Published stability-change predictor comparison; transcribed, not reproduced.
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1 evaluation · 4 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: ThermoNet (Dieckhaus et al. 2024) | Protocol: Ssym direct and inverse ddG prediction (Dieckhaus et al. 2024 Table 3) Dataset: Ssym (342 direct and 342 inverse variants with experimental structures) | 0.47 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 sourceThermoNet on Ssym direct and inverse (Dieckhaus et al. 2024) protein-stability-20261009-protocol-dieckhaus2024-ssym Aggregation: Not reported Transfer learning to leverage larger datasets for improved prediction of protein stability changes · Table 3, row 'ThermoNet ( 11 , 30 )', column 'Ssym (direct) PCC' |
| Configuration: ThermoNet (Dieckhaus et al. 2024) | Protocol: Ssym direct and inverse ddG prediction (Dieckhaus et al. 2024 Table 3) Dataset: Ssym (342 direct and 342 inverse variants with experimental structures) | 1.56 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 sourceThermoNet on Ssym direct and inverse (Dieckhaus et al. 2024) protein-stability-20261009-protocol-dieckhaus2024-ssym Aggregation: Not reported Transfer learning to leverage larger datasets for improved prediction of protein stability changes · Table 3, row 'ThermoNet ( 11 , 30 )', column 'Ssym (direct) RMSE (kcal/mol)' |
| Configuration: ThermoNet (Dieckhaus et al. 2024) | Protocol: Ssym direct and inverse ddG prediction (Dieckhaus et al. 2024 Table 3) Dataset: Ssym (342 direct and 342 inverse variants with experimental structures) | 0.47 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 sourceThermoNet on Ssym direct and inverse (Dieckhaus et al. 2024) protein-stability-20261009-protocol-dieckhaus2024-ssym Aggregation: Not reported Transfer learning to leverage larger datasets for improved prediction of protein stability changes · Table 3, row 'ThermoNet ( 11 , 30 )', column 'Ssym (inverse) PCC' |
| Configuration: ThermoNet (Dieckhaus et al. 2024) | Protocol: Ssym direct and inverse ddG prediction (Dieckhaus et al. 2024 Table 3) Dataset: Ssym (342 direct and 342 inverse variants with experimental structures) | 1.55 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 sourceThermoNet on Ssym direct and inverse (Dieckhaus et al. 2024) protein-stability-20261009-protocol-dieckhaus2024-ssym Aggregation: Not reported Transfer learning to leverage larger datasets for improved prediction of protein stability changes · Table 3, row 'ThermoNet ( 11 , 30 )', column 'Ssym (inverse) RMSE (kcal/mol)' |
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protein-stability-20261009-protocol-dieckhaus2024-ssym
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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 'ThermoNet ( 11 , 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 'ThermoNet ( 11 , 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 'ThermoNet ( 11 , 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 'ThermoNet ( 11 , 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 'ThermoNet ( 11 , 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 'ThermoNet ( 11 , 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 Ssym direct and inverse Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 3, row 'ThermoNet ( 11 , 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-ssym Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 3, row 'ThermoNet ( 11 , 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 Ssym direct and inverse Context-only references | Transfer learning to leverage larger datasets for improved prediction of protein stability changes Table 3, row 'ThermoNet ( 11 , 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 'ThermoNet ( 11 , 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-thermonet-ssym