| attributes.comparison.adaptation Not reported Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Original source ↗ Table 1, row 'BglB dataset', column 'RaSP' Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML Retrieved: 2026-10-09T21:01:08Z | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.adaptation Source artifact SHA-256: bb9830cbd6bab1b3e0ddbb52edb2a9afd4b06e427dbfeb19e6a07f843ebd914f Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.aggregation Pooled over variants, or mean over domains for the mega-scale set Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Original source ↗ Table 1, row 'BglB dataset', column 'RaSP' Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML Retrieved: 2026-10-09T21:01:08Z | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.aggregation Source artifact SHA-256: bb9830cbd6bab1b3e0ddbb52edb2a9afd4b06e427dbfeb19e6a07f843ebd914f Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.budget Not reported Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Original source ↗ Table 1, row 'BglB dataset', column 'RaSP' Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML Retrieved: 2026-10-09T21:01:08Z | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.budget Source artifact SHA-256: bb9830cbd6bab1b3e0ddbb52edb2a9afd4b06e427dbfeb19e6a07f843ebd914f Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.dataset_version Not reported Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Original source ↗ Table 1, row 'BglB dataset', column 'RaSP' Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML Retrieved: 2026-10-09T21:01:08Z | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.dataset_version Source artifact SHA-256: bb9830cbd6bab1b3e0ddbb52edb2a9afd4b06e427dbfeb19e6a07f843ebd914f Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.inputs Protein sequence and the variant Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Original source ↗ Table 1, row 'BglB dataset', column 'RaSP' Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML Retrieved: 2026-10-09T21:01:08Z | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.inputs Source artifact SHA-256: bb9830cbd6bab1b3e0ddbb52edb2a9afd4b06e427dbfeb19e6a07f843ebd914f Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.metric_implementation Spearman correlation Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Original source ↗ Table 1, row 'BglB dataset', column 'RaSP' Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML Retrieved: 2026-10-09T21:01:08Z | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.metric_implementation Source artifact SHA-256: bb9830cbd6bab1b3e0ddbb52edb2a9afd4b06e427dbfeb19e6a07f843ebd914f Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.population 157 sequences Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Original source ↗ Table 1, row 'BglB dataset', column 'RaSP' Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML Retrieved: 2026-10-09T21:01:08Z | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.population Source artifact SHA-256: bb9830cbd6bab1b3e0ddbb52edb2a9afd4b06e427dbfeb19e6a07f843ebd914f Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.protocol_id protein-stability-20261009-protocol-chu2024-bglb Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Original source ↗ Table 1, row 'BglB dataset', column 'RaSP' Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML Retrieved: 2026-10-09T21:01:08Z | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.protocol_id Source artifact SHA-256: bb9830cbd6bab1b3e0ddbb52edb2a9afd4b06e427dbfeb19e6a07f843ebd914f Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.split Whole dataset Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Original source ↗ Table 1, row 'BglB dataset', column 'RaSP' Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML Retrieved: 2026-10-09T21:01:08Z | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.split Source artifact SHA-256: bb9830cbd6bab1b3e0ddbb52edb2a9afd4b06e427dbfeb19e6a07f843ebd914f Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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attributes.limitations1 values- Run as a comparator by the ESM therm developers (Chu et al. 2024), not by this tool's developers.
Context-only references | Protein stability prediction by fine-tuning a protein language model on a mega-scale dataset Original source ↗ Table 1, row 'BglB dataset', column 'RaSP' Version: PLOS Computational Biology 20(7):e1012248, published 2024-07-22; PMC11293664 full-text XML Retrieved: 2026-10-09T21:01:08Z | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.limitations Source artifact SHA-256: bb9830cbd6bab1b3e0ddbb52edb2a9afd4b06e427dbfeb19e6a07f843ebd914f Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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