| Configuration: GPN-MSA ablation '51 mammals' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.965 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and source51 mammals on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row '51 mammals', column 'ClinVar' / 'max' |
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| Configuration: GPN-MSA ablation '51 mammals' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.964 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and source51 mammals on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row '51 mammals', column 'ClinVar' / 'mean' |
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| Configuration: GPN-MSA ablation '51 vertebrates' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.967 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and source51 vertebrates on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row '51 vertebrates', column 'ClinVar' / 'max' |
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| Configuration: GPN-MSA ablation '51 vertebrates' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.967 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and source51 vertebrates on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row '51 vertebrates', column 'ClinVar' / 'mean' |
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| Configuration: GPN-MSA ablation 'Default' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.969 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDefault on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Default', column 'ClinVar' / 'max' |
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| Configuration: GPN-MSA ablation 'Default' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.969 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDefault on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Default', column 'ClinVar' / 'mean' |
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| Configuration: GPN-MSA ablation 'Include closest primates' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.956 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceInclude closest primates on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Include closest primates', column 'ClinVar' / 'max' |
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| Configuration: GPN-MSA ablation 'Include closest primates' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.954 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceInclude closest primates on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Include closest primates', column 'ClinVar' / 'mean' |
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| Method: MSA frequency | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.95 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMSA frequency (no neural net) on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'MSA frequency (no neural net)', column 'ClinVar' / 'max' |
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| Method: MSA frequency | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.95 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMSA frequency (no neural net) on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'MSA frequency (no neural net)', column 'ClinVar' / 'mean' |
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| Configuration: GPN-MSA ablation 'Don’t replace non-conserved' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.967 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDon’t replace non-conserved on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Don’t replace non-conserved', column 'ClinVar' / 'max' |
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| Configuration: GPN-MSA ablation 'Don’t replace non-conserved' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.966 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDon’t replace non-conserved on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Don’t replace non-conserved', column 'ClinVar' / 'mean' |
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| Configuration: GPN-MSA ablation 'Don’t upweight conserved' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.967 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDon’t upweight conserved on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Don’t upweight conserved', column 'ClinVar' / 'max' |
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| Configuration: GPN-MSA ablation 'Don’t upweight conserved' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.967 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDon’t upweight conserved on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Don’t upweight conserved', column 'ClinVar' / 'mean' |
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| Method: Combined phyloP and phastCons | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.928 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceCombined phyloP and phastCons on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Combined phyloP and phastCons', column 'ClinVar' / 'max' |
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| Method: Combined phyloP and phastCons | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.928 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceCombined phyloP and phastCons on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Combined phyloP and phastCons', column 'ClinVar' / 'mean' |
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| Configuration: GPN-MSA ablation 'Train on 100% of genome' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.961 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceTrain on 100% of genome on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Train on 100% of genome', column 'ClinVar' / 'max' |
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| Configuration: GPN-MSA ablation 'Train on 100% of genome' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.96 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceTrain on 100% of genome on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Train on 100% of genome', column 'ClinVar' / 'mean' |
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| Configuration: GPN-MSA ablation 'Train on 50% most conserved' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.963 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceTrain on 50% most conserved on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Train on 50% most conserved', column 'ClinVar' / 'max' |
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| Configuration: GPN-MSA ablation 'Train on 50% most conserved' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.963 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceTrain on 50% most conserved on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Train on 50% most conserved', column 'ClinVar' / 'mean' |
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| Configuration: GPN-MSA ablation 'Window size = 16' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.965 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceWindow size = 16 on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Window size = 16', column 'ClinVar' / 'max' |
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| Configuration: GPN-MSA ablation 'Window size = 16' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.964 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceWindow size = 16 on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Window size = 16', column 'ClinVar' / 'mean' |
|---|
| Configuration: GPN-MSA ablation 'Window size = 256' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.969 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceWindow size = 256 on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Window size = 256', column 'ClinVar' / 'max' |
|---|
| Configuration: GPN-MSA ablation 'Window size = 256' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.969 AUROC (mean over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceWindow size = 256 on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Window size = 256', column 'ClinVar' / 'mean' |
|---|
| Configuration: GPN-MSA ablation 'Window size = 32' (Supplementary Table 4) | Protocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4) Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper) | 0.967 AUROC (maximum over three random seeds; zero-shot) unitless · higher Uncertainty: Not reported by the source: Only mean and max over seeds are printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceWindow size = 32 on ClinVar (GPN-MSA Supplementary Table 4) gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc Aggregation: Not reported GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Window size = 32', column 'ClinVar' / 'max' |
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