rewirebio.iobenchmarks
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ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

144fe22b07dfaeec2b366f2346203a9838a55b4c · Project source

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What this source contributed

Records in this release that cite this source. A record can cite several sources.

Results

Values as the source printed them. Compare results only under compatible protocols, datasets and metrics.

ValueMetricModel or configurationDatasetEvaluation
0.892 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)ESM-1b [ProteinGym 144fe22b snapshot]ProteinGym clinical substitution benchmark at commit 144fe22ESM-1b: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.914 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)EVE [ProteinGym 144fe22 clinical summary]ProteinGym clinical substitution benchmark at commit 144fe22EVE: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.919 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)GEMME [ProteinGym 144fe22b snapshot]ProteinGym clinical substitution benchmark at commit 144fe22GEMME: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.842 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)LIST-S2 [ProteinGym 144fe22 clinical summary]ProteinGym clinical substitution benchmark at commit 144fe22LIST-S2: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.805 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)LRT [ProteinGym 144fe22 clinical summary]ProteinGym clinical substitution benchmark at commit 144fe22LRT: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.877 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)MutationAssessor [ProteinGym 144fe22 clinical summary]ProteinGym clinical substitution benchmark at commit 144fe22MutationAssessor: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.875 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)MutPred [ProteinGym 144fe22 clinical summary]ProteinGym clinical substitution benchmark at commit 144fe22MutPred: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.92 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)PoET (200M) [ProteinGym 144fe22b snapshot]ProteinGym clinical substitution benchmark at commit 144fe22PoET (200M): ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.855 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)PrimateAI [ProteinGym 144fe22 clinical summary]ProteinGym clinical substitution benchmark at commit 144fe22PrimateAI: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.886 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)Provean [ProteinGym 144fe22 clinical summary]ProteinGym clinical substitution benchmark at commit 144fe22Provean: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.878 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)SIFT [ProteinGym 144fe22 clinical summary]ProteinGym clinical substitution benchmark at commit 144fe22SIFT: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.877 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)SIFT4G [ProteinGym 144fe22 clinical summary]ProteinGym clinical substitution benchmark at commit 144fe22SIFT4G: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)
0.92 unitlessAUROC (ProteinGym clinical substitutions, zero-shot, Average_AUC over proteins)TranceptEVE L [ProteinGym 144fe22b snapshot]ProteinGym clinical substitution benchmark at commit 144fe22TranceptEVE L: ProteinGym clinical substitutions, zero-shot, average AUC (commit 144fe22)

Claims

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Models, benchmarks and other records

Configurations (27)

Protocols (1)

Evaluations (13)

Evidence

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Evidence table

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26 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
attributes.artifact_sha256
fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93
Source metadata
ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

Original source ↗

No field-specific location recorded

Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-10-14T13:39:33Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_sha256

Source artifact SHA-256: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93

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

Inspected artifact

Artifact url
https://raw.githubusercontent.com/OATML-Markslab/ProteinGym/144fe22b07dfaeec2b366f2346203a9838a55b4c/benchmarks/clinical_zero_shot/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv
Source metadata
ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

Original source ↗

No field-specific location recorded

Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-10-14T13:39:33Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_url

Source artifact SHA-256: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93

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

Inspected artifact

Licence
MIT (repository LICENSE); underlying assay and clinical data carry their own terms
Source metadata
ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

Original source ↗

No field-specific location recorded

Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-10-14T13:39:33Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.licence

Source artifact SHA-256: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93

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

Inspected artifact

Limitations
4 values
  • Mutable repository: the file is pinned to commit 144fe22b07dfaeec2b366f2346203a9838a55b4c, which was the head of main at retrieval (committed 2026-03-25).
  • The repository does not record which script run, data release or model-score snapshot produced this file; the README says these summary files are what the website hosts.
  • The header repeats 'Model_rank' and the second 'Model_rank' column is empty on every row.
  • The file lists 13 models, far fewer than the zero-shot DMS file; the repository does not say whether the clinical summary is partial.
Source metadata
ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

Original source ↗

No field-specific location recorded

Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-10-14T13:39:33Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.limitations

Source artifact SHA-256: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93

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

Inspected artifact

Media type
text/csv
Source metadata
ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

Original source ↗

No field-specific location recorded

Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-10-14T13:39:33Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.media_type

Source artifact SHA-256: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93

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

Inspected artifact

Publication status
official_project_source
Source metadata
ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

Original source ↗

No field-specific location recorded

Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-10-14T13:39:33Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.publication_status

Source artifact SHA-256: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93

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

Inspected artifact

Retrieved at
2026-10-14T13:39:33Z
Source metadata
ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

Original source ↗

No field-specific location recorded

Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-10-14T13:39:33Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.retrieved_at

Source artifact SHA-256: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93

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

Inspected artifact

attributes.review.artifact_sha256
fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93
Source metadata
ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

Original source ↗

No field-specific location recorded

Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-10-14T13:39:33Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.review.artifact_sha256

Source artifact SHA-256: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93

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

Inspected artifact

Review: method note
Re-downloaded from the recorded URL on 2026-10-14 and matched the SHA-256; URL, version, licence and limitations checked.
Source metadata
ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

Original source ↗

No field-specific location recorded

Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-10-14T13:39:33Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.review.method_note

Source artifact SHA-256: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93

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

Inspected artifact

Review method
2 values
  • source-hash-verification
  • ai-assisted-source-review
Source metadata
ProteinGym clinical zero-shot substitutions AUC summary at commit 144fe22

Original source ↗

No field-specific location recorded

Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
Retrieved: 2026-10-14T13:39:33Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.review.method

Source artifact SHA-256: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93

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

Inspected artifact

How to read the evidence

Sources and history

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

Official ProteinGym summary file: average AUC on the clinical substitution benchmark for 13 zero-shot models and unsupervised clinical predictors.

Release history

No supporting source is linked yet.

Read original source

Download this release (gzip)
Technical metadata and extraction receipts

Stable ID: vep-lit-20261014-source-proteingym-clinical-zero-shot-substitutions-auc-summary-144fe22

areas
proteins-complexes
contexts
clinical_research
url
https://github.com/OATML-Markslab/ProteinGym/blob/144fe22b07dfaeec2b366f2346203a9838a55b4c/benchmarks/clinical_zero_shot/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv
artifact url
https://raw.githubusercontent.com/OATML-Markslab/ProteinGym/144fe22b07dfaeec2b366f2346203a9838a55b4c/benchmarks/clinical_zero_shot/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv
version
144fe22b07dfaeec2b366f2346203a9838a55b4c
retrieved at
2026-10-14T13:39:33Z
artifact sha256
fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93
publication status
official_project_source
licence
MIT (repository LICENSE); underlying assay and clinical data carry their own terms
media type
text/csv
source locator
benchmarks/clinical_zero_shot/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv
limitations
Mutable repository: the file is pinned to commit 144fe22b07dfaeec2b366f2346203a9838a55b4c, which was the head of main at retrieval (committed 2026-03-25).; The repository does not record which script run, data release or model-score snapshot produced this file; the README says these summary files are what the website hosts.; The header repeats 'Model_rank' and the second 'Model_rank' column is empty on every row.; The file lists 13 models, far fewer than the zero-shot DMS file; the repository does not say whether the clinical summary is partial.
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: fbe453d1aaa6c30a1d0adf610f7fc23c36044a8e2548b178d316777383f8fe93; retrieval url: https://raw.githubusercontent.com/OATML-Markslab/ProteinGym/144fe22b07dfaeec2b366f2346203a9838a55b4c/benchmarks/clinical_zero_shot/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv; method: source-hash-verification; ai-assisted-source-review; method note: Re-downloaded from the recorded URL on 2026-10-14 and matched the SHA-256; URL, version, licence and limitations checked.; note: Hash matches.
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