Conventional classifiers and PLM-CLA compared using paper-selected features. CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts.
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1 evaluation · 6 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: NB | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.773 SN fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNB: Clathrin independent test: selected-embedding classifiers Conventional classifiers and PLM-CLA compared using paper-selected features. CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts. Aggregation: Not reported Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row NB, column SN; XML row3 column3 |
| Configuration: NB | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.868 AUC fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNB: Clathrin independent test: selected-embedding classifiers Conventional classifiers and PLM-CLA compared using paper-selected features. CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts. Aggregation: Not reported Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row NB, column AUC; XML row3 column7 |
| Configuration: NB | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.668 MCC dimensionless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNB: Clathrin independent test: selected-embedding classifiers Conventional classifiers and PLM-CLA compared using paper-selected features. CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts. Aggregation: Not reported Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row NB, column MCC; XML row3 column5 |
| Configuration: NB | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.846 F1 fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNB: Clathrin independent test: selected-embedding classifiers Conventional classifiers and PLM-CLA compared using paper-selected features. CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts. Aggregation: Not reported Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row NB, column F1; XML row3 column6 |
| Configuration: NB | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.827 ACC fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNB: Clathrin independent test: selected-embedding classifiers Conventional classifiers and PLM-CLA compared using paper-selected features. CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts. Aggregation: Not reported Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row NB, column ACC; XML row3 column2 |
| Configuration: NB | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.913 SP fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNB: Clathrin independent test: selected-embedding classifiers Conventional classifiers and PLM-CLA compared using paper-selected features. CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts. Aggregation: Not reported Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row NB, column SP; XML row3 column4 |
Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.
Conventional classifiers and PLM-CLA compared using paper-selected features. CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts.
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
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19 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.adaptation Paper-specific evaluated pipeline; exact checkpoint not inferred from label Context-only references | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3: ACC, Clathrin independent test: selected-embedding classifiers Version: journal full text in PMC | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.aggregation Not reported Context-only references | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3: ACC, Clathrin independent test: selected-embedding classifiers Version: journal full text in PMC | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.budget Not reported Context-only references | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3: ACC, Clathrin independent test: selected-embedding classifiers Version: journal full text in PMC | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.dataset_version Not reported Context-only references | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3: ACC, Clathrin independent test: selected-embedding classifiers Version: journal full text in PMC | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.inputs Not reported Context-only references | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3: ACC, Clathrin independent test: selected-embedding classifiers Version: journal full text in PMC | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.metric_implementation Not reported Context-only references | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3: ACC, Clathrin independent test: selected-embedding classifiers Version: journal full text in PMC | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.population Not reported Context-only references | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3: ACC, Clathrin independent test: selected-embedding classifiers Version: journal full text in PMC | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.protocol_id paper-protocol-bbffa94da73852557b Context-only references | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3: ACC, Clathrin independent test: selected-embedding classifiers Version: journal full text in PMC | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.split CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts. Context-only references | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3: ACC, Clathrin independent test: selected-embedding classifiers Version: journal full text in PMC | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.subset Clathrin independent test: selected-embedding classifiers Context-only references | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3: ACC, Clathrin independent test: selected-embedding classifiers Version: journal full text in PMC | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
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Release 2026-09-29-06401fd5b220 · Record review: needs review
Stable ID: paper-evaluation-0d1c7b1cbd3babe00c