| attributes.comparison.adaptation version 1.0, default parameters Context-only references | Deep generalizable prediction of RNA secondary structure via base pair motif energy Original source ↗ Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n = 1305 RNAs) and ArchiveII ( n = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF Version: version of record Retrieved: 2026-09-16T10:41:16.502000+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.adaptation Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.aggregation Not reported Context-only references | Deep generalizable prediction of RNA secondary structure via base pair motif energy Original source ↗ Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n = 1305 RNAs) and ArchiveII ( n = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF Version: version of record Retrieved: 2026-09-16T10:41:16.502000+00:00 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.aggregation Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.budget Not reported Context-only references | Deep generalizable prediction of RNA secondary structure via base pair motif energy Original source ↗ Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n = 1305 RNAs) and ArchiveII ( n = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF Version: version of record Retrieved: 2026-09-16T10:41:16.502000+00:00 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.budget Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af 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 | Deep generalizable prediction of RNA secondary structure via base pair motif energy Original source ↗ Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n = 1305 RNAs) and ArchiveII ( n = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF Version: version of record Retrieved: 2026-09-16T10:41:16.502000+00:00 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.dataset_version Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.inputs Not reported Context-only references | Deep generalizable prediction of RNA secondary structure via base pair motif energy Original source ↗ Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n = 1305 RNAs) and ArchiveII ( n = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF Version: version of record Retrieved: 2026-09-16T10:41:16.502000+00:00 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.inputs Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.metric_implementation Not reported Context-only references | Deep generalizable prediction of RNA secondary structure via base pair motif energy Original source ↗ Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n = 1305 RNAs) and ArchiveII ( n = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF Version: version of record Retrieved: 2026-09-16T10:41:16.502000+00:00 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.metric_implementation Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.population.count 3966 Context-only references | Deep generalizable prediction of RNA secondary structure via base pair motif energy Original source ↗ Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n = 1305 RNAs) and ArchiveII ( n = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF Version: version of record Retrieved: 2026-09-16T10:41:16.502000+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.population.count Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.population.unit RNA sequences Context-only references | Deep generalizable prediction of RNA secondary structure via base pair motif energy Original source ↗ Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n = 1305 RNAs) and ArchiveII ( n = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF Version: version of record Retrieved: 2026-09-16T10:41:16.502000+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.population.unit Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.protocol_id paper-protocol-e8a1aa302bb8df1efd Context-only references | Deep generalizable prediction of RNA secondary structure via base pair motif energy Original source ↗ Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n = 1305 RNAs) and ArchiveII ( n = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF Version: version of record Retrieved: 2026-09-16T10:41:16.502000+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.protocol_id Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.split Sequence-wise RNA secondary-structure evaluation; macro-average canonical base-pair metrics. Context-only references | Deep generalizable prediction of RNA secondary structure via base pair motif energy Original source ↗ Sequence-wise evaluation of three DL methods (BPfold, SPOT-RNA, and MXfold2), three shallow learning methods (ContextFold, CONTRAfold, and EternaFold), and non-ML methods (LinearFold, RNAfold, SimFold, and RNAstructure) on bpRNA-TS0 ( n = 1305 RNAs) and ArchiveII ( n = 3966 RNAs) datasets; Table 1 (Tab1), row 3 BPfold, column 6: ArchiveII INF; Table 1 (Tab1), row 4 SPOT-RNA, column 6: ArchiveII INF; Table 1 (Tab1), row 5 MXfold2, column 6: ArchiveII INF; Table 1 (Tab1), row 6 ContextFold, column 6: ArchiveII INF; Table 1 (Tab1), row 7 CONTRAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 8 EternaFold, column 6: ArchiveII INF; Table 1 (Tab1), row 9 LinearFold, column 6: ArchiveII INF; Table 1 (Tab1), row 10 RNAfold, column 6: ArchiveII INF; Table 1 (Tab1), row 11 SimFold, column 6: ArchiveII INF; Table 1 (Tab1), row 12 RNAstructure, column 6: ArchiveII INF Version: version of record Retrieved: 2026-09-16T10:41:16.502000+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.split Source artifact SHA-256: 976218bd172998a1a6e7ed1609ecb8cb2ee380fb48a8dc7b25bc05ea8b0a49af Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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