rewirebio.iobenchmarks
Evaluation

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export; pancreas. Source checked, not independently reproduced.

Evaluation results

1 evaluation · 12 results. Different protocols are not a single leaderboard.

Protocol: scIB official RNA metrics export · pancreas · Dataset subset: pancreas

Sorted by Adjusted rand index (clusters vs cell-type labels) (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configurationAdjusted rand index (clusters vs cell-type labels)Normalized mutual information (clusters vs cell-type labels)Scib asw batchScib asw labelScib cell cycle conservationScib clisiScib graph connectivityScib ilisiScib isolated label F1Scib isolated label silhouetteScib kbetScib pcr batch
fastmnn_embed · full_feature, unscaledEvaluation0.8880.8640.8850.5690.84110.9620.1580.1060.5340.3890.665
All 12 result rows with coverage, uncertainty and sources
Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
1 Scib clisi
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 13 (cLISI)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.569 Scib asw label
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 4 (ASW_label)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.864 Normalized mutual information (clusters vs cell-type labels)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 2 (NMI_cluster/label)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.389 Scib kbet
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 11 (kBET)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.841 Scib cell cycle conservation
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 7 (cell_cycle_conservation)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.962 Scib graph connectivity
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 10 (graph_conn)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.106 Scib isolated label F1
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 8 (isolated_label_F1)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.888 Adjusted rand index (clusters vs cell-type labels)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 3 (ARI_cluster/label)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.665 Scib pcr batch
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 6 (PCR_batch)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.534 Scib isolated label silhouette
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 9 (isolated_label_silhouette)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.885 Scib asw batch
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 5 (ASW_label/batch)
Configuration: fastmnn_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.158 Scib ilisi
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

fastmnn_embed · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 339, column 12 (iLISI)

Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-11-02-a7f03c9e55a5 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Evaluation procedure

scIB official RNA metrics export

Configuration
fastmnn_embed · full_feature, unscaled
Protocol
scIB official RNA metrics export · pancreas
Dataset subset
pancreas
origin
Author-reported evaluation
configuration
Not reported
protocol id
acquired-protocol-3f6fa62242423922b5f2
dataset version
3afbffd3674726e5146797be21cf6bd7470a2c5f
split
pancreas
population
pancreas
inputs
unreported
adaptation
unreported
aggregation
metric-specific; inspect each result

Metadata review: discovered. Unreported conditions prevent automatic comparisons.

Reproduction

Split
pancreas
Adaptation
unreported
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.

22 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Comparison: adaptation
unreported
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 339, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

Comparison: aggregation
metric-specific; inspect each result
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 339, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

Comparison: dataset version
3afbffd3674726e5146797be21cf6bd7470a2c5f
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 339, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

Comparison: inputs
unreported
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 339, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

Comparison: population
pancreas
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 339, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

Comparison: protocol id
acquired-protocol-3f6fa62242423922b5f2
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 339, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

Comparison: split
pancreas
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 339, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

Conditions: batches
9
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 339, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.conditions.batches

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

Conditions: cells
16382
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 339, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.conditions.cells

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

Conditions: configuration
fastmnn_embed
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 339, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.conditions.configuration

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: discovered

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: acquired-evaluation-3982a8b773bf7bf9cd3b

origin
author_reported
protocol
scIB official RNA metrics export
source locator
data/metrics.csv row 339, column 2 (NMI_cluster/label)
conditions
batches: 9; cells: 16382; configuration: fastmnn_embed; features: full_feature; labels: 14; notes: Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; scaling: unscaled
comparison
protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset version: 3afbffd3674726e5146797be21cf6bd7470a2c5f; split: pancreas; population: pancreas; inputs: unreported; adaptation: unreported; aggregation: metric-specific; inspect each result
missing metadata
checkpoint revision: reason: unreported; scored count: reason: unreported
Related records

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