Result

Accuracy of scaLR on PBMCs-BS

0.942 Accuracy

Methods

Tested pipeline: scaLR
Task: PBMC cell-type classification
Dataset: PBMCs-BS
Procedure: All features and samples from PBMCs-BS.
Evaluation: scaLR: PBMC cell-type classification
Coverage: Not reported scored / Not reported eligible
Uncertainty: Not yet extracted
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.

Reproduction

Split: Not reported
Adaptation: Not reported
Scoring implementation: Not reported

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

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.

1 evidence row matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statement	Original source and location	Review and provenance
Printed value 0.942 Individual claims	scaLR: a low-resource deep neural network-based platform for single cell analysis and biomarker discovery Original source ↗ Table 2, scaLR row, Cell type Accuracy column Version: version of record Retrieved: 2026-09-16T10:44:03.403844+00:00	source checked ["ai-assisted-source-review"] · 2026-09-16T10:44:03.403844+00:00 author reported Audit details 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. Field: `attributes.printed_value` Claim: claim-lit-b3-015 Source artifact SHA-256: `829afab6a4e30997c608745d3eb280105b8c5c4e601020ffdc55c866144527ca` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact Extraction artifact SHA-256: `829afab6a4e30997c608745d3eb280105b8c5c4e601020ffdc55c866144527ca` Extraction artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

1 source record and release history

scaLR: a low-resource deep neural network-based platform for single cell analysis and biomarker discovery · Original source · version of record

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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: accuracy
metric direction: unknown
unit: unitless
source locator: Table 2, scaLR row, Cell type Accuracy column
review: method: ai-assisted-source-review; reviewer: codex; reviewed at: 2026-09-16T10:44:03.403844+00:00; 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; method note: independent; table-level review; reviewer note: role: omics research agent; independent source-table review; not human review; note: 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.
legacy id: lit-b3-015
missing metadata: dataset version: reason: unextracted; model version: reason: unextracted; split: reason: unextracted; uncertainty: reason: unextracted

Related records

evaluation: scaLR: PBMC cell-type classification
subject: Reported Cell-type accuracy for scaLR

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