scGPT: family scGPT
Primary study identifies scGPT and its cell-expression embeddings. Keep exact study configuration, probe/fitting procedure and evidence origin; no checkpoint revision is inferred.
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-scgpt Context-only references | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification (XML retrieved 2026-09-23) Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: PMC full-text XML retrieved 2026-09-23; differs from archived extraction | 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:family:catalog-model-scgpt Context-only references | bowang-lab/scGPT: README.md Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: cebd6fae655b9c585a4807daa3ac31bb764f06b4 | 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 Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Context-only references | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification (XML retrieved 2026-09-23) Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: PMC full-text XML retrieved 2026-09-23; differs from archived extraction | 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 Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Context-only references | bowang-lab/scGPT: README.md Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: cebd6fae655b9c585a4807daa3ac31bb764f06b4 | 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-scgpt Context-only references | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification (XML retrieved 2026-09-23) Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: PMC full-text XML retrieved 2026-09-23; differs from archived extraction | 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-scgpt Context-only references | bowang-lab/scGPT: README.md Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: cebd6fae655b9c585a4807daa3ac31bb764f06b4 | 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 Primary study identifies scGPT and its cell-expression embeddings. Keep exact study configuration, probe/fitting procedure and evidence origin; no checkpoint revision is inferred. Context-only references | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification (XML retrieved 2026-09-23) Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: PMC full-text XML retrieved 2026-09-23; differs from archived extraction | 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 Primary study identifies scGPT and its cell-expression embeddings. Keep exact study configuration, probe/fitting procedure and evidence origin; no checkpoint revision is inferred. Context-only references | bowang-lab/scGPT: README.md Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: cebd6fae655b9c585a4807daa3ac31bb764f06b4 | 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-3bdb3093e8d531 Context-only references | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification (XML retrieved 2026-09-23) Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: PMC full-text XML retrieved 2026-09-23; differs from archived extraction | 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-3bdb3093e8d531 Context-only references | bowang-lab/scGPT: README.md Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: cebd6fae655b9c585a4807daa3ac31bb764f06b4 | 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 |
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
- Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification (XML retrieved 2026-09-23) · Original source · PMC full-text XML retrieved 2026-09-23; differs from archived extraction
- bowang-lab/scGPT: README.md · Original source · cebd6fae655b9c585a4807daa3ac31bb764f06b4
Technical metadata and extraction receipts
Stable ID: model-evaluation-identity-398138ed5d72029e03ad
- areas
- cells-tissues
- field
- links:family:catalog-model-scgpt
- target id
- catalog-model-scgpt
- source locator
- Zero-shot baseline methods and Table 2; scGPT pretrained on 33 million CELLxGENE cells
- 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. Primary study identifies scGPT and its cell-expression embeddings. Keep exact study configuration, probe/fitting procedure and evidence origin; no checkpoint revision is inferred.
Related records
- subject: scGPT