Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
model · method
ESM-2 embedding + paper classifier
ESM-2 embedding + paper classifier is the method recorded for clathrin protein classification. This page preserves the configuration reported by Advancing the accuracy of clathrin protein prediction through multi-source protein language models.
At a glance
Explanatory profile: limited source coverage · Automated source review, 2026-09-16. This does not change the review status of its results.
| Property | Description and evidence |
|---|---|
| Recorded dataset | CLA-IND0.6Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 2, Independent test / ESM-2 row, ACC column |
| Recorded split | independent testAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 2, Independent test / ESM-2 row, ACC column |
| Recorded configuration | not stated in tableAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 2, Independent test / ESM-2 row, ACC column |
| Model type | Not extracted or verified for this record. |
| Training data | Not extracted or verified for this record. |
| Context limits | Not extracted or verified for this record. |
| Access | Not extracted or verified for this record. |
| Code licence | Not extracted or verified for this record. |
| Weights licence | Not extracted or verified for this record. |
How it works
Recorded evaluation
The imported evaluation describes this procedure: single-feature ESM-2 embedding comparison
Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 2, Independent test / ESM-2 row, ACC columnBenchmarks and results
Release 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| ESM-2 embedding + paper classifier: clathrin protein classification Model: ESM-2 embedding + paper classifier · Benchmark: clathrin protein classification · Dataset: CLA-IND0.6 single-feature ESM-2 embedding comparison Independent external evaluation · Evaluation metadata: needs review | ||
| 0.916 accuracy Unit: fraction · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 2, Independent test / ESM-2 row, ACC column Source checking is not independent reproduction. |
Strengths and limitations
Limitations and conditions
- This is an evidence-limited profile. The recorded evaluation context does not establish performance on other datasets or configurations.Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 2, Independent test / ESM-2 row, ACC column
Profile review details
Reviewed the existing release record, its source pointer and linked evaluation context. This is not a fresh full-text architecture review or independent reproduction; numerical review status is unchanged.
Stable record: reported-model-e4710b1c3facf2Sources and history
Release 2026-09-16-d74d282221a9 · 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: reported-model-e4710b1c3facf2
- areas
- proteins-complexes
- entity level
- method
- version
- not stated in table
- reported name
- ESM-2 embedding + paper classifier
- missing metadata
- checkpoint revision: not_reported_in_legacy_extract; training data: not_reported_in_legacy_extract; licence: not_reported_in_legacy_extract