rewirebio.iobenchmarks
Dataset

BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)

BRCA2 SNVs with experimental functional scores and classifications (Huang et al. 2025, reference 27): P strong, P moderate and P supporting (1,156) versus B strong, B moderate and B supporting (5,681).

Evaluation results

44 evaluations · 88 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: AlphaMissense (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.527 AUPRC (zero-shot; BRCA2 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

AlphaMissense on BRCA2 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J531, row 531: Model 'AlphaMissense', Data 'BRCA2', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: AlphaMissense (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.831 AUROC (zero-shot; BRCA2 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

AlphaMissense on BRCA2 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I531, row 531: Model 'AlphaMissense', Data 'BRCA2', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.739 AUPRC (zero-shot; BRCA2 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA2 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J561, row 561: Model 'CADD', Data 'BRCA2', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.884 AUROC (zero-shot; BRCA2 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA2 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I561, row 561: Model 'CADD', Data 'BRCA2', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.402 AUPRC (zero-shot; BRCA2 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA2 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J533, row 533: Model 'CADD', Data 'BRCA2', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.787 AUROC (zero-shot; BRCA2 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA2 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I533, row 533: Model 'CADD', Data 'BRCA2', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.867 AUPRC (zero-shot; BRCA2 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA2 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J547, row 547: Model 'CADD', Data 'BRCA2', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.924 AUROC (zero-shot; BRCA2 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA2 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I547, row 547: Model 'CADD', Data 'BRCA2', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.228 AUPRC (zero-shot; BRCA2 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA2 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J573, row 573: Model 'Evo 1', Data 'BRCA2', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.54 AUROC (zero-shot; BRCA2 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA2 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I573, row 573: Model 'Evo 1', Data 'BRCA2', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.157 AUPRC (zero-shot; BRCA2 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA2 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J544, row 544: Model 'Evo 1', Data 'BRCA2', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.535 AUROC (zero-shot; BRCA2 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA2 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I544, row 544: Model 'Evo 1', Data 'BRCA2', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.265 AUPRC (zero-shot; BRCA2 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA2 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J559, row 559: Model 'Evo 1', Data 'BRCA2', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.545 AUROC (zero-shot; BRCA2 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA2 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I559, row 559: Model 'Evo 1', Data 'BRCA2', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 2 40B base (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.558 AUPRC (zero-shot; BRCA2 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B base on BRCA2 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J562, row 562: Model 'Evo 2 40B base', Data 'BRCA2', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 2 40B base (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.847 AUROC (zero-shot; BRCA2 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B base on BRCA2 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I562, row 562: Model 'Evo 2 40B base', Data 'BRCA2', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 2 40B base (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.346 AUPRC (zero-shot; BRCA2 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B base on BRCA2 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J534, row 534: Model 'Evo 2 40B base', Data 'BRCA2', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 2 40B base (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.77 AUROC (zero-shot; BRCA2 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B base on BRCA2 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I534, row 534: Model 'Evo 2 40B base', Data 'BRCA2', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 2 40B base (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.784 AUPRC (zero-shot; BRCA2 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B base on BRCA2 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J550, row 550: Model 'Evo 2 40B base', Data 'BRCA2', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 2 40B base (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.903 AUROC (zero-shot; BRCA2 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B base on BRCA2 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I550, row 550: Model 'Evo 2 40B base', Data 'BRCA2', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 2 40B (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.533 AUPRC (zero-shot; BRCA2 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B on BRCA2 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J563, row 563: Model 'Evo 2 40B', Data 'BRCA2', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 2 40B (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.845 AUROC (zero-shot; BRCA2 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B on BRCA2 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I563, row 563: Model 'Evo 2 40B', Data 'BRCA2', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 2 40B (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.333 AUPRC (zero-shot; BRCA2 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B on BRCA2 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J535, row 535: Model 'Evo 2 40B', Data 'BRCA2', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 2 40B (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.768 AUROC (zero-shot; BRCA2 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B on BRCA2 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I535, row 535: Model 'Evo 2 40B', Data 'BRCA2', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 2 40B (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA2 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA2 SNVs with functional classifications, Huang et al. 2025 (Brixi et al. 2026)
0.786 AUPRC (zero-shot; BRCA2 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B on BRCA2 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca2-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J548, row 548: Model 'Evo 2 40B', Data 'BRCA2', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'

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.

Dataset and evaluation context

A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.

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.

24 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
Label semantics
P strong, P moderate, P supporting versus B strong, B moderate, B supporting
Context-only references
evo2: Journal full-text XML

Original source ↗

Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'

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

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.label_semantics

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Label semantics
P strong, P moderate, P supporting versus B strong, B moderate, B supporting
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Data 1 file 41586_2026_10176_MOESM3_ESM.xlsx
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.label_semantics

Source artifact SHA-256: 159f321775d634d9ed53b7a81c5cc1b5ef3d407880997e0f8c69bb8315a20a51

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

Inspected artifact

Label semantics
P strong, P moderate, P supporting versus B strong, B moderate, B supporting
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Information file 41586_2026_10176_MOESM1_ESM.pdf (73 pages)
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.label_semantics

Source artifact SHA-256: fe2a99108a4ce5c0f4ef1595605eaec709fa86204410d5b66c1384327eb7b925

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

Inspected artifact

Negatives
5681
Context-only references
evo2: Journal full-text XML

Original source ↗

Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'

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

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.negatives

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Negatives
5681
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Data 1 file 41586_2026_10176_MOESM3_ESM.xlsx
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.negatives

Source artifact SHA-256: 159f321775d634d9ed53b7a81c5cc1b5ef3d407880997e0f8c69bb8315a20a51

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

Inspected artifact

Negatives
5681
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Information file 41586_2026_10176_MOESM1_ESM.pdf (73 pages)
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.negatives

Source artifact SHA-256: fe2a99108a4ce5c0f4ef1595605eaec709fa86204410d5b66c1384327eb7b925

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

Inspected artifact

Positives
1156
Context-only references
evo2: Journal full-text XML

Original source ↗

Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'

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

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.positives

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Positives
1156
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Data 1 file 41586_2026_10176_MOESM3_ESM.xlsx
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.positives

Source artifact SHA-256: 159f321775d634d9ed53b7a81c5cc1b5ef3d407880997e0f8c69bb8315a20a51

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

Inspected artifact

Positives
1156
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Information file 41586_2026_10176_MOESM1_ESM.pdf (73 pages)
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.positives

Source artifact SHA-256: fe2a99108a4ce5c0f4ef1595605eaec709fa86204410d5b66c1384327eb7b925

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

Inspected artifact

Source location
Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'
Context-only references
evo2: Journal full-text XML

Original source ↗

Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'

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

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

How to read the evidence

Sources and history

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

3 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: gfm-guides-20261014-evo2-brixi2026-data-brca2-huang2025

areas
dna-genomes
contexts
research
version
Huang et al. 2025 (Nature 638, 528-537) classifications
positives
1156
negatives
5681
split
No split for zero-shot scoring
label semantics
P strong, P moderate, P supporting versus B strong, B moderate, B supporting
source locator
Supplementary Information A.3.15 (page 14); main text 'Human variant effect prediction'
Related records

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