PLS: 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.
Evaluation procedure
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.
- Configuration
- PLS
- Protocol
- Clathrin independent test: selected-embedding classifiers (clathrin protein classification)
- Dataset
- Clathrin independent test: selected-embedding classifiers
- origin
- Author-reported evaluation
- configuration
- Paper-specific evaluated pipeline; exact checkpoint not inferred from label
- protocol id
- paper-protocol-bbffa94da73852557b
- dataset version
- Not reported
- split
- CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts.
- subset
- Clathrin independent test: selected-embedding classifiers
- population
- Not reported
- aggregation
- Not reported
- inputs
- Not reported
- adaptation
- Paper-specific evaluated pipeline; exact checkpoint not inferred from label
- budget
- Not reported
- metric implementation
- Not reported
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
Evaluation results
Release 2026-09-17-d277315f7d76 · 1 evaluation · 6 metric rows. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| PLS: Clathrin independent test: selected-embedding classifiers Configuration: PLSProtocol: Clathrin independent test: selected-embedding classifiers (clathrin protein classification)Dataset: 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. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.690 MCC Unit: dimensionless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row PLS, column MCC; XML row4 column5 Source checking is not independent reproduction. |
| 0.845 SN Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row PLS, column SN; XML row4 column3 Source checking is not independent reproduction. |
| 0.849 ACC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row PLS, column ACC; XML row4 column2 Source checking is not independent reproduction. |
| 0.855 SP Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row PLS, column SP; XML row4 column4 Source checking is not independent reproduction. |
| 0.873 F1 Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row PLS, column F1; XML row4 column6 Source checking is not independent reproduction. |
| 0.900 AUC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row PLS, column AUC; XML row4 column7 Source checking is not independent reproduction. |
Evidence table
Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.
One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
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 No value recorded 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 No value recorded 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 No value recorded 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 No value recorded 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 No value recorded 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 No value recorded 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. |
Sources and history
Release 2026-09-17-d277315f7d76 · Record review: needs review
- Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Original source · journal full text in PMC
Technical metadata and extraction receipts
Stable ID: paper-evaluation-9a4a3ba50e2f8bcd88
- areas
- proteins-complexes
- tasks
- clathrin protein classification
- origin
- author_reported
- protocol
- 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.
- version
- Paper-specific evaluated pipeline; exact checkpoint not inferred from label
- comparison
- protocol id: paper-protocol-bbffa94da73852557b; dataset version: Not reported; split: CLA-IND 0.6 independent test from Shoombuatong 2024 dataset; source Table 1 carries cohort counts.; subset: Clathrin independent test: selected-embedding classifiers; population: Not reported; aggregation: Not reported; inputs: Not reported; adaptation: Paper-specific evaluated pipeline; exact checkpoint not inferred from label; budget: Not reported; metric implementation: Not reported
- source locator
- Table 3: ACC, Clathrin independent test: selected-embedding classifiers
- missing metadata
- checkpoint revision: unextracted; budget: unreported; split manifest: unextracted
Related records
- model: PLS
- benchmark: Clathrin independent test: selected-embedding classifiers (clathrin protein classification)
- dataset: Clathrin independent test: selected-embedding classifiers
- evaluation: PLS: MCC on Clathrin independent test: selected-embedding classifiers
- evaluation: PLS: SN on Clathrin independent test: selected-embedding classifiers
- evaluation: PLS: ACC on Clathrin independent test: selected-embedding classifiers
- evaluation: PLS: SP on Clathrin independent test: selected-embedding classifiers
- evaluation: PLS: F1 on Clathrin independent test: selected-embedding classifiers
- evaluation: PLS: AUC on Clathrin independent test: selected-embedding classifiers