DNABERT2-Enhancer: uses model DNABERT-2
Composite transformer/CNN system. Currently typed configuration; use component relation, not family; consider separate pipeline reclassification review.
Evidence
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
Evidence table
Inspect claims, sources and review details
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.
18 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.field links:uses_model:discovery-model-dnabert-2 Context-only references | Utilizing a deep learning model based on BERT for identifying enhancers and their strength DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) 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.field links:uses_model:discovery-model-dnabert-2 Context-only references | MAGICS-LAB/DNABERT_2: README.md DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: f25bed9ee20db966dff39e5c1571249d04e36404 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact |
| attributes.field links:uses_model:discovery-model-dnabert-2 Context-only references | MAGICS-LAB/DNABERT_2 README.md DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: f25bed9ee20db966dff39e5c1571249d04e36404 | 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.source_locator DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) Context-only references | Utilizing a deep learning model based on BERT for identifying enhancers and their strength DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) 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.source_locator DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) Context-only references | MAGICS-LAB/DNABERT_2: README.md DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: f25bed9ee20db966dff39e5c1571249d04e36404 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact |
| attributes.source_locator DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) Context-only references | MAGICS-LAB/DNABERT_2 README.md DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: f25bed9ee20db966dff39e5c1571249d04e36404 | 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.target_id discovery-model-dnabert-2 Context-only references | Utilizing a deep learning model based on BERT for identifying enhancers and their strength DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) 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.target_id discovery-model-dnabert-2 Context-only references | MAGICS-LAB/DNABERT_2: README.md DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: f25bed9ee20db966dff39e5c1571249d04e36404 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact |
| attributes.target_id discovery-model-dnabert-2 Context-only references | MAGICS-LAB/DNABERT_2 README.md DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: f25bed9ee20db966dff39e5c1571249d04e36404 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| description Composite transformer/CNN system. Currently typed configuration; use component relation, not family; consider separate pipeline reclassification review. Context-only references | Utilizing a deep learning model based on BERT for identifying enhancers and their strength DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4) 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 |
Sources and history
View linked audit checks and correction history
Release 2026-09-29-06401fd5b220 · Record review: source checked
3 source records and release history
- Utilizing a deep learning model based on BERT for identifying enhancers and their strength · Original source · journal full text in PMC
- MAGICS-LAB/DNABERT_2 README.md · Original source · f25bed9ee20db966dff39e5c1571249d04e36404
- MAGICS-LAB/DNABERT_2: README.md · Original source · f25bed9ee20db966dff39e5c1571249d04e36404
Technical metadata and extraction receipts
Stable ID: model-evaluation-identity-d3832fc1f5f5d19d5437
- areas
- dna-genomes
- field
- links:uses_model:discovery-model-dnabert-2
- target id
- discovery-model-dnabert-2
- source locator
- DNABERT2-Enhancer architecture and methods: fine-tuned DNABERT-2 plus CNN | Existing reviewed locator: Abstract (paragraph 1); Results/Comparison of the proposed model with existing methods (paragraph 4)
- review
- method: automated_source_review; date: 2026-09-23; note: Source review establishes this relationship only. Exact evaluated configurations and original numerical review status remain unchanged. Composite transformer/CNN system. Currently typed configuration; use component relation, not family; consider separate pipeline reclassification review.
Related records
- subject: DNABERT2-Enhancer