model · method

CodonBERT

CodonBERT is the method recorded for flu-vaccine mRNA property prediction. This page preserves the configuration reported by CodonBERT large language model for mRNA vaccines.

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	flu-vaccine sequencesCodonBERT large language model for mRNA vaccines · Table 2, CodonBERT row, Flu vaccines Spearman correlation column
Recorded split	paper evaluationCodonBERT large language model for mRNA vaccines · Table 2, CodonBERT row, Flu vaccines Spearman correlation column
Recorded configuration	not stated in tableCodonBERT large language model for mRNA vaccines · Table 2, CodonBERT row, Flu vaccines Spearman correlation column
Model type	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: codon-based model fine-tuned for downstream regression

CodonBERT large language model for mRNA vaccines · Table 2, CodonBERT row, Flu vaccines Spearman correlation 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
CodonBERT: flu-vaccine mRNA property prediction Model: CodonBERT · Benchmark: flu-vaccine mRNA property prediction · Dataset: flu-vaccine sequences codon-based model fine-tuned for downstream regression Author-reported evaluation · Evaluation metadata: needs review
0.81 Spearman rho Unit: unitless · Direction: unknown	Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported	source checkedCodonBERT large language model for mRNA vaccines · Table 2, CodonBERT row, Flu vaccines Spearman correlation 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.CodonBERT large language model for mRNA vaccines · Table 2, CodonBERT row, Flu vaccines Spearman correlation 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-cd246741c378db

Sources and history

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

CodonBERT large language model for mRNA vaccines · Original source · journal full text in PMC

Download this release

Technical metadata and extraction receipts

Stable ID: reported-model-cd246741c378db

areas: rna-transcriptomes
entity level: method
version: not stated in table
reported name: CodonBERT
missing metadata: checkpoint revision: not_reported_in_legacy_extract; training data: not_reported_in_legacy_extract; licence: not_reported_in_legacy_extract

Related records

model: CodonBERT: flu-vaccine mRNA property prediction

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