ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22); 144fe22b07dfaeec2b366f2346203a9838a55b4c

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17 recorded evaluations, 17 metric rows. A comparison chart has not yet been validated for these results. The table retains the individual findings and their sources.

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17 evaluations · 17 results. Different protocols are not a single leaderboard.

Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) · Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22

Sorted by AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configuration	AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins)
ClinPred [ProteinGym 144fe22 clinical summary]Evaluation	0.981 (best in column)
MetaRNN [ProteinGym 144fe22 clinical summary]Evaluation	0.977
BayesDel (addAF) [ProteinGym 144fe22 clinical summary]Evaluation	0.972
VEST4 [ProteinGym 144fe22 clinical summary]Evaluation	0.929
REVEL [ProteinGym 144fe22 clinical summary]Evaluation	0.928
BayesDel (noAF) [ProteinGym 144fe22 clinical summary]Evaluation	0.925
VARITY (R) [ProteinGym 144fe22 clinical summary]Evaluation	0.921
VARITY (ER) [ProteinGym 144fe22 clinical summary]Evaluation	0.918
gMVP [ProteinGym 144fe22 clinical summary]Evaluation	0.914
CADD [ProteinGym 144fe22 clinical summary]Evaluation	0.905
PolyPhen2 (HVAR) [ProteinGym 144fe22 clinical summary]Evaluation	0.896
DEOGEN2 [ProteinGym 144fe22 clinical summary]Evaluation	0.894
MPC [ProteinGym 144fe22 clinical summary]Evaluation	0.881
PolyPhen2 (HDIV) [ProteinGym 144fe22 clinical summary]Evaluation	0.879
MutationTaster [ProteinGym 144fe22 clinical summary]Evaluation	0.816
DANN [ProteinGym 144fe22 clinical summary]Evaluation	0.812
FATHMM [ProteinGym 144fe22 clinical summary]Evaluation	0.723

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Exact evaluated configurations and original reported results
Tested configuration	Protocol and dataset	Finding	Evidence and details
Configuration: BayesDel (addAF) [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.972 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.001 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source BayesDel (addAF): ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 4, row 'BayesDel (addAF)', column 'Average_AUC'
Configuration: BayesDel (noAF) [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.925 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.003 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source BayesDel (noAF): ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 7, row 'BayesDel (noAF)', column 'Average_AUC'
Configuration: CADD [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.905 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.003 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source CADD: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 11, row 'CADD', column 'Average_AUC'
Configuration: ClinPred [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.981 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.0 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source ClinPred: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 2, row 'ClinPred', column 'Average_AUC'
Configuration: DANN [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.812 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.004 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source DANN: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 17, row 'DANN', column 'Average_AUC'
Configuration: DEOGEN2 [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.894 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.004 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source DEOGEN2: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 13, row 'DEOGEN2', column 'Average_AUC'
Configuration: FATHMM [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.723 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.006 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source FATHMM: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 18, row 'FATHMM', column 'Average_AUC'
Configuration: gMVP [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.914 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.004 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source gMVP: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 10, row 'gMVP', column 'Average_AUC'
Configuration: MetaRNN [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.977 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.001 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source MetaRNN: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 3, row 'MetaRNN', column 'Average_AUC'
Configuration: MPC [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.881 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.004 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source MPC: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 14, row 'MPC', column 'Average_AUC'
Configuration: MutationTaster [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.816 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.004 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source MutationTaster: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 16, row 'MutationTaster', column 'Average_AUC'
Configuration: PolyPhen2 (HDIV) [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.879 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.004 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source PolyPhen2 (HDIV): ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 15, row 'PolyPhen2 (HDIV)', column 'Average_AUC'
Configuration: PolyPhen2 (HVAR) [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.896 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.003 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source PolyPhen2 (HVAR): ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 12, row 'PolyPhen2 (HVAR)', column 'Average_AUC'
Configuration: REVEL [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.928 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.003 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source REVEL: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 6, row 'REVEL', column 'Average_AUC'
Configuration: VARITY (ER) [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.918 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.003 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source VARITY (ER): ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 9, row 'VARITY (ER)', column 'Average_AUC'
Configuration: VARITY (R) [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.921 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.003 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source VARITY (R): ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 8, row 'VARITY (R)', column 'Average_AUC'
Configuration: VEST4 [ProteinGym 144fe22 clinical summary]	Protocol: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Dataset subset: ProteinGym clinical substitution benchmark at commit 144fe22	0.929 AUROC (ProteinGym clinical substitutions, supervised clinical predictors, Average_AUC over proteins) unitless · higher Uncertainty: ± 0.003 (type not stated). Labelled a bootstrap standard error. The script that wrote the clinical summary was not read; in the DMS script the same column is the standard error of the difference from the top model, and the top row here prints 0.0, which suggests the same construction. Not verified for this file. Coverage: Not reported scored / Not reported eligible	Evaluation origin not reported · Source checked Methods, coverage and source VEST4: ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) ProteinGym clinical substitutions, supervised predictors, average AUC (commit 144fe22) Aggregation: Not reported ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv line 5, row 'VEST4', column 'Average_AUC'

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

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3 source records and release history

ProteinGym clinical supervised substitutions AUC summary at commit 144fe22 · Original source · 144fe22b07dfaeec2b366f2346203a9838a55b4c
OATML-Markslab/ProteinGym / README.md · Original source · Git commit 144fe22b07dfaeec2b366f2346203a9838a55b4c
Protocol metadata evidence: proteingym-paper.xml · Original source · PMC10723403 retrieved 2026-09-23

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Technical metadata and extraction receipts

Stable ID: vep-lit-20261014-protocol-proteingym-clinical-supervised-substitutions-auc-144fe22

areas: proteins-complexes; dna-genomes
contexts: clinical_research
task: Clinical substitution pathogenicity classification, supervised predictors
metric: auroc
metric direction: higher
unit: unitless
metric qualifier: Average_AUC column of the ProteinGym clinical summary file
version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
upstream revision: 144fe22b07dfaeec2b366f2346203a9838a55b4c
publication status: official_project_source
source locator: benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv; README.md lines 39-52 and 106
limitations: The README says per-protein AUC is the clinical metric and gives dbNSFP 4.4a as the source of clinical baselines; the script that wrote this summary file was not read, so the averaging and the bootstrap standard error are not verified for this file.; Supervised clinical predictors were trained on clinical labels that may overlap the benchmark's variants; ProteinGym's summary does not remove them.; The ProteinGym paper describes the clinical substitution set as ClinVar labels processed as in EVE (Frazer et al. 2021) and the indel set as short in-frame ClinVar indels (up to 3 amino acids, frameshifts filtered out) with common gnomAD indels as benign pseudocontrols, because 84% of ClinVar indel annotations are pathogenic. The paper describes the 2023 release; whether the sets behind the 144fe22 files are unchanged is not stated.; Not comparable with the DMS summaries or with Livesey and Marsh's rank scores.
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: f2e38aeac2624d87e7a35a5b16bd580de62c24db36973848e1d94ac3ce510359; retrieval url: https://raw.githubusercontent.com/OATML-Markslab/ProteinGym/144fe22b07dfaeec2b366f2346203a9838a55b4c/benchmarks/clinical_supervised/substitutions/AUC/Summary_performance_clinical_substitutions_AUC.csv; method: ai-assisted-source-review; scope-review; method note: Descriptive fields, identity links and missing-metadata reasons checked against the cited sources.; note: Checked; see the dated review for rulings on identity and method type.

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