Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
model · method
GREmLN
GREmLN is the method recorded for cell-type annotation. This page preserves the configuration reported by GREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model.
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 | non-immune cellsGREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN column |
| Recorded split | zero-shotGREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN 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: Zero-shot cell-type annotation using pre-trained cellular graph foundation model
GREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN 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 |
|---|---|---|
| GREmLN: cell-type annotation Zero-shot cell-type annotation using pre-trained cellular graph foundation model Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.937 F1 Unit: fraction · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedGREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN 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.GREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN 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-53d6515bcc1f39Sources and history
Release 2026-09-16-d74d282221a9 · Record review: needs review
- GREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Original source · preprint version in PMC
Technical metadata and extraction receipts
Stable ID: reported-model-53d6515bcc1f39
- areas
- cells-tissues
- entity level
- method
- version
- Not reported
- reported name
- GREmLN
- 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
Related records
- model: GREmLN: cell-type annotation