Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
Configuration
SVM
SVM as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row SVM, column ACC; XML row13 column2At a glance
Explanatory profile: limited source coverage · Automated source review, 2026-09-17. Review applies to the cited claims; unresolved fields are listed below. Numerical results retain their own review status.
How it works
Evaluation in this paper
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 3, row SVM, column ACC; XML row13 column2Evaluations and 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 |
|---|---|---|
| SVM: Clathrin independent test: selected-embedding classifiers Configuration: SVMProtocol: 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 | ||
| 0.942 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 SVM, column F1; XML row13 column6 Source checking is not independent reproduction. |
| 0.964 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 SVM, column SN; XML row13 column3 Source checking is not independent reproduction. |
| 0.870 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 SVM, column SP; XML row13 column4 Source checking is not independent reproduction. |
| 0.846 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 SVM, column MCC; XML row13 column5 Source checking is not independent reproduction. |
| 0.982 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 SVM, column AUC; XML row13 column7 Source checking is not independent reproduction. |
| 0.927 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 SVM, column ACC; XML row13 column2 Source checking is not independent reproduction. |
Strengths and limitations
Limitations and conditions
No source-reviewed explanatory claims are recorded here yet.
Profile review details
Primary-source transcription and separate automated review. No human sign-off or experimental reproduction.
Stable record: paper-model-2d1246e5b35f58afefEvidence 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.
2 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Evaluation in this paper Paper-specific evaluated pipeline; exact checkpoint not inferred from label Individual claims | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3, row SVM, column ACC; XML row13 column2 Version: journal full text in PMC | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated review. No human sign-off or experimental reproduction. Field: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Introduction SVM as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label Individual claims | Advancing the accuracy of clathrin protein prediction through multi-source protein language models Table 3, row SVM, column ACC; XML row13 column2 Version: journal full text in PMC | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated review. No human sign-off or experimental reproduction. Field: 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-model-2d1246e5b35f58afef
- areas
- proteins-complexes
- tasks
- clathrin protein classification
- entity level
- method
- configuration type
- reported_configuration
- version
- Paper-specific evaluated pipeline; exact checkpoint not inferred from label
- legacy kinds
- model
- entity classification
- review date: 2026-09-17; rationale: This source-scoped entry preserves the method/configuration actually named in an evaluation. It is neither a global family identity nor proof of an immutable checkpoint; the linked evaluation retains adaptation, fitting and scoring details.; source ids: part2-clathrin-plm-2025; source locator: Table 3, row SVM, column ACC; XML row13 column2; ambiguities: Configuration means the source-labelled evaluated identity. It does not establish missing checkpoint hashes, default settings or equivalence to same-named records in other papers.