scRegNet (Geneformer backbone): uses model Geneformer
Graph learning is combined with a Geneformer backbone; full scRegNet pipeline results are not standalone Geneformer results.
Evidence
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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.
6 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.field links:uses_model:catalog-model-geneformer Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning Methods scFM encoder and GNN encoder; Tables 2 and 3 scRegNet(w/ Geneformer) Version: PMC11838224.2 | 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 Methods scFM encoder and GNN encoder; Tables 2 and 3 scRegNet(w/ Geneformer) Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning Methods scFM encoder and GNN encoder; Tables 2 and 3 scRegNet(w/ Geneformer) Version: PMC11838224.2 | 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 catalog-model-geneformer Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning Methods scFM encoder and GNN encoder; Tables 2 and 3 scRegNet(w/ Geneformer) Version: PMC11838224.2 | 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 Graph learning is combined with a Geneformer backbone; full scRegNet pipeline results are not standalone Geneformer results. Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning Methods scFM encoder and GNN encoder; Tables 2 and 3 scRegNet(w/ Geneformer) Version: PMC11838224.2 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Relationship: subject reported-model-60455ff7cc0c15 Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning Methods scFM encoder and GNN encoder; Tables 2 and 3 scRegNet(w/ Geneformer) Version: PMC11838224.2 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| name scRegNet (Geneformer backbone): uses model Geneformer Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning Methods scFM encoder and GNN encoder; Tables 2 and 3 scRegNet(w/ Geneformer) Version: PMC11838224.2 | 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
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Release 2026-09-29-06401fd5b220 · Record review: source checked
1 source records and release history
- Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning · Original source · PMC11838224.2
Technical metadata and extraction receipts
Stable ID: model-evaluation-identity-6b8750b0eb008666f1ee
- areas
- cells-tissues
- field
- links:uses_model:catalog-model-geneformer
- target id
- catalog-model-geneformer
- source locator
- Methods scFM encoder and GNN encoder; Tables 2 and 3 scRegNet(w/ Geneformer)
- 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. Graph learning is combined with a Geneformer backbone; full scRegNet pipeline results are not standalone Geneformer results.
Related records
- subject: scRegNet (Geneformer backbone)