Geneformer: family Geneformer
Source identifies the evaluated Geneformer model and expression-ranking representation. Preserve the source-specific adaptation and unknown checkpoint. Family membership adds no independent evidence and does not remove quoted-result caveats.
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.
12 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.field links:family:catalog-model-geneformer Context-only references | ctheodoris/Geneformer: README.md Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 | 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:family:catalog-model-geneformer Context-only references | scELMo: Embeddings from Language Models are Good Learners for Single-cell Data Analysis Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: preprint archived 2025-08-23 | 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 Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Context-only references | ctheodoris/Geneformer: README.md Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 | 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 Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Context-only references | scELMo: Embeddings from Language Models are Good Learners for Single-cell Data Analysis Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: preprint archived 2025-08-23 | 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 | ctheodoris/Geneformer: README.md Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 | 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 catalog-model-geneformer Context-only references | scELMo: Embeddings from Language Models are Good Learners for Single-cell Data Analysis Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: preprint archived 2025-08-23 | 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 Source identifies the evaluated Geneformer model and expression-ranking representation. Preserve the source-specific adaptation and unknown checkpoint. Family membership adds no independent evidence and does not remove quoted-result caveats. Context-only references | ctheodoris/Geneformer: README.md Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 | 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 |
| description Source identifies the evaluated Geneformer model and expression-ranking representation. Preserve the source-specific adaptation and unknown checkpoint. Family membership adds no independent evidence and does not remove quoted-result caveats. Context-only references | scELMo: Embeddings from Language Models are Good Learners for Single-cell Data Analysis Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: preprint archived 2025-08-23 | 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-d60f505aabb19c Context-only references | ctheodoris/Geneformer: README.md Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 | 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 |
| Relationship: subject reported-model-d60f505aabb19c Context-only references | scELMo: Embeddings from Language Models are Good Learners for Single-cell Data Analysis Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: preprint archived 2025-08-23 | 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
2 source records and release history
- scELMo: Embeddings from Language Models are Good Learners for Single-cell Data Analysis · Original source · preprint archived 2025-08-23
- ctheodoris/Geneformer: README.md · Original source · 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5
Technical metadata and extraction receipts
Stable ID: model-evaluation-identity-ac787e01b87b9aa3e006
- areas
- cells-tissues
- field
- links:family:catalog-model-geneformer
- target id
- catalog-model-geneformer
- source locator
- Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT)
- 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. Source identifies the evaluated Geneformer model and expression-ranking representation. Preserve the source-specific adaptation and unknown checkpoint. Family membership adds no independent evidence and does not remove quoted-result caveats.
Related records
- subject: Geneformer