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: Lipase EstA dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Lipase EstA dataset: Lipase EstA, melting temperature (T50) | 0.47 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 Lipase EstA dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-lipase-esta Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Lipase EstA dataset', column 'ELASPIC-2' (supervised group) |
| Configuration: ESM-2 (35M) (Chu et al. 2024) | Protocol: Lipase EstA dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Lipase EstA dataset: Lipase EstA, melting temperature (T50) | 0.26 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 Lipase EstA dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-lipase-esta Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Lipase EstA dataset', column 'ESM-2 (35M)' (unsupervised group) |
| Configuration: ESM-2 (3B) (Chu et al. 2024) | Protocol: Lipase EstA dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Lipase EstA dataset: Lipase EstA, melting temperature (T50) | 0.28 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 Lipase EstA dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-lipase-esta Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Lipase EstA dataset', column 'ESM-2 (3B)' (unsupervised group) |
| Configuration: ESM therm (Chu et al. 2024) | Protocol: Lipase EstA dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Lipase EstA dataset: Lipase EstA, melting temperature (T50) | 0.04 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 Lipase EstA dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-lipase-esta Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Lipase EstA dataset', column 'ESMtherm' (supervised group) |
| Configuration: MUPro (Chu et al. 2024) | Protocol: Lipase EstA dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Lipase EstA dataset: Lipase EstA, melting temperature (T50) | 0.06 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 Lipase EstA dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-lipase-esta Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Lipase EstA dataset', column 'MUPro' (supervised group) |
| Configuration: RaSP (Chu et al. 2024) | Protocol: Lipase EstA dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Lipase EstA dataset: Lipase EstA, melting temperature (T50) | 0.41 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 Lipase EstA dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-lipase-esta Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Lipase EstA dataset', column 'RaSP' (supervised group) |
| Configuration: Rosetta (Chu et al. 2024) | Protocol: Lipase EstA dataset stability ranking, Spearman correlation (Chu et al. 2024 Table 1) Dataset: Lipase EstA dataset: Lipase EstA, melting temperature (T50) | 0.48 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 Lipase EstA dataset (Chu et al. 2024) protein-stability-20261009-protocol-chu2024-lipase-esta Aggregation: Not reported Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset · Table 1, row 'Lipase EstA 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 melting temperature (T50) 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 2,172 sequences; protein length 212 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 Results P15 describes the acetyltransferase set as intracellular abundance and Lipase EstA as chemical stability; Table 2 and Methods P25 give acetyltransferase as chemical stability and Lipase EstA as T50 thermostability. Table 2 is followed here. 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 Lipase EstA dataset: Lipase EstA, melting temperature (T50) 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 2026-10-10-6e93f504adfc · Record review: source checked
Stable ID: protein-stability-20261009-data-chu2024-lipase-esta