These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.
Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified
Exact outcomes, predictions, identifiers and evaluator are connected.
Missing or unresolved evidence
Verified: Not verified
Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.
Missing or unresolved evidence
Verified: Not verified
A pinned recipe describes the inputs, environment and resource requirements.
Missing or unresolved evidence
Verified: Not verified
Separate data and exposure records support an independent test.
Missing or unresolved evidence
Verified: Not verified
Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.
No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.
1 evaluation · 1 result. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: mRNABERT | Task: translation-efficiency prediction Dataset: human ultra-long mRNAs | 0.669 R-squared unitless · unknown Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcemRNABERT: translation-efficiency prediction human translation-efficiency regression at 3066-nt input Aggregation: Not reported mRNABERT: 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. Release 2026-09-29-06401fd5b220.
A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
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.
8 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.split paper evaluation Context-only references | mrnabert journal Supplementary Information — pinned PDF No field-specific location recorded Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Published supplementary PDF 41467_2025_65340_MOESM1_ESM.pdf; sha256:2820d9385389e41e9213223608b26c84bf6bffbba57ff48fd5dda17fb78a8aed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record Archive member: 41467_2025_65340_MOESM1_ESM.pdf |
| attributes.split paper evaluation Context-only references | mRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset No field-specific location recorded Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: journal full text in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.version Not reported Context-only references | mrnabert journal Supplementary Information — pinned PDF No field-specific location recorded Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Published supplementary PDF 41467_2025_65340_MOESM1_ESM.pdf; sha256:2820d9385389e41e9213223608b26c84bf6bffbba57ff48fd5dda17fb78a8aed | missing or unspecified No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record Archive member: 41467_2025_65340_MOESM1_ESM.pdf |
| attributes.version Not reported Context-only references | mRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset No field-specific location recorded Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: journal full text in PMC | missing or unspecified No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| description No value recorded Context-only references | mrnabert journal Supplementary Information — pinned PDF No field-specific location recorded Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Published supplementary PDF 41467_2025_65340_MOESM1_ESM.pdf; sha256:2820d9385389e41e9213223608b26c84bf6bffbba57ff48fd5dda17fb78a8aed | missing or unspecified No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record Archive member: 41467_2025_65340_MOESM1_ESM.pdf |
| description No value recorded Context-only references | mRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset No field-specific location recorded Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: journal full text in PMC | missing or unspecified No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| name human ultra-long mRNAs Context-only references | mrnabert journal Supplementary Information — pinned PDF No field-specific location recorded Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Published supplementary PDF 41467_2025_65340_MOESM1_ESM.pdf; sha256:2820d9385389e41e9213223608b26c84bf6bffbba57ff48fd5dda17fb78a8aed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record Archive member: 41467_2025_65340_MOESM1_ESM.pdf |
| name human ultra-long mRNAs Context-only references | mRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset No field-specific location recorded Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: journal full text in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
View linked audit checks and correction history
Release 2026-09-29-06401fd5b220 · Record review: needs review
Stable ID: reported-dataset-1744719eef145b