Result

0.96 ± 0.005 Val Accuracy

ESM Only: Val Accuracy on Protective-antigen classification feature comparison

Tested configuration: ESM Only
Protocol: Protective-antigen classification feature comparison (vaccine-antigen candidate prediction)
Dataset: Protective-antigen classification feature comparison
Procedure: Original 509 features vs ESM 1,280 features vs combined 1,789 features. 372 protection-positive and 3,720 protection-negative samples.
Evaluation: ESM Only: Protective-antigen classification feature comparison
Evidence: Author-reported evaluation · source checkedEnhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features · Table 1., row ESM Only, column Val Accuracy; XML row3 column2

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: needs review. Source checked does not mean independently reproduced.

Evaluation results

Release 2026-09-17-d277315f7d76 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.

Evaluation setupMetricEvidence origin

Results grouped by the exact reported evaluation
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
0.96 ± 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.

Evidence 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.

1 evidence row matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-d277315f7d76
Property and statement	Original source and location	Review and provenance
Reported result 0.96 ± 0.005 Individual claims	Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features Original source ↗ Table 1., row ESM Only, column Val Accuracy; XML row3 column2 Version: preprint version in PMC Retrieved: 2026-09-17T07:56:15.123850+00:00	source checked Primary-table transcription and separate automated source review · 2026-09-17 author reported Audit details Source checked does not mean experimentally reproduced. Field: `attributes.printed_value` Source artifact SHA-256: `b76fff917addd0e9ff8a2fc843496132ecf832d3ceef248e3edf2dbc78baab5f` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact

All evidence (CSV)All evidence (JSONL)How to read the evidence

Sources and history

Release 2026-09-17-d277315f7d76 · Record review: source checked

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

Download this release

Technical metadata and extraction receipts

Stable ID: paper-result-6884d284eba92a5c06

areas: proteins-complexes
tasks: vaccine-antigen candidate prediction
printed value: 0.96 ± 0.005
numeric value: 0.96
metric: Val Accuracy
metric direction: higher
unit: fraction
uncertainty: type: reported_plus_minus_type_unresolved; value: 0.005
eligible count: Not reported
scored count: Not reported
reported population: Not reported
source locator: Table 1., row ESM Only, column Val Accuracy; XML row3 column2
source occurrences: source id: part2-vaxign-esm-2024; locator: Table 1., row ESM Only, column Val Accuracy; XML row3 column2
review: method: Primary-table transcription and separate automated source review; date: 2026-09-17; note: Source checked does not mean experimentally reproduced.
missing metadata: scored count: unreported; eligible count: unextracted; checkpoint revision: unextracted; uncertainty: inapplicable

Related records

evaluation: ESM Only: Protective-antigen classification feature comparison

Suggest a correction