Published stability-change predictor comparison; transcribed, not reproduced.
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1 evaluation · 2 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: Rosetta (Dieckhaus et al. 2024) | Protocol: S669 direct ddG prediction (Dieckhaus et al. 2024 Table 3) Dataset: S669 as used in Dieckhaus et al. Table 3 | 0.39 pearson-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Result quoted from another source · Source checkedMethods, coverage and sourceRosetta on S669 direct (Dieckhaus et al. 2024) protein-stability-20261009-protocol-dieckhaus2024-s669 Aggregation: Not reported Transfer learning to leverage larger datasets for improved prediction of protein stability changes · Table 3, row 'Rosetta ( 29 , 30 )', column 'S669 PCC' |
| Configuration: Rosetta (Dieckhaus et al. 2024) | Protocol: S669 direct ddG prediction (Dieckhaus et al. 2024 Table 3) Dataset: S669 as used in Dieckhaus et al. Table 3 | 2.7 root-mean-squared-error kilocalorie-per-mole · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Result quoted from another source · Source checkedMethods, coverage and sourceRosetta on S669 direct (Dieckhaus et al. 2024) protein-stability-20261009-protocol-dieckhaus2024-s669 Aggregation: Not reported Transfer learning to leverage larger datasets for improved prediction of protein stability changes · Table 3, row 'Rosetta ( 29 , 30 )', column 'S669 RMSE (kcal/mol)' |
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protein-stability-20261009-protocol-dieckhaus2024-s669
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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 3, row 'Rosetta ( 29 , 30 )' Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | missing or unspecified No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.aggregation Pooled over variants Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 3, row 'Rosetta ( 29 , 30 )' Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded paper compilation 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 3, row 'Rosetta ( 29 , 30 )' Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | missing or unspecified No individual claim review recorded paper compilation 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 3, row 'Rosetta ( 29 , 30 )' Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | missing or unspecified No individual claim review recorded paper compilation 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 3, row 'Rosetta ( 29 , 30 )' Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.metric_implementation Not reported Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 3, row 'Rosetta ( 29 , 30 )' Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | missing or unspecified No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.population S669 direct Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 3, row 'Rosetta ( 29 , 30 )' Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded paper compilation 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-s669 Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 3, row 'Rosetta ( 29 , 30 )' Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.split S669 direct Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 3, row 'Rosetta ( 29 , 30 )' Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded paper compilation 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 3, row 'Rosetta ( 29 , 30 )' Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML | not individually reviewed No individual claim review recorded paper compilation 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-rosetta-s669