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Evaluation

seurat_full · scIB official RNA metrics export · pancreas

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

Research readiness

These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.

Release 2026-09-29-06401fd5b220 · 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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing
  • annotations: verification is missing
  • dependence: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • recipe pinned: verification is missing
  • resource estimate: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • independent validation: verification is missing
  • overlap checked: verification is missing

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.

Read reviewed discrepancy investigations

Evaluation results

1 evaluation · 13 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.675 ASW_label
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 4 (ASW_label)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.959 graph_conn
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 10 (graph_conn)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.522 kBET
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 11 (kBET)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.0769 isolated_label_F1
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 8 (isolated_label_F1)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.954 PCR_batch
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 6 (PCR_batch)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.386 iLISI
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 12 (iLISI)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.798 isolated_label_silhouette
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 9 (isolated_label_silhouette)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.585 cell_cycle_conservation
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 7 (cell_cycle_conservation)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.801 ASW_label/batch
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 5 (ASW_label/batch)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.894 ARI_cluster/label
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 3 (ARI_cluster/label)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.845 NMI_cluster/label
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 2 (NMI_cluster/label)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
0.0786 hvg_overlap
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 14 (hvg_overlap)
Configuration: seurat_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreas
Dataset subset: pancreas
1 cLISI
score · higher

Uncertainty: status: unreported

Coverage: Not reported scored / Not reported eligible

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

seurat_full · scIB official RNA metrics export · pancreas

scIB official RNA metrics export

Aggregation: unreported

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 87, column 13 (cLISI)

Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.

Evaluation procedure

scIB official RNA metrics export

Configuration
seurat_full · full_feature, scaled
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 2026-09-29-06401fd5b220
Property and statementOriginal source and locationReview and provenance
attributes.comparison.adaptation
unreported
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 87, 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

attributes.comparison.aggregation
metric-specific; inspect each result
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 87, 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

attributes.comparison.dataset_version
3afbffd3674726e5146797be21cf6bd7470a2c5f
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 87, 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

attributes.comparison.inputs
unreported
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 87, 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

attributes.comparison.population
pancreas
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 87, 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

attributes.comparison.protocol_id
acquired-protocol-3f6fa62242423922b5f2
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 87, 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

attributes.comparison.split
pancreas
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 87, 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

attributes.conditions.batches
9
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 87, 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

attributes.conditions.cells
16382
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 87, 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

attributes.conditions.configuration
seurat_full
Context-only references
scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 87, 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

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: discovered

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: acquired-evaluation-382fae8adda6b6f7e227

origin
author_reported
protocol
scIB official RNA metrics export
source locator
data/metrics.csv row 87, column 2 (NMI_cluster/label)
conditions
batches: 9; cells: 16382; configuration: seurat_full; 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: scaled
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: unreported; scored count: unreported
Related records

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