1d8b5da4ce6b9fc3e1f942d39fc453

Hash scope: SHA-256 of one retrieval of the medRxiv PDF. A second retrieval at 2026-10-19T12:30:54Z had the same length (15,415,633 bytes) and the same SHA-256.

Inspected artifact

Comparison: dataset version
Not reported
Context-only references
AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026)

Original source ↗

Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A

Version: medRxiv preprint version 1, posted 2026-09-20; full-text PDF with supplementary figures and tables (83 pages)
Retrieved: 2026-10-19T12:19:03Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: b32d1539005ca4ea31c3dcef49b834424b1d8b5da4ce6b9fc3e1f942d39fc453

Hash scope: SHA-256 of one retrieval of the medRxiv PDF. A second retrieval at 2026-10-19T12:30:54Z had the same length (15,415,633 bytes) and the same SHA-256.

Inspected artifact

Comparison: inputs
SNVs and indels from patient genomes
Context-only references
AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026)

Original source ↗

Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A

Version: medRxiv preprint version 1, posted 2026-09-20; full-text PDF with supplementary figures and tables (83 pages)
Retrieved: 2026-10-19T12:19:03Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: b32d1539005ca4ea31c3dcef49b834424b1d8b5da4ce6b9fc3e1f942d39fc453

Hash scope: SHA-256 of one retrieval of the medRxiv PDF. A second retrieval at 2026-10-19T12:30:54Z had the same length (15,415,633 bytes) and the same SHA-256.

Inspected artifact

Comparison: metric implementation
Cumulative recall at rank threshold K = 50
Context-only references
AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026)

Original source ↗

Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A

Version: medRxiv preprint version 1, posted 2026-09-20; full-text PDF with supplementary figures and tables (83 pages)
Retrieved: 2026-10-19T12:19:03Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: b32d1539005ca4ea31c3dcef49b834424b1d8b5da4ce6b9fc3e1f942d39fc453

Hash scope: SHA-256 of one retrieval of the medRxiv PDF. A second retrieval at 2026-10-19T12:30:54Z had the same length (15,415,633 bytes) and the same SHA-256.

Inspected artifact

Comparison: population
105 causal variants, background filtered at gnomAD AF 0.001
Context-only references
AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026)

Original source ↗

Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A

Version: medRxiv preprint version 1, posted 2026-09-20; full-text PDF with supplementary figures and tables (83 pages)
Retrieved: 2026-10-19T12:19:03Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: b32d1539005ca4ea31c3dcef49b834424b1d8b5da4ce6b9fc3e1f942d39fc453

Hash scope: SHA-256 of one retrieval of the medRxiv PDF. A second retrieval at 2026-10-19T12:30:54Z had the same length (15,415,633 bytes) and the same SHA-256.

Inspected artifact

Comparison: protocol id
ag-atlas-20261019-protocol-gregor-recall-top50
Context-only references
AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026)

Original source ↗

Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A

Version: medRxiv preprint version 1, posted 2026-09-20; full-text PDF with supplementary figures and tables (83 pages)
Retrieved: 2026-10-19T12:19:03Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: b32d1539005ca4ea31c3dcef49b834424b1d8b5da4ce6b9fc3e1f942d39fc453

Hash scope: SHA-256 of one retrieval of the medRxiv PDF. A second retrieval at 2026-10-19T12:30:54Z had the same length (15,415,633 bytes) and the same SHA-256.

Inspected artifact

Comparison: split
Retrospective; solved cases
Context-only references
AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026)

Original source ↗

Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A

Version: medRxiv preprint version 1, posted 2026-09-20; full-text PDF with supplementary figures and tables (83 pages)
Retrieved: 2026-10-19T12:19:03Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: b32d1539005ca4ea31c3dcef49b834424b1d8b5da4ce6b9fc3e1f942d39fc453

Hash scope: SHA-256 of one retrieval of the medRxiv PDF. A second retrieval at 2026-10-19T12:30:54Z had the same length (15,415,633 bytes) and the same SHA-256.

Inspected artifact

Origin
author_reported
Context-only references
AlphaGenome Atlas: in silico mutagenesis of the entire human genome (Cheng, Taylor, Nicolaisen et al., medRxiv 2026)

Original source ↗

Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A

Version: medRxiv preprint version 1, posted 2026-09-20; full-text PDF with supplementary figures and tables (83 pages)
Retrieved: 2026-10-19T12:19:03Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: b32d1539005ca4ea31c3dcef49b834424b1d8b5da4ce6b9fc3e1f942d39fc453

Hash scope: SHA-256 of one retrieval of the medRxiv PDF. A second retrieval at 2026-10-19T12:30:54Z had the same length (15,415,633 bytes) and the same SHA-256.

Inspected artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: ag-atlas-20261019-eval-gregor-af-filtered-avi

areas
dna-genomes
contexts
clinical_research
origin
author_reported
protocol
ag-atlas-20261019-protocol-gregor-recall-top50
version
medRxiv v1, retrieved 2026-10-19
comparison
dataset version: Not reported; split: Retrospective; solved cases; population: 105 causal variants, background filtered at gnomAD AF 0.001; inputs: SNVs and indels from patient genomes; adaptation: None; metric implementation: Cumulative recall at rank threshold K = 50; aggregation: Pooled over causal variants; budget: Not reported; protocol id: ag-atlas-20261019-protocol-gregor-recall-top50
source locator
Results 'AVI prioritization helped resolve a rare disease case...' paragraph 1 (page 7); fig. S9A
missing metadata
comparison.budget: reason: inapplicable; note: Pretrained scoring.; comparison.dataset version: reason: unreported
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