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.
1 evaluation · 6 results. Different protocols are not a single leaderboard.
Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) · Dataset: Clathrin independent test: selected-embedding classifiers
Sorted by Accuracy (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: PLM-CLA | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.917 MCC unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePLM-CLA: 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 PLM-CLA, column MCC; XML row14 column5 |
| Configuration: PLM-CLA | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.949 F1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePLM-CLA: 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 PLM-CLA, column F1; XML row14 column6 |
| Configuration: PLM-CLA | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.961 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePLM-CLA: 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 PLM-CLA, column ACC; XML row14 column2 |
| Configuration: PLM-CLA | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.997 AUROC unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePLM-CLA: 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 PLM-CLA, column AUC; XML row14 column7 |
| Configuration: PLM-CLA | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.973 Specificity fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePLM-CLA: 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 PLM-CLA, column SP; XML row14 column4 |
| Configuration: PLM-CLA | Protocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification) Dataset: Clathrin independent test: selected-embedding classifiers | 0.942 Recall fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePLM-CLA: 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 PLM-CLA, column SN; XML row14 column3 |
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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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19 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| 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. |
| 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. |
| 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. |
| 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. |
| 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. |
| 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. |
| 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. |
| 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. |
| 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. |
| 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. |
Release 2026-11-02-a7f03c9e55a5 · Record review: needs review
Stable ID: paper-evaluation-8e43ee270e308f9c9b