Evidence claim
Relevance of vep-lit-20261014-protocol-livesey2025-clinical-auroc to use-case-rare-disease-candidate-ranking
- Use case
- Rank rare-disease variants for review
- Assessed by
- Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- Relevance
- Proxy evidence
- Endpoint
- Average pairwise win rate by per-protein AUROC separating ClinVar P/LP from gnomAD v4.1 missense variants in 819 proteins
Relevance judgement drafted by the extraction agent; independently reviewed, automated review only.
85 reviewed evaluations
- 3Cnet: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- AlphaMissense: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- AlphScore: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- BayesDel: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- BayesDel_noAF: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- BLOSUM62: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- CADD_1.7: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- CADD: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- CAPICE: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- ClinPred: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- CONDEL: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- COSMIS: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- CPT-1: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- DANN: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- DeepSAV: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- DeepSequence: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- DeMaSk: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- DEOGEN2: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- Eigen: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- Envision: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- ESCOTT: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- ESM-1b: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- ESM-1v: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- ESM2: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- EVE: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- EVmutation_epistatic: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- EVmutation_independent: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- FATHMM: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- fathmm-MKL: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- FathmmXF: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- fitCons: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- GEMME: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- GenoCanyon: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- GERP++: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- gMVP: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- Grantham: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- iGEMME: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- InMeRF: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- LASSIE: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- LIST-S2: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- LRT: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- M-CAP: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- Maverick_benign: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MetaLR: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MetaRNN: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MetaSVM: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MISTIC: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MOIpred_benign: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MPC: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MutationAssessor: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- mutationTCN: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MutFormer: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MutPred: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MutScore: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- MVP: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- mvPPT: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- PHACT: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- PHACTboost: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- phastCons: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- PhD-SNPg: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- phyloP: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- PonP2: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- popEVE: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- PrimateAI: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- ProtGPT2: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- PROVEAN: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- REVEL: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- Rhapsody: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- SaProt: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- sequence_unet: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- SIFT: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- SIFT4G: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- SIGMA: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- SiPhy: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- SNAP2: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- SNPred: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- SPRI: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- SuSPect: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- Tranception: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- UNEECON: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- VARITY_ER: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- VARITY_R: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- VESPA: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- VESPAl: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
- VEST4: Livesey and Marsh 2025 clinical benchmark: pairwise AUROC win rate, ClinVar pathogenic versus gnomAD missense
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.
38 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
Citation locations1 values
| Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: PMC12016141 (published 2025-04-22; Genome Biol 26:104) | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Citation locations1 values
| Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8) vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison group livesey-marsh-2025-vep-ranking Context-only references | Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: PMC12016141 (published 2025-04-22; Genome Biol 26:104) | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison group livesey-marsh-2025-vep-ranking Context-only references | Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8) vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison title Livesey and Marsh 2025 VEP rankings Context-only references | Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: PMC12016141 (published 2025-04-22; Genome Biol 26:104) | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison title Livesey and Marsh 2025 VEP rankings Context-only references | Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8) vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Constraints3 values
| Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: PMC12016141 (published 2025-04-22; Genome Biol 26:104) | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Constraints3 values
| Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8) vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Endpoint Average pairwise win rate by per-protein AUROC separating ClinVar P/LP from gnomAD v4.1 missense variants in 819 proteins Context-only references | Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: PMC12016141 (published 2025-04-22; Genome Biol 26:104) | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Endpoint Average pairwise win rate by per-protein AUROC separating ClinVar P/LP from gnomAD v4.1 missense variants in 819 proteins Context-only references | Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8) vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
2 source records and release history
- Livesey and Marsh 2025, Supplementary Material 2 (Tables S1-S8) · Original source · 13059_2025_3575_MOESM2_ESM.xlsx as published with PMC12016141
- Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) · Original source · PMC12016141 (published 2025-04-22; Genome Biol 26:104)
Technical metadata and extraction receipts
Stable ID: use-case-mapping-vep-lit-20261014-rare-disease-candidate-ranking-livesey2025-clinical-auroc
- field
- links:assessed_by:vep-lit-20261014-protocol-livesey2025-clinical-auroc
- value
- vep-lit-20261014-protocol-livesey2025-clinical-auroc
- relevance
- proxy
- endpoint
- Average pairwise win rate by per-protein AUROC separating ClinVar P/LP from gnomAD v4.1 missense variants in 819 proteins
- rationale
- Proxy: per-protein discrimination of pathogenic from population missense variants is close to the within-gene prioritisation a rare-disease lab does, but it does not measure ranking of causal variants among a proband's candidates or review effort.
- constraints
- Inspect every linked evaluation's source locator before citing a result.; Do not combine this mapping's evaluations with any other protocol's results.; Compare rows only within this protocol.
- limitations
- The negative class is gnomAD v4.1 missense variants not classed pathogenic ('putatively benign'); the authors note it will include unclassified pathogenic variants, particularly in recessive and incomplete-penetrance genes (Results).; VEPs that use allele frequency as a feature likely benefit from circularity, because frequency is used to classify variants as benign (Discussion); the gnomAD negative class reduces but does not remove this.; No training variants were removed; the authors attribute most of the clinical-trained VEPs' advantage over the DMS ranking to circularity (Results, Fig. 4).; AUROC is computed per protein, so the ranking does not test whether scores are comparable across genes.; The text says 83 VEPs; Table S8 prints 85 rows (see the protocol's limitations).; The use case excludes balanced pathogenic/benign classification as a measure of case-level diagnostic performance; this protocol is variant-level classification and does not measure recovery of causal variants in cases or review effort.; Transcribed from the source; no reproduction by Rewire and no human scientific review.
- citation locators
- source id: vep-lit-20261014-source-livesey2025-supplementary-2; locator: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC'
- source locator
- vep-lit-20261014-source-livesey2025-supplementary-2: Supplementary Material 2 Table S8; Methods 'ClinVar and gnomAD data', 'AUROC and AUPRC'
- headline metric
- pairwise-win-rate
- comparison group
- livesey-marsh-2025-vep-ranking
- comparison title
- Livesey and Marsh 2025 VEP rankings
- stratum label
- Clinical benchmark, ClinVar P/LP versus gnomAD missense
- stratum order
- 6
- reason
- VEP literature pass 2026-10-14: relevance of a newly extracted protocol (rewire-benchmark-data issues #153-#155).
- 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; method: ai-assisted-source-review; scope-review; method note: Checked the endpoint against the use case's question, inputs, exclusions and setting in data/entities/use-cases.jsonl; checked each limitation against the cited sources; listed every evaluation on the protocol in reviewed_evaluations after review/check_values.py matched its results.; note: Judgement drafted by the extraction agent and revised in review (docs/reviews/vep-literature-2026-10-14-review.md). Proxy is justified; see the dated review.
- reviewed evaluations
- vep-lit-20261014-eval-livesey2025-clinical-auroc-3cnet; vep-lit-20261014-eval-livesey2025-clinical-auroc-alphamissense; vep-lit-20261014-eval-livesey2025-clinical-auroc-alphscore; vep-lit-20261014-eval-livesey2025-clinical-auroc-bayesdel; vep-lit-20261014-eval-livesey2025-clinical-auroc-bayesdel-noaf; vep-lit-20261014-eval-livesey2025-clinical-auroc-blosum62; vep-lit-20261014-eval-livesey2025-clinical-auroc-cadd-1-7; vep-lit-20261014-eval-livesey2025-clinical-auroc-cadd-unversioned; vep-lit-20261014-eval-livesey2025-clinical-auroc-capice; vep-lit-20261014-eval-livesey2025-clinical-auroc-clinpred; vep-lit-20261014-eval-livesey2025-clinical-auroc-condel; vep-lit-20261014-eval-livesey2025-clinical-auroc-cosmis; vep-lit-20261014-eval-livesey2025-clinical-auroc-cpt-1; vep-lit-20261014-eval-livesey2025-clinical-auroc-dann; vep-lit-20261014-eval-livesey2025-clinical-auroc-deepsav; vep-lit-20261014-eval-livesey2025-clinical-auroc-deepsequence; vep-lit-20261014-eval-livesey2025-clinical-auroc-demask; vep-lit-20261014-eval-livesey2025-clinical-auroc-deogen2; vep-lit-20261014-eval-livesey2025-clinical-auroc-eigen; vep-lit-20261014-eval-livesey2025-clinical-auroc-envision; vep-lit-20261014-eval-livesey2025-clinical-auroc-escott; vep-lit-20261014-eval-livesey2025-clinical-auroc-esm-1b; vep-lit-20261014-eval-livesey2025-clinical-auroc-esm-1v; vep-lit-20261014-eval-livesey2025-clinical-auroc-esm2; vep-lit-20261014-eval-livesey2025-clinical-auroc-eve; vep-lit-20261014-eval-livesey2025-clinical-auroc-evmutation-epistatic; vep-lit-20261014-eval-livesey2025-clinical-auroc-evmutation-independent; vep-lit-20261014-eval-livesey2025-clinical-auroc-fathmm; vep-lit-20261014-eval-livesey2025-clinical-auroc-fathmm-mkl; vep-lit-20261014-eval-livesey2025-clinical-auroc-fathmm-xf; vep-lit-20261014-eval-livesey2025-clinical-auroc-fitcons; vep-lit-20261014-eval-livesey2025-clinical-auroc-gemme; vep-lit-20261014-eval-livesey2025-clinical-auroc-genocanyon; vep-lit-20261014-eval-livesey2025-clinical-auroc-gerp-plus-plus; vep-lit-20261014-eval-livesey2025-clinical-auroc-gmvp; vep-lit-20261014-eval-livesey2025-clinical-auroc-grantham; vep-lit-20261014-eval-livesey2025-clinical-auroc-igemme; vep-lit-20261014-eval-livesey2025-clinical-auroc-inmerf; vep-lit-20261014-eval-livesey2025-clinical-auroc-lassie; vep-lit-20261014-eval-livesey2025-clinical-auroc-list-s2; vep-lit-20261014-eval-livesey2025-clinical-auroc-lrt; vep-lit-20261014-eval-livesey2025-clinical-auroc-m-cap; vep-lit-20261014-eval-livesey2025-clinical-auroc-maverick-benign; vep-lit-20261014-eval-livesey2025-clinical-auroc-metalr; vep-lit-20261014-eval-livesey2025-clinical-auroc-metarnn; vep-lit-20261014-eval-livesey2025-clinical-auroc-metasvm; vep-lit-20261014-eval-livesey2025-clinical-auroc-mistic; vep-lit-20261014-eval-livesey2025-clinical-auroc-moipred-benign; vep-lit-20261014-eval-livesey2025-clinical-auroc-mpc; vep-lit-20261014-eval-livesey2025-clinical-auroc-mutationassessor; vep-lit-20261014-eval-livesey2025-clinical-auroc-mutationtcn; vep-lit-20261014-eval-livesey2025-clinical-auroc-mutformer; vep-lit-20261014-eval-livesey2025-clinical-auroc-mutpred; vep-lit-20261014-eval-livesey2025-clinical-auroc-mutscore; vep-lit-20261014-eval-livesey2025-clinical-auroc-mvp; vep-lit-20261014-eval-livesey2025-clinical-auroc-mvppt; vep-lit-20261014-eval-livesey2025-clinical-auroc-phact; vep-lit-20261014-eval-livesey2025-clinical-auroc-phactboost; vep-lit-20261014-eval-livesey2025-clinical-auroc-phastcons; vep-lit-20261014-eval-livesey2025-clinical-auroc-phd-snpg; vep-lit-20261014-eval-livesey2025-clinical-auroc-phylop; vep-lit-20261014-eval-livesey2025-clinical-auroc-ponp2; vep-lit-20261014-eval-livesey2025-clinical-auroc-popeve; vep-lit-20261014-eval-livesey2025-clinical-auroc-primateai; vep-lit-20261014-eval-livesey2025-clinical-auroc-protgpt2; vep-lit-20261014-eval-livesey2025-clinical-auroc-provean; vep-lit-20261014-eval-livesey2025-clinical-auroc-revel; vep-lit-20261014-eval-livesey2025-clinical-auroc-rhapsody; vep-lit-20261014-eval-livesey2025-clinical-auroc-saprot; vep-lit-20261014-eval-livesey2025-clinical-auroc-sequence-unet; vep-lit-20261014-eval-livesey2025-clinical-auroc-sift; vep-lit-20261014-eval-livesey2025-clinical-auroc-sift4g; vep-lit-20261014-eval-livesey2025-clinical-auroc-sigma; vep-lit-20261014-eval-livesey2025-clinical-auroc-siphy; vep-lit-20261014-eval-livesey2025-clinical-auroc-snap2; vep-lit-20261014-eval-livesey2025-clinical-auroc-snpred; vep-lit-20261014-eval-livesey2025-clinical-auroc-spri; vep-lit-20261014-eval-livesey2025-clinical-auroc-suspect; vep-lit-20261014-eval-livesey2025-clinical-auroc-tranception; vep-lit-20261014-eval-livesey2025-clinical-auroc-uneecon; vep-lit-20261014-eval-livesey2025-clinical-auroc-varity-er; vep-lit-20261014-eval-livesey2025-clinical-auroc-varity-r; vep-lit-20261014-eval-livesey2025-clinical-auroc-vespa; vep-lit-20261014-eval-livesey2025-clinical-auroc-vespal; vep-lit-20261014-eval-livesey2025-clinical-auroc-vest4
- pins
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