result · source checked
0.942 Cell-type accuracy
scaLR · Cell-type accuracy · PBMCs-BS
- Tested model
- scaLR
- Task or benchmark
- PBMC cell-type classification
- Dataset
- PBMCs-BS
- Procedure
- All features and samples from PBMCs-BS.
- Evaluation
- scaLR: PBMC cell-type classification
- Evidence
- Author-reported evaluation · source checkedscaLR: a low-resource deep neural network-based platform for single cell analysis and biomarker discovery · Table 2, scaLR row, Cell type Accuracy column
A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: needs review. Source checked does not mean independently reproduced.
Evaluation 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 |
|---|---|---|
| scaLR: PBMC cell-type classification All features and samples from PBMCs-BS. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.942 Cell-type accuracy Unit: unitless · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedscaLR: a low-resource deep neural network-based platform for single cell analysis and biomarker discovery · Table 2, scaLR row, Cell type Accuracy column Source checking is not independent reproduction. |
Sources and history
Release 2026-09-16-d74d282221a9 · Record review: source checked
- scaLR: a low-resource deep neural network-based platform for single cell analysis and biomarker discovery · Original source · version of record
Technical metadata and extraction receipts
Stable ID: lit-b3-015
- areas
- cells-tissues
- tasks
- PBMC cell-type classification
- printed value
- 0.942
- numeric value
- 0.942
- metric
- Cell-type accuracy
- metric direction
- unknown
- unit
- unitless
- uncertainty
- Not reported
- source locator
- Table 2, scaLR row, Cell type Accuracy column
- review
- method: independent_ai_table_review; reviewer: Codex omics research agent; independent source-table review, not human review; reviewed at: 2026-09-16T10:44:03.403844+00:00; notes: PBMCs-BS all-feature/all-sample cell-type accuracy block, not cell-state accuracy or time. Footnote letters on model labels excluded from identity. Source check verifies central value and table context, not experiment reproduction or all metadata.; evidence: {"table_xml_id": "TB2", "row_cells": ["scaLRa", "0.942", "27:50", "9.778", "0.840", "40:50", "8.679"], "selected_cell_zero_based": 1, "selected_cell_xml": "<td align=\"left\" rowspan=\"1\" colspan=\"1\">\n<bold>0.942</bold>\n</td>", "caption": "Accuracy, wall-clock time, and memory usage of different pipelines executed using all features and samples from the PBMCs-BS dataset."}; artifact sha256: 829afab6a4e30997c608745d3eb280105b8c5c4e601020ffdc55c866144527ca; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12121358/fullTextXML
- legacy id
- lit-b3-015
- legacy row
- id: lit-b3-015; paper id: scalr-2025; domain id: cells-tissues; task: PBMC cell-type classification; model: scaLR; model version: Not reported; dataset: PBMCs-BS; dataset version: Not reported; split: Not reported; metric: Cell-type accuracy; value: 0.942; unit: unitless; uncertainty: Not reported; protocol: All features and samples from PBMCs-BS.; source locator: Table 2, scaLR row, Cell type Accuracy column; source url: https://pmc.ncbi.nlm.nih.gov/articles/PMC12121358/; evaluation origin: author_reported; reviewed utc: 2026-09-15T23:29:32Z
- missing metadata
- model version: not_reported_in_legacy_extract; dataset version: not_reported_in_legacy_extract; split: not_reported_in_legacy_extract; uncertainty: not_reported_in_legacy_extract
Related records
- evaluation: scaLR: PBMC cell-type classification
- subject: Reported Cell-type accuracy for scaLR