Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification
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Evidence table
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.
14 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.artifact_sha256 77a4a859010259eadf2187465db6ab385efa4927a5eadb95c1e01991044c283f Source metadata | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification No field-specific location recorded Version: preprint archived 2024-01-30 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.artifact_url https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10862733/fullTextXML Source metadata | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification No field-specific location recorded Version: preprint archived 2024-01-30 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.hash_scope Exact retrieved primary paper artifact bytes. Source metadata | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification No field-specific location recorded Version: preprint archived 2024-01-30 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.retrieved_at 2026-09-17T07:54:46.907122+00:00 Source metadata | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification No field-specific location recorded Version: preprint archived 2024-01-30 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.review_scope Source identification and table transcription; no independent experimental reproduction. Source metadata | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification No field-specific location recorded Version: preprint archived 2024-01-30 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.url https://pmc.ncbi.nlm.nih.gov/articles/PMC10862733/ Source metadata | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification No field-specific location recorded Version: preprint archived 2024-01-30 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.version preprint archived 2024-01-30 Source metadata | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification No field-specific location recorded Version: preprint archived 2024-01-30 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| description Primary reference; inspect retrieval status and review scope. Source metadata | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification No field-specific location recorded Version: preprint archived 2024-01-30 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| facets {} Source metadata | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification No field-specific location recorded Version: preprint archived 2024-01-30 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| id evidence-expansion-single-cell-peft-2024-77a4a859 Source metadata | Parameter-Efficient Fine-Tuning Enhances Adaptation of Single Cell Large Language Model for Cell Type Identification No field-specific location recorded Version: preprint archived 2024-01-30 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
Sources and history
Release 2026-09-17-d277315f7d76 · Record review: source checked
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Stable ID: evidence-expansion-single-cell-peft-2024-77a4a859
- url
- https://pmc.ncbi.nlm.nih.gov/articles/PMC10862733/
- version
- preprint archived 2024-01-30
- retrieved at
- 2026-09-17T07:54:46.907122+00:00
- artifact sha256
- 77a4a859010259eadf2187465db6ab385efa4927a5eadb95c1e01991044c283f
- artifact url
- https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10862733/fullTextXML
- hash scope
- Exact retrieved primary paper artifact bytes.
- review scope
- Source identification and table transcription; no independent experimental reproduction.