model · method

Vaxign-DL + ESM

Vaxign-DL + ESM is the method recorded for vaccine-antigen candidate prediction. This page preserves the configuration reported by Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features.

1 evaluations · 1 metric rows

At a glance

Explanatory profile: limited source coverage · Automated source review, 2026-09-16. This does not change the review status of its results.

Inputs, outputs and configuration
Property	Description and evidence
Recorded dataset	vaccine candidate validationEnhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 2, 4 Layers row, AUPRC column
Model type	Not extracted or verified for this record.
Known versions	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: Combined skip architecture, four layers, ESM-generated sequence features

Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 2, 4 Layers row, AUPRC column

Benchmarks and results

Release 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.

Evaluated configurationMetricEvidence origin

Results grouped by the exact reported evaluation
Metric and finding	Coverage and uncertainty	Evidence
Vaxign-DL + ESM: vaccine-antigen candidate prediction Model: Vaxign-DL + ESM · Benchmark: vaccine-antigen candidate prediction · Dataset: vaccine candidate validation Combined skip architecture, four layers, ESM-generated sequence features Author-reported evaluation · Evaluation metadata: needs review
0.92 AUPRC Unit: fraction · Direction: unknown	Uncertainty: ±0.013 Scored: Not reported · Eligible: Not reported	source checkedEnhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 2, 4 Layers row, AUPRC column Source checking is not independent reproduction.

Strengths and limitations

Strengths and considerations

No source-reviewed explanatory claims are recorded here yet.

Limitations and conditions

This is an evidence-limited profile. The recorded evaluation context does not establish performance on other datasets or configurations.Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 2, 4 Layers row, AUPRC 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-8ad3e0cefde796

Sources and history

Release 2026-09-16-d74d282221a9 · Record review: needs review

Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Original source · preprint version in PMC

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Technical metadata and extraction receipts

Stable ID: reported-model-8ad3e0cefde796

areas: proteins-complexes
entity level: method
version: Not reported
reported name: Vaxign-DL + ESM
missing metadata: version: not_reported_in_legacy_extract; checkpoint revision: not_reported_in_legacy_extract; training data: not_reported_in_legacy_extract; licence: not_reported_in_legacy_extract

Related records

model: Vaxign-DL + ESM: vaccine-antigen candidate prediction

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