Boltz-2 (ranking score) as a screening score
Ranks a compound library by a weighted sum of pTM, ipTM and further terms for clashes and disorder taken from the predicted protein-ligand complex.
Overview
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Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluations and results
1 evaluation · 10 results. Different protocols are not a single leaderboard.
Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) · Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025
Sorted by AUROC (AUROC, mean over the 79 DEKOIS 2.0 targets) (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 (AUROC, mean over the 79 DEKOIS 2.0 targets) | AUROC (AUROC, median over the 79 DEKOIS 2.0 targets) | Bedroc (BEDROC with alpha = 80.5, mean over the 79 DEKOIS 2.0 targets) | Bedroc (BEDROC with alpha = 80.5, median over the 79 DEKOIS 2.0 targets) | Enrichment factor (EF at the top 0.5% of the ranked library, mean over the 79 DEKOIS 2.0 targets) | Enrichment factor (EF at the top 0.5% of the ranked library, median over the 79 DEKOIS 2.0 targets) | Enrichment factor (EF at the top 1% of the ranked library, mean over the 79 DEKOIS 2.0 targets) | Enrichment factor (EF at the top 1% of the ranked library, median over the 79 DEKOIS 2.0 targets) | Enrichment factor (EF at the top 5% of the ranked library, mean over the 79 DEKOIS 2.0 targets) | Enrichment factor (EF at the top 5% of the ranked library, median over the 79 DEKOIS 2.0 targets) |
|---|---|---|---|---|---|---|---|---|---|---|
| Boltz-2 (ranking score) as a screening scoreEvaluation | 0.831 | 0.857 | 0.385 | 0.347 | 12.9 | 13.3 | 11.8 | 9.54 | 7.89 | 7.5 |
All 10 result rows with coverage, uncertainty and sources
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| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: Boltz-2 (ranking score) as a screening score | Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025 | 0.831 AUROC (AUROC, mean over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBoltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1) hitdisc-20261022-protocol-shen-dekois-builtin Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 1, row 'Boltz-2 (ranking score)', column 'AUROC' (Mean) |
| Configuration: Boltz-2 (ranking score) as a screening score | Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025 | 0.857 AUROC (AUROC, median over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBoltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1) hitdisc-20261022-protocol-shen-dekois-builtin Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 1, row 'Boltz-2 (ranking score)', column 'AUROC' (Med) |
| Configuration: Boltz-2 (ranking score) as a screening score | Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025 | 0.385 Bedroc (BEDROC with alpha = 80.5, mean over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBoltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1) hitdisc-20261022-protocol-shen-dekois-builtin Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 1, row 'Boltz-2 (ranking score)', column 'BEDROC (α = 80.5)' (Mean) |
| Configuration: Boltz-2 (ranking score) as a screening score | Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025 | 0.347 Bedroc (BEDROC with alpha = 80.5, median over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBoltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1) hitdisc-20261022-protocol-shen-dekois-builtin Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 1, row 'Boltz-2 (ranking score)', column 'BEDROC (α = 80.5)' (Med) |
| Configuration: Boltz-2 (ranking score) as a screening score | Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025 | 12.9 Enrichment factor (EF at the top 0.5% of the ranked library, mean over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBoltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1) hitdisc-20261022-protocol-shen-dekois-builtin Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 1, row 'Boltz-2 (ranking score)', column 'EF0.5%' (Mean) |
| Configuration: Boltz-2 (ranking score) as a screening score | Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025 | 13.3 Enrichment factor (EF at the top 0.5% of the ranked library, median over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBoltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1) hitdisc-20261022-protocol-shen-dekois-builtin Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 1, row 'Boltz-2 (ranking score)', column 'EF0.5%' (Med) |
| Configuration: Boltz-2 (ranking score) as a screening score | Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025 | 11.8 Enrichment factor (EF at the top 1% of the ranked library, mean over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBoltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1) hitdisc-20261022-protocol-shen-dekois-builtin Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 1, row 'Boltz-2 (ranking score)', column 'EF1%' (Mean) |
| Configuration: Boltz-2 (ranking score) as a screening score | Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025 | 9.54 Enrichment factor (EF at the top 1% of the ranked library, median over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBoltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1) hitdisc-20261022-protocol-shen-dekois-builtin Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 1, row 'Boltz-2 (ranking score)', column 'EF1%' (Med) |
| Configuration: Boltz-2 (ranking score) as a screening score | Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025 | 7.89 Enrichment factor (EF at the top 5% of the ranked library, mean over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBoltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1) hitdisc-20261022-protocol-shen-dekois-builtin Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 1, row 'Boltz-2 (ranking score)', column 'EF5%' (Mean) |
| Configuration: Boltz-2 (ranking score) as a screening score | Protocol: DEKOIS 2.0 screening with co-folding confidence scores against docking tools (Shen et al. 2025 Table 1) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025 | 7.5 Enrichment factor (EF at the top 5% of the ranked library, median over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBoltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1) hitdisc-20261022-protocol-shen-dekois-builtin Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 1, row 'Boltz-2 (ranking score)', column 'EF5%' (Med) |
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Evidence
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Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
1 source record and release history
- Shen et al. 2025, Chemical Science (Europe PMC full text) · Original source · PMC12704515 (Chem Sci, published 2025-12-11)
Technical metadata and extraction receipts
Stable ID: hitdisc-20261022-config-boltz2-ranking
- areas
- molecular-interactions
- contexts
- research
- method types
- foundation_model
- reported name
- Boltz-2 (ranking score)
- configuration type
- paper_evaluation
- foundation model eligible
- true
- review
- method: scope-review; automated-source-review; reviewer: claude; reviewer note: Claude review agent, independent of the extraction agent; no human review claimed; date: 2026-10-22; method note: Read the record against the pinned sources and against docs/use-cases.md and docs/record-contract.md.; note: Record checked against the pinned source and the record contract. Transcription checked; not reproduced and not reviewed by a human scientist.; artifact sha256: 11a4cee97057d9e72f9393024d22fdd169e3134f493367eee2f7869facf9ccf8; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12704515/fullTextXML; receipt: data/omics/use-case-coverage-hitdisc-20261022/review.json
- version
- Boltz-2 version 2.0.0, the recommended single model with random seed 1, MMseqs2 web-service MSAs
- access reuse
- Source code at https://github.com/google-deepmind/alphafold3, https://github.com/bytedance/Protenix and https://github.com/jwohlwend/boltz (Data availability); no licence is stated in the source
- parameters
- All parameters other than the sample count and seed left at default or recommended values
- score training overlap
- Not assessed for this score by the source beyond the ligand-similarity analysis of Figure 5 and Fig. S10
- source locator
- Methods 'Complex structure prediction' and 'Scoring schemes'
Related records
- configuration of: Boltz-2
- system: Boltz-2 (ranking score) on DEKOIS 2.0 (Shen et al. 2025 Table 1)