result · source checked
0.669 R-squared
mRNABERT · R-squared · human ultra-long mRNAs
- Tested model
- mRNABERT
- Task or benchmark
- translation-efficiency prediction
- Dataset
- human ultra-long mRNAs
- Procedure
- human translation-efficiency regression at 3066-nt input
- Evaluation
- mRNABERT: translation-efficiency prediction
- Evidence
- Author-reported evaluation · source checkedmRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset · Table 2, mRNABERT (3066) row, Human R-squared column
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 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| mRNABERT: translation-efficiency prediction human translation-efficiency regression at 3066-nt input Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.669 R-squared Unit: unitless · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedmRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset · Table 2, mRNABERT (3066) row, Human R-squared column Source checking is not independent reproduction. |
Sources and history
Release 2026-09-16-d74d282221a9 · Record review: source checked
- mRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset · Original source · journal full text in PMC
Technical metadata and extraction receipts
Stable ID: b2-mrnabert-2025
- areas
- rna-transcriptomes
- tasks
- translation-efficiency prediction
- printed value
- 0.669
- numeric value
- 0.669
- metric
- R-squared
- metric direction
- unknown
- unit
- unitless
- uncertainty
- Not reported
- source locator
- Table 2, mRNABERT (3066) row, Human R-squared column
- review
- method: independent_ai_table_review; reviewer: Codex secondary table review; reviewed at: 2026-09-16T10:38:57.558216+00:00; notes: Resolved Human group and its R-squared subcolumn. mRNABERT (3066) reports 0.669; Human Spearman is 0.814 and Mouse R-squared is 0.649. Caption specifies ultra-long mRNA translation-efficiency prediction.; evidence: Original PMC XML table headers, row groups and caption inspected; printed value 0.669.; artifact sha256: ff08ba895b7080446c08a930548b48a0041ae990c222ebb07e6ba7dcaf48ad44; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12644827/fullTextXML
- legacy id
- b2-mrnabert-2025
- legacy row
- id: b2-mrnabert-2025; paper id: mrnabert-2025; domain id: rna-transcriptomes; task: translation-efficiency prediction; model: mRNABERT; model version: 3066-nt input; dataset: human ultra-long mRNAs; dataset version: Not reported; split: paper evaluation; metric: R-squared; value: 0.669; unit: unitless; uncertainty: Not reported; protocol: human translation-efficiency regression at 3066-nt input; source locator: Table 2, mRNABERT (3066) row, Human R-squared column; source url: https://pmc.ncbi.nlm.nih.gov/articles/PMC12644827/; evaluation origin: author_reported; reviewed utc: 2026-09-15T23:33:26Z
- missing metadata
- dataset version: not_reported_in_legacy_extract; uncertainty: not_reported_in_legacy_extract
Related records
- evaluation: mRNABERT: translation-efficiency prediction
- subject: Reported R-squared for mRNABERT