Result

0.96 ± 0.007 Weighted F1

ESM Only: Weighted F1 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 Weighted F1; XML row3 column5

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 ± 0.007 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.

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 ± 0.007 Individual claims	Enhancing Vaxign-DL for Vaccine Candidate Prediction with added ESM-Generated Features Original source ↗ Table 1., row ESM Only, column Weighted F1; XML row3 column5 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

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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

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Technical metadata and extraction receipts

Stable ID: paper-result-f4fc84c79d3f4a5dd2

areas: proteins-complexes
tasks: vaccine-antigen candidate prediction
printed value: 0.96 ± 0.007
numeric value: 0.96
metric: Weighted F1
metric direction: higher
unit: fraction
uncertainty: type: reported_plus_minus_type_unresolved; value: 0.007
eligible count: Not reported
scored count: Not reported
reported population: Not reported
source locator: Table 1., row ESM Only, column Weighted F1; XML row3 column5
source occurrences: source id: part2-vaxign-esm-2024; locator: Table 1., row ESM Only, column Weighted F1; XML row3 column5
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

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