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Evaluation

GRNVBEM · BEELINE 2020 Figure 2 · LI

BEELINE 2020 Figure 2; LI. Source checked, not independently reproduced.

Evaluation results

Release 2026-09-19-eb6149e5d766 · 1 evaluation · 2 metric rows. Different protocols are not a single leaderboard. Charts retain each source table’s protocol and dataset.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
GRNVBEM · BEELINE 2020 Figure 2 · LI

BEELINE 2020 Figure 2

Author-reported evaluation · Evaluation metadata: discovered

2.787212787 AUPRC Ratio

Unit: ratio · Direction: higher

Aggregation: Median across source-described simulation datasets

Uncertainty: status: unreported

Scored: Not reported · Eligible: Not reported

source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 2 source CSV row 12, column 2

Source checking is not independent reproduction.

0.769230769 Stability Across Datasets

Unit: fraction · Direction: higher

Aggregation: Median across source-described simulation datasets

Uncertainty: status: unreported

Scored: Not reported · Eligible: Not reported

source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 2 source CSV row 12, column 8

Source checking is not independent reproduction.

Methods and reproduction

BEELINE 2020 Figure 2; LI. Source checked, not independently reproduced.

configuration
GRNVBEM
protocol
BEELINE 2020 Figure 2 · LI · {}
dataset subset
LI
Split
LI
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.

Evaluation procedure

BEELINE 2020 Figure 2

Configuration
GRNVBEM
Protocol
BEELINE 2020 Figure 2 · LI · {}
Dataset subset
LI
origin
Author-reported evaluation
configuration
Not reported
protocol id
acquired-protocol-18da78ff7de51ffb5605
dataset version
10.1038/s41592-019-0690-6 source data published 2020
split
LI
population
LI
inputs
{}
adaptation
unreported
aggregation
metric-specific; inspect each result

Metadata review: discovered. Unreported conditions prevent automatic comparisons.

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.

19 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-19-eb6149e5d766
Property and statementOriginal source and locationReview and provenance
attributes.comparison.adaptation

unreported

Context-only references
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 2 source CSV row 12, column 2

Version: 10.1038/s41592-019-0690-6 source data published 2020
Retrieved: 2026-09-19

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 21df5e45c94decf352af1861340e2ac4052c477a9c173b643dcfcd146fffe506

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

attributes.comparison.aggregation

metric-specific; inspect each result

Context-only references
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 2 source CSV row 12, column 2

Version: 10.1038/s41592-019-0690-6 source data published 2020
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 21df5e45c94decf352af1861340e2ac4052c477a9c173b643dcfcd146fffe506

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

attributes.comparison.dataset_version

10.1038/s41592-019-0690-6 source data published 2020

Context-only references
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 2 source CSV row 12, column 2

Version: 10.1038/s41592-019-0690-6 source data published 2020
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: 21df5e45c94decf352af1861340e2ac4052c477a9c173b643dcfcd146fffe506

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

attributes.comparison.inputs

{}

Context-only references
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 2 source CSV row 12, column 2

Version: 10.1038/s41592-019-0690-6 source data published 2020
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 21df5e45c94decf352af1861340e2ac4052c477a9c173b643dcfcd146fffe506

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

attributes.comparison.population

LI

Context-only references
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 2 source CSV row 12, column 2

Version: 10.1038/s41592-019-0690-6 source data published 2020
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: 21df5e45c94decf352af1861340e2ac4052c477a9c173b643dcfcd146fffe506

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

attributes.comparison.protocol_id

acquired-protocol-18da78ff7de51ffb5605

Context-only references
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 2 source CSV row 12, column 2

Version: 10.1038/s41592-019-0690-6 source data published 2020
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: 21df5e45c94decf352af1861340e2ac4052c477a9c173b643dcfcd146fffe506

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

attributes.comparison.split

LI

Context-only references
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 2 source CSV row 12, column 2

Version: 10.1038/s41592-019-0690-6 source data published 2020
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: 21df5e45c94decf352af1861340e2ac4052c477a9c173b643dcfcd146fffe506

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

attributes.conditions.cell_counts

[2000,5000]

Context-only references
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 2 source CSV row 12, column 2

Version: 10.1038/s41592-019-0690-6 source data published 2020
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.conditions.cell_counts

Source artifact SHA-256: 21df5e45c94decf352af1861340e2ac4052c477a9c173b643dcfcd146fffe506

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

attributes.conditions.dropout

none

Context-only references
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 2 source CSV row 12, column 2

Version: 10.1038/s41592-019-0690-6 source data published 2020
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.conditions.dropout

Source artifact SHA-256: 21df5e45c94decf352af1861340e2ac4052c477a9c173b643dcfcd146fffe506

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

attributes.conditions.notes

Across-dataset stability is median pairwise top-k edge-set Jaccard index (paper Online Methods), not Spearman correlation. Not an independent experimental run.

Context-only references
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 2 source CSV row 12, column 2

Version: 10.1038/s41592-019-0690-6 source data published 2020
Retrieved: 2026-09-19

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.conditions.notes

Source artifact SHA-256: 21df5e45c94decf352af1861340e2ac4052c477a9c173b643dcfcd146fffe506

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-19-eb6149e5d766 · Record review: discovered

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

Stable ID: acquired-evaluation-ec94959d8d993f5040e0

origin
author_reported
protocol
BEELINE 2020 Figure 2
source locator
Figure 2 source CSV row 12, column 2
conditions
cell counts: 2000; 5000; dropout: none; notes: Across-dataset stability is median pairwise top-k edge-set Jaccard index (paper Online Methods), not Spearman correlation. Not an independent experimental run.; simulated dataset count: 20
comparison
protocol id: acquired-protocol-18da78ff7de51ffb5605; dataset version: 10.1038/s41592-019-0690-6 source data published 2020; split: LI; population: LI; inputs: {}; adaptation: unreported; aggregation: metric-specific; inspect each result
missing metadata
checkpoint revision: unreported; scored count: unreported
Related records

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