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Protocol

BEELINE 2020 Figure 5 · hESC · {"reference_network":"STRING","gene_selection":"TFs+1000"}

Source-specific evaluation. Input conditions: {"reference_network":"STRING","gene_selection":"TFs+1000"}. No equivalence to other releases, protocols or model families is inferred.

6 evaluations · 6 metric rows

Published comparisons

Each figure keeps its source, protocol, dataset and metric together. Results from different protocols are shown separately, without a pooled ranking.

BEELINE 2020 Figure 5 · hESC · {"reference_network":"STRING","gene_selection":"TFs+1000"}: Early Precision Ratio

Early Precision Ratio (ratio) · Higher values are better for this metric.

Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.

Evaluation protocol · hESC

  1. PIDC · Configuration · Author-reported evaluation4.12
  2. GENIE3 · Configuration · Author-reported evaluation3.66
  3. GRNBOOST2 · Configuration · Author-reported evaluation3.45
  4. SCODE · Configuration · Author-reported evaluation1.06
  5. PPCOR · Configuration · Author-reported evaluation1.28
  6. SINCERITIES · Configuration · Author-reported evaluation0.68

Source order is preserved. Plotted marks show point estimates; uncertainty, where reported, is retained in the printed values and table. Differences do not establish statistical significance.

BEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 15 through Figure 5 source CSV row 20, column 20
Values, uncertainty and evidence
Early Precision Ratio: original source values
Tested entityPrinted valueUncertaintyEvidence
PIDC · Configuration4.12 ratiostatus: unreportedAuthor-reported evaluation · source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 15
GENIE3 · Configuration3.66 ratiostatus: unreportedAuthor-reported evaluation · source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 16
GRNBOOST2 · Configuration3.45 ratiostatus: unreportedAuthor-reported evaluation · source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 17
SCODE · Configuration1.06 ratiostatus: unreportedAuthor-reported evaluation · source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 18
PPCOR · Configuration1.28 ratiostatus: unreportedAuthor-reported evaluation · source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 19
SINCERITIES · Configuration0.68 ratiostatus: unreportedAuthor-reported evaluation · source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 20
Scope and limitations
  • Source-specific evaluation. Input conditions: {"reference_network":"STRING","gene_selection":"TFs+1000"}. No equivalence to other releases, protocols or model families is inferred.
  • Exact source-defined evaluation scope; reported scores are not rewire reproductions.
  • Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.

Source transcription and grouping reviewed by automated source review on 2026-09-19. These experiments were not independently reproduced by rewire.

Tested entities and results

Release 2026-09-19-eb6149e5d766 · 6 evaluations · 6 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
SINCERITIES · BEELINE 2020 Figure 5 · hESC

BEELINE 2020 Figure 5

Author-reported evaluation · Evaluation metadata: discovered

0.68 Early Precision Ratio

Unit: ratio · Direction: higher

Aggregation: unreported

Uncertainty: status: unreported

Scored: Not reported · Eligible: Not reported

source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 20

Source checking is not independent reproduction.

PIDC · BEELINE 2020 Figure 5 · hESC

BEELINE 2020 Figure 5

Author-reported evaluation · Evaluation metadata: discovered

4.12 Early Precision Ratio

Unit: ratio · Direction: higher

Aggregation: unreported

Uncertainty: status: unreported

Scored: Not reported · Eligible: Not reported

source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 15

Source checking is not independent reproduction.

PPCOR · BEELINE 2020 Figure 5 · hESC

BEELINE 2020 Figure 5

Author-reported evaluation · Evaluation metadata: discovered

1.28 Early Precision Ratio

Unit: ratio · Direction: higher

Aggregation: unreported

Uncertainty: status: unreported

Scored: Not reported · Eligible: Not reported

source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 19

Source checking is not independent reproduction.

GRNBOOST2 · BEELINE 2020 Figure 5 · hESC

BEELINE 2020 Figure 5

Author-reported evaluation · Evaluation metadata: discovered

3.45 Early Precision Ratio

Unit: ratio · Direction: higher

Aggregation: unreported

Uncertainty: status: unreported

Scored: Not reported · Eligible: Not reported

source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 17

Source checking is not independent reproduction.

GENIE3 · BEELINE 2020 Figure 5 · hESC

BEELINE 2020 Figure 5

Author-reported evaluation · Evaluation metadata: discovered

3.66 Early Precision Ratio

Unit: ratio · Direction: higher

Aggregation: unreported

Uncertainty: status: unreported

Scored: Not reported · Eligible: Not reported

source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 16

Source checking is not independent reproduction.

SCODE · BEELINE 2020 Figure 5 · hESC

BEELINE 2020 Figure 5

Author-reported evaluation · Evaluation metadata: discovered

1.06 Early Precision Ratio

Unit: ratio · Direction: higher

Aggregation: unreported

Uncertainty: status: unreported

Scored: Not reported · Eligible: Not reported

source checkedBEELINE: 10.1038/s41592-019-0690-6 source data published 2020 · Figure 5 source CSV row 20, column 18

Source checking is not independent reproduction.

Overview

Source-specific evaluation. Input conditions: {"reference_network":"STRING","gene_selection":"TFs+1000"}. No equivalence to other releases, protocols or model families is inferred.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Evaluation design

Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.

Benchmarks

These source-backed links do not make different protocols or scores interchangeable.

Recorded evaluations

Each evaluation records what was tested and under which conditions.

Run instructions

No runnable recipe has been reviewed for this protocol. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.

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 2026-09-19-eb6149e5d766
Property and statementOriginal source and locationReview and provenance
Relationship: part of

discovery-benchmark-beeline

Individual claims
BEELINE: 10.1038/s41592-019-0690-6 source data published 2020

Original source ↗

Figure 5 source CSV row 20, column 15

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

source checked

ai assisted source review · 2026-09-19

Audit details

Field: links:part_of:discovery-benchmark-beeline

Claim: acquired-membership-0dbcda170118a23e4ae8

Source artifact SHA-256: 1f6a38649aa1fc1d90522e3d09f85f7e5714cc80c585ef679ed7603d7a1c7b70

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-protocol-b3a78798ab8a7602a63a

source locator
Figure 5 source CSV row 20, column 15
procedure
BEELINE 2020 Figure 5
comparison panels
id: acquired-figure-04ec32d7f6385482b979; title: BEELINE 2020 Figure 5 · hESC · {"reference_network":"STRING","gene_selection":"TFs+1000"}: Early Precision Ratio; protocol id: acquired-protocol-b3a78798ab8a7602a63a; dataset id: acquired-dataset-65ec1a2e5ff66c7e38c6; metric: Early Precision Ratio; unit: ratio; direction: higher; result ids: acquired-result-205dbe18a0f45de7ae98; acquired-result-85cbecfaf824e49bf44a; acquired-result-7ae6527eab56e78b9d5b; acquired-result-99bc22ea61ee25e7b808; acquired-result-3d4d363c02b8c7ec49fc; acquired-result-09ce4697cc04dfd5ebba; source ids: acquired-source-31344fb7e5e8ae6b9666; source locator: Figure 5 source CSV row 20, column 15 through Figure 5 source CSV row 20, column 20; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. Input conditions: {"reference_network":"STRING","gene_selection":"TFs+1000"}. No equivalence to other releases, protocols or model families is inferred.; Exact source-defined evaluation scope; reported scores are not rewire reproductions.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19
scope limitations
Exact source-defined evaluation scope; reported scores are not rewire reproductions.
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