rewirebio.iobenchmarks
Dataset

Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)

Input reads for the GeNePi PB_germ runtime benchmark.

Evaluation results

4 evaluations · 20 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: CPU-equivalent GATK germline pipeline on a CPU node (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
60h Runtime (Germline FASTQ to VCF; human WGS at 100x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

CPU-equivalent GATK germline pipeline on a CPU node, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 100x, column 'CPU'
Configuration: CPU-equivalent GATK germline pipeline on a CPU node (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
17h Runtime (Germline FASTQ to VCF; human WGS at 30x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

CPU-equivalent GATK germline pipeline on a CPU node, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 30x, column 'CPU'
Configuration: CPU-equivalent GATK germline pipeline on a CPU node (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
24h Runtime (Germline FASTQ to VCF; human WGS at 40x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

CPU-equivalent GATK germline pipeline on a CPU node, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 40x, column 'CPU'
Configuration: CPU-equivalent GATK germline pipeline on a CPU node (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
30h Runtime (Germline FASTQ to VCF; human WGS at 50x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

CPU-equivalent GATK germline pipeline on a CPU node, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 50x, column 'CPU'
Configuration: CPU-equivalent GATK germline pipeline on a CPU node (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
35h Runtime (Germline FASTQ to VCF; human WGS at 60x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

CPU-equivalent GATK germline pipeline on a CPU node, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 60x, column 'CPU'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 A100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
2h 30m Runtime (Germline FASTQ to VCF; human WGS at 100x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 A100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 100x, column 'GPU-2xA100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 A100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
42 m Runtime (Germline FASTQ to VCF; human WGS at 30x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 A100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 30x, column 'GPU-2xA100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 A100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
1h 06m Runtime (Germline FASTQ to VCF; human WGS at 40x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 A100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 40x, column 'GPU-2xA100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 A100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
1h 12m Runtime (Germline FASTQ to VCF; human WGS at 50x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 A100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 50x, column 'GPU-2xA100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 A100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
1h 24m Runtime (Germline FASTQ to VCF; human WGS at 60x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 A100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 60x, column 'GPU-2xA100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 V100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
6h 30m Runtime (Germline FASTQ to VCF; human WGS at 100x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 V100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 100x, column 'GPU-2xV100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 V100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
1h 36m Runtime (Germline FASTQ to VCF; human WGS at 30x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 V100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 30x, column 'GPU-2xV100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 V100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
2h 06m Runtime (Germline FASTQ to VCF; human WGS at 40x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 V100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 40x, column 'GPU-2xV100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 V100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
2h 24m Runtime (Germline FASTQ to VCF; human WGS at 50x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 V100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 50x, column 'GPU-2xV100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 V100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
3h 42m Runtime (Germline FASTQ to VCF; human WGS at 60x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 2 V100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 60x, column 'GPU-2xV100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 4 A100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
2h 06m Runtime (Germline FASTQ to VCF; human WGS at 100x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 4 A100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 100x, column 'GPU-4xA100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 4 A100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
30m Runtime (Germline FASTQ to VCF; human WGS at 30x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 4 A100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 30x, column 'GPU-4xA100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 4 A100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
42m Runtime (Germline FASTQ to VCF; human WGS at 40x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 4 A100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 40x, column 'GPU-4xA100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 4 A100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
1h 00m Runtime (Germline FASTQ to VCF; human WGS at 50x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 4 A100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 50x, column 'GPU-4xA100'
Configuration: Parabricks germline v4.3.0 (GeNePi PB_germ) on 4 A100 GPUs (Marangoni et al. 2026)Protocol: Germline FASTQ-to-VCF runtime by read depth, Parabricks v4.3.0 on V100 and A100 GPUs versus the CPU GATK equivalent (Marangoni et al. 2026 Table S1)
Dataset: Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
1h 12m Runtime (Germline FASTQ to VCF; human WGS at 60x average depth)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Parabricks germline v4.3.0 (GeNePi PB_germ) on 4 A100 GPUs, runtime by depth (Marangoni et al. 2026)

model-execution-20261011-protocol-marangoni2026-germline-runtime-by-depth

Aggregation: Not reported

GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis; GeNePi: Supplementary Information · Supplementary Table S1 (page 7), row 'Avg. Reads Depth' 60x, column 'GPU-4xA100'

Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.

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 2026-10-22-1b7cf027e4f6 · 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.

Dataset and evaluation context

A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.

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.

10 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Population
Human WGS at five average depths
Context-only references
GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis

Original source ↗

Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Briefings in Bioinformatics 27(1), published 2026-01-25; PMC12832024 full-text XML
Retrieved: 2026-10-11T21:42:44Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: 6251ae2946d56aff88ef3d11b717a3583f1c18ed45eef9064931f155ab6964e6

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Population
Human WGS at five average depths
Context-only references
GeNePi: Supplementary Information

Original source ↗

Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: genepi_supplinfo_rev_bbag001.pdf from the Europe PMC supplementary files of PMC12832024
Retrieved: 2026-10-11T21:42:45Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: afa166a30320efd633cb28ddc91a05082854b0ef5e6593333c0ce9dbd2ae1bb9

Hash scope: Hash scope not separately documented; inspect source record

Archive member: genepi_supplinfo_rev_bbag001.pdf

Inspected artifact

Source location
Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1
Context-only references
GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis

Original source ↗

Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Briefings in Bioinformatics 27(1), published 2026-01-25; PMC12832024 full-text XML
Retrieved: 2026-10-11T21:42:44Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 6251ae2946d56aff88ef3d11b717a3583f1c18ed45eef9064931f155ab6964e6

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Source location
Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1
Context-only references
GeNePi: Supplementary Information

Original source ↗

Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: genepi_supplinfo_rev_bbag001.pdf from the Europe PMC supplementary files of PMC12832024
Retrieved: 2026-10-11T21:42:45Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: afa166a30320efd633cb28ddc91a05082854b0ef5e6593333c0ce9dbd2ae1bb9

Hash scope: Hash scope not separately documented; inspect source record

Archive member: genepi_supplinfo_rev_bbag001.pdf

Inspected artifact

Split
One value per depth; number of runs not stated
Context-only references
GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis

Original source ↗

Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Briefings in Bioinformatics 27(1), published 2026-01-25; PMC12832024 full-text XML
Retrieved: 2026-10-11T21:42:44Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: 6251ae2946d56aff88ef3d11b717a3583f1c18ed45eef9064931f155ab6964e6

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Split
One value per depth; number of runs not stated
Context-only references
GeNePi: Supplementary Information

Original source ↗

Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: genepi_supplinfo_rev_bbag001.pdf from the Europe PMC supplementary files of PMC12832024
Retrieved: 2026-10-11T21:42:45Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: afa166a30320efd633cb28ddc91a05082854b0ef5e6593333c0ce9dbd2ae1bb9

Hash scope: Hash scope not separately documented; inspect source record

Archive member: genepi_supplinfo_rev_bbag001.pdf

Inspected artifact

Description
Input reads for the GeNePi PB_germ runtime benchmark.
Context-only references
GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis

Original source ↗

Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Briefings in Bioinformatics 27(1), published 2026-01-25; PMC12832024 full-text XML
Retrieved: 2026-10-11T21:42:44Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 6251ae2946d56aff88ef3d11b717a3583f1c18ed45eef9064931f155ab6964e6

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Description
Input reads for the GeNePi PB_germ runtime benchmark.
Context-only references
GeNePi: Supplementary Information

Original source ↗

Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: genepi_supplinfo_rev_bbag001.pdf from the Europe PMC supplementary files of PMC12832024
Retrieved: 2026-10-11T21:42:45Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: afa166a30320efd633cb28ddc91a05082854b0ef5e6593333c0ce9dbd2ae1bb9

Hash scope: Hash scope not separately documented; inspect source record

Archive member: genepi_supplinfo_rev_bbag001.pdf

Inspected artifact

Name
Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
Context-only references
GeNePi: a graphics processing unit enhanced next-generation bioinformatics pipeline for whole-genome sequencing analysis

Original source ↗

Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Briefings in Bioinformatics 27(1), published 2026-01-25; PMC12832024 full-text XML
Retrieved: 2026-10-11T21:42:44Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: 6251ae2946d56aff88ef3d11b717a3583f1c18ed45eef9064931f155ab6964e6

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Name
Human WGS paired-end data at 30x, 40x, 50x, 60x and 100x average depth (Marangoni et al. 2026 Table S1)
Context-only references
GeNePi: Supplementary Information

Original source ↗

Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: genepi_supplinfo_rev_bbag001.pdf from the Europe PMC supplementary files of PMC12832024
Retrieved: 2026-10-11T21:42:45Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: afa166a30320efd633cb28ddc91a05082854b0ef5e6593333c0ce9dbd2ae1bb9

Hash scope: Hash scope not separately documented; inspect source record

Archive member: genepi_supplinfo_rev_bbag001.pdf

Inspected artifact

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: model-execution-20261011-data-marangoni2026-wgs-depths

areas
dna-genomes
contexts
clinical_research
population
Human WGS at five average depths
split
One value per depth; number of runs not stated
source locator
Supplementary S3.2 'PB germ Benchmark and CPU equivalent workflow'; Table S1
missing metadata
accession: reason: unreported; note: Sample not named for Table S1; version: reason: unreported
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