Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
Configuration
MLP
MLP 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 MLP, column ACC; XML row12 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 MLP, column ACC; XML row12 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 |
|---|---|---|
| MLP: Clathrin independent test: selected-embedding classifiers Configuration: MLPProtocol: 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 | ||
| 0.946 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 MLP, column F1; XML row12 column6 Source checking is not independent reproduction. |
| 0.899 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 MLP, column SP; XML row12 column4 Source checking is not independent reproduction. |
| 0.955 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 MLP, column SN; XML row12 column3 Source checking is not independent reproduction. |
| 0.858 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 MLP, column MCC; XML row12 column5 Source checking is not independent reproduction. |
| 0.968 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 MLP, column AUC; XML row12 column7 Source checking is not independent reproduction. |
| 0.933 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 MLP, column ACC; XML row12 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-8bc6dae2e426518385Evidence 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 MLP, column ACC; XML row12 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 MLP 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 MLP, column ACC; XML row12 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-8bc6dae2e426518385
- 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 MLP, column ACC; XML row12 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.