Published stability-change predictor comparison; transcribed, not reproduced.
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1 evaluation · 3 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: MUPRO (Dieckhaus et al. 2024) | Protocol: Fireprot homologue-free split ddG prediction (Dieckhaus et al. 2024 Table 2) Dataset: FireProtDB homologue-free split with experimental structures | 0.58 pearson-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 Fireprot homologue-free split (Dieckhaus et al. 2024) protein-stability-20261009-protocol-dieckhaus2024-fireprot Aggregation: Not reported Transfer learning to leverage larger datasets for improved prediction of protein stability changes · Table 2, row 'MUPRO', column 'Fireprot PCC' |
| Configuration: MUPRO (Dieckhaus et al. 2024) | Protocol: Fireprot homologue-free split ddG prediction (Dieckhaus et al. 2024 Table 2) Dataset: FireProtDB homologue-free split with experimental structures | 1.54 root-mean-squared-error kilocalorie-per-mole · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceMUPRO on Fireprot homologue-free split (Dieckhaus et al. 2024) protein-stability-20261009-protocol-dieckhaus2024-fireprot Aggregation: Not reported Transfer learning to leverage larger datasets for improved prediction of protein stability changes · Table 2, row 'MUPRO', column 'Fireprot RMSE (kcal/mol)' |
| Configuration: MUPRO (Dieckhaus et al. 2024) | Protocol: Fireprot homologue-free split ddG prediction (Dieckhaus et al. 2024 Table 2) Dataset: FireProtDB homologue-free split with experimental structures | 0.57 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 Fireprot homologue-free split (Dieckhaus et al. 2024) protein-stability-20261009-protocol-dieckhaus2024-fireprot Aggregation: Not reported Transfer learning to leverage larger datasets for improved prediction of protein stability changes · Table 2, row 'MUPRO', column 'Fireprot SCC' |
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protein-stability-20261009-protocol-dieckhaus2024-fireprot
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19 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.adaptation Not reported Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 2, row 'MUPRO', Fireprot homologue-free split columns Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.aggregation Pooled over mutations Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 2, row 'MUPRO', Fireprot homologue-free split columns Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.budget Not reported Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 2, row 'MUPRO', Fireprot homologue-free split columns Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.dataset_version Not reported Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 2, row 'MUPRO', Fireprot homologue-free split columns Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.inputs Protein structure or sequence and the mutation Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 2, row 'MUPRO', Fireprot homologue-free split columns Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.metric_implementation RMSE, Pearson and Spearman correlation Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 2, row 'MUPRO', Fireprot homologue-free split columns Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.population 2578 mutations Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 2, row 'MUPRO', Fireprot homologue-free split columns Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.protocol_id protein-stability-20261009-protocol-dieckhaus2024-fireprot Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 2, row 'MUPRO', Fireprot homologue-free split columns Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.split Fireprot homologue-free split Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 2, row 'MUPRO', Fireprot homologue-free split columns Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
attributes.limitations1 values
| Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 2, row 'MUPRO', Fireprot homologue-free split columns Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded independent paper 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-eval-dieckhaus2024-mupro-fireprot