Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
Configuration
ESM Only
ESM Only as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 1., row ESM Only, column Val 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
Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 1., row ESM Only, column Val Accuracy; XML row3 column2Evaluations and results
Release 2026-09-17-d277315f7d76 · 1 evaluation · 7 metric rows. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| ESM Only: Protective-antigen classification feature comparison Configuration: ESM OnlyProtocol: Protective-antigen classification feature comparison (vaccine-antigen candidate prediction)Dataset: Protective-antigen classification feature comparison Original 509 features vs ESM 1,280 features vs combined 1,789 features. 372 protection-positive and 3,720 protection-negative samples. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.85 ± 0.036 AUPRC Unit: fraction · Direction: higher | Uncertainty: type: reported plus minus type unresolved; value: 0.036 Scored: Not reported · Eligible: Not reported | source checkedEnhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 1., row ESM Only, column AUPRC; XML row3 column7 Source checking is not independent reproduction. |
| 0.98 ± 0.004 Specificity Unit: fraction · Direction: higher | Uncertainty: type: reported plus minus type unresolved; value: 0.004 Scored: Not reported · Eligible: Not reported | source checkedEnhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 1., row ESM Only, column Specificity; XML row3 column4 Source checking is not independent reproduction. |
| 0.75 ± 0.063 Sensitivity Unit: fraction · Direction: higher | Uncertainty: type: reported plus minus type unresolved; value: 0.063 Scored: Not reported · Eligible: Not reported | source checkedEnhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 1., row ESM Only, column Sensitivity; XML row3 column3 Source checking is not independent reproduction. |
| 0.96 ± 0.005 Val Accuracy Unit: fraction · Direction: higher | Uncertainty: type: reported plus minus type unresolved; value: 0.005 Scored: Not reported · Eligible: Not reported | source checkedEnhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 1., row ESM Only, column Val Accuracy; XML row3 column2 Source checking is not independent reproduction. |
| 0.77 ± 0.043 MCC Unit: dimensionless · Direction: higher | Uncertainty: type: reported plus minus type unresolved; value: 0.043 Scored: Not reported · Eligible: Not reported | source checkedEnhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 1., row ESM Only, column MCC; XML row3 column6 Source checking is not independent reproduction. |
| 0.94 AUROC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedEnhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 1., row ESM Only, column AUROC; XML row3 column8 Source checking is not independent reproduction. |
| 0.96 ± 0.007 Weighted F1 Unit: fraction · Direction: higher | Uncertainty: type: reported plus minus type unresolved; value: 0.007 Scored: Not reported · Eligible: Not reported | source checkedEnhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 1., row ESM Only, column Weighted F1; XML row3 column5 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-d637ae639d81cd6303Evidence 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 | Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features Table 1., row ESM Only, column Val Accuracy; XML row3 column2 Version: preprint version 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 ESM Only as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label Individual claims | Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features Table 1., row ESM Only, column Val Accuracy; XML row3 column2 Version: preprint version 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
- Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Original source · preprint version in PMC
Technical metadata and extraction receipts
Stable ID: paper-model-d637ae639d81cd6303
- areas
- proteins-complexes
- tasks
- vaccine-antigen candidate 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-vaxign-esm-2024; source locator: Table 1., row ESM Only, column Val 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.