Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
model · method
Best frozen single-cell foundation model
Best frozen single-cell foundation model is the method recorded for Donor-aware age-class prediction. This page preserves the configuration reported by Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing.
At a glance
Explanatory profile: limited source coverage · Automated source review, 2026-09-16. This does not change the review status of its results.
| Property | Description and evidence |
|---|---|
| Recorded dataset | AIDA v2 PBMC cohortInflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing · Table 2, AIDA v2 row, scFM BA ± SD column |
| Model type | Not extracted or verified for this record. |
| Known versions | Not extracted or verified for this record. |
| Training data | Not extracted or verified for this record. |
| Context limits | Not extracted or verified for this record. |
| Access | Not extracted or verified for this record. |
| Code licence | Not extracted or verified for this record. |
| Weights licence | Not extracted or verified for this record. |
How it works
Recorded evaluation
The imported evaluation describes this procedure: Same donor-aware splits and logistic-regression probe as expression PCA; text names Geneformer as best model on AIDA v2.
Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing · Table 2, AIDA v2 row, scFM BA ± SD columnBenchmarks and results
Release 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| Best frozen single-cell foundation model: Donor-aware age-class prediction Model: Best frozen single-cell foundation model · Benchmark: Donor-aware age-class prediction · Dataset: AIDA v2 PBMC cohort Same donor-aware splits and logistic-regression probe as expression PCA; text names Geneformer as best model on AIDA v2. Independent external evaluation · Evaluation metadata: needs review | ||
| 0.322 Balanced accuracy Unit: unitless · Direction: unknown | Uncertainty: ± 0.008 standard deviation Scored: Not reported · Eligible: Not reported | source checkedInflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing · Table 2, AIDA v2 row, scFM BA ± SD column Source checking is not independent reproduction. |
Strengths and limitations
Limitations and conditions
- This is an evidence-limited profile. The recorded evaluation context does not establish performance on other datasets or configurations.Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing · Table 2, AIDA v2 row, scFM BA ± SD column
Profile review details
Reviewed the existing release record, its source pointer and linked evaluation context. This is not a fresh full-text architecture review or independent reproduction; numerical review status is unchanged.
Stable record: reported-model-148b613975b6ebSources and history
Release 2026-09-16-d74d282221a9 · Record review: needs review
- Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing · Original source · PMC archival version PMC13407579.1
Technical metadata and extraction receipts
Stable ID: reported-model-148b613975b6eb
- areas
- cells-tissues
- entity level
- method
- version
- Not reported
- reported name
- Best frozen single-cell foundation model
- missing metadata
- version: not_reported_in_legacy_extract; checkpoint revision: not_reported_in_legacy_extract; training data: not_reported_in_legacy_extract; licence: not_reported_in_legacy_extract