Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
Configuration
ESM2_AMP_CSE
ESM2_AMP_CSE as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_AMP_CSE, column Accuracy; XML row3 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
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_AMP_CSE, column Accuracy; XML row3 column2Evaluations and results
Release 2026-09-17-d277315f7d76 · 2 evaluations · 11 metric rows. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| ESM2_AMP_CSE: Pan_dataset five-fold PPI cross-validation Configuration: ESM2_AMP_CSEProtocol: Pan_dataset five-fold PPI cross-validation (protein-protein interaction prediction)Dataset: Pan_dataset five-fold PPI cross-validation ESM 2_AMPS, ESM 2_AMP_CSE and ESM 2_DPM evaluated as complete PPI pipelines. Pan_dataset; Table 2 five-fold cross-validation. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.9937 AUC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_AMP_CSE, column AUC; XML row3 column5 Source checking is not independent reproduction. |
| 0.974 Recall Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_AMP_CSE, column Recall; XML row3 column3 Source checking is not independent reproduction. |
| 0.9574 MCC Unit: dimensionless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_AMP_CSE, column MCC; XML row3 column6 Source checking is not independent reproduction. |
| 0.9786 F1 Score Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_AMP_CSE, column F1 Score; XML row3 column4 Source checking is not independent reproduction. |
| 0.9787 Accuracy Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_AMP_CSE, column Accuracy; XML row3 column2 Source checking is not independent reproduction. |
| ESM2_AMP_CSE: real_test PPI held-out evaluation Configuration: ESM2_AMP_CSEProtocol: real_test PPI held-out evaluation (protein-protein interaction prediction)Dataset: real_test PPI held-out evaluation Complete trained PPI pipelines evaluated on real_test. Paper real_test dataset; Table 3. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.5628 MCC Unit: dimensionless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_AMP_CSE, column MCC; XML row3 column6 Source checking is not independent reproduction. |
| 0.7981 F1 Score Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_AMP_CSE, column F1 Score; XML row3 column4 Source checking is not independent reproduction. |
| 0.8064 AUC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_AMP_CSE, column AUC; XML row3 column5 Source checking is not independent reproduction. |
| 0.7665 Accuracy Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_AMP_CSE, column Accuracy; XML row3 column2 Source checking is not independent reproduction. |
| 0.9258 Recall Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_AMP_CSE, column Recall; XML row3 column3 Source checking is not independent reproduction. |
| 0.7014 Precision Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_AMP_CSE, column Precision; XML row3 column7 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-0036d81124876d3435Evidence 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 | ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery Table 2, row ESM2_AMP_CSE, column Accuracy; XML row3 column2 Version: version of record | 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 ESM2_AMP_CSE as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label Individual claims | ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery Table 2, row ESM2_AMP_CSE, column Accuracy; XML row3 column2 Version: version of record | 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
- ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Original source · version of record
Technical metadata and extraction receipts
Stable ID: paper-model-0036d81124876d3435
- areas
- molecular-interactions
- tasks
- protein-protein interaction prediction
- 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-esm2-amp-2025; source locator: Table 2, row ESM2_AMP_CSE, column Accuracy; XML row3 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.