Stability-related DMS set benchmarked in Chu et al. 2024.
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7 evaluations · 7 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: ELASPIC-2 (Chu et al. 2024) | Protocol: Bgl3 dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Bgl3 dataset: Beta-glucosidase (Bgl3), catalytic susceptibility to heat shock | 0.56 spearman-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceELASPIC-2 on Bgl3 dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-bgl3 Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Bgl3 dataset', column 'ELASPIC-2' (supervised group) |
| Configuration: ESM-2 (35M) (Chu et al. 2024) | Protocol: Bgl3 dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Bgl3 dataset: Beta-glucosidase (Bgl3), catalytic susceptibility to heat shock | 0.43 spearman-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceESM-2 (35M) on Bgl3 dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-bgl3 Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Bgl3 dataset', column 'ESM-2 (35M)' (unsupervised group) |
| Configuration: ESM-2 (3B) (Chu et al. 2024) | Protocol: Bgl3 dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Bgl3 dataset: Beta-glucosidase (Bgl3), catalytic susceptibility to heat shock | 0.53 spearman-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceESM-2 (3B) on Bgl3 dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-bgl3 Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Bgl3 dataset', column 'ESM-2 (3B)' (unsupervised group) |
| Configuration: ESM therm (Chu et al. 2024) | Protocol: Bgl3 dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Bgl3 dataset: Beta-glucosidase (Bgl3), catalytic susceptibility to heat shock | 0.06 spearman-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM therm on Bgl3 dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-bgl3 Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Bgl3 dataset', column 'ESMtherm' (supervised group) |
| Configuration: MUPro (Chu et al. 2024) | Protocol: Bgl3 dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Bgl3 dataset: Beta-glucosidase (Bgl3), catalytic susceptibility to heat shock | 0.1 spearman-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceMUPro on Bgl3 dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-bgl3 Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Bgl3 dataset', column 'MUPro' (supervised group) |
| Configuration: RaSP (Chu et al. 2024) | Protocol: Bgl3 dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Bgl3 dataset: Beta-glucosidase (Bgl3), catalytic susceptibility to heat shock | 0.44 spearman-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceRaSP on Bgl3 dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-bgl3 Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Bgl3 dataset', column 'RaSP' (supervised group) |
| Configuration: Rosetta (Chu et al. 2024) | Protocol: Bgl3 dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Bgl3 dataset: Beta-glucosidase (Bgl3), catalytic susceptibility to heat shock | 0.49 spearman-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceRosetta on Bgl3 dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-bgl3 Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Bgl3 dataset', column 'Rosetta' (supervised group) |
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7 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.assay catalytic susceptibility to heat shock Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Table 2; Methods Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.population 2,999 sequences; protein length 501 Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Table 2; Methods Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.scope_note Table 2 and the Discussion give 501 residues; Table 1 prints 510. Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Table 2; Methods Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.source_locator Table 2; Methods Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Table 2; Methods Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.split Whole dataset Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Table 2; Methods Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| description Stability-related DMS set benchmarked in Chu et al. 2024. Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Table 2; Methods Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| name Bgl3 dataset: Beta-glucosidase (Bgl3), catalytic susceptibility to heat shock Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Table 2; Methods Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Release 2026-10-10-7fcc3e48a123 · Record review: source checked
Stable ID: protein-stability-20261009-data-chu2024-bgl3