rewirebio.iobenchmarks
Dataset

GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x

HG003 reads subsampled with samtools view -s to stated coverages; GIAB v4.2.1 truth on GRCh38.

Evaluation results

6 evaluations · 187 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: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
137 Data io volume (Variant calling from BAM, whole run; HG003 ONT 10x)
gigabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 10x, column 'Total data movement IO (GB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
10,180 Mean memory (Variant calling from BAM, whole run; HG003 ONT 10x)
megabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 10x, column 'Average memory (MB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
45,935 Peak memory (Variant calling from BAM, whole run; HG003 ONT 10x)
megabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 10x, column 'Peak memory (MB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
22 Runtime (Variant calling from BAM, whole run; HG003 ONT 10x)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 10x, column 'Runtime (minutes)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
175 Data io volume (Variant calling from BAM, whole run; HG003 ONT 20x)
gigabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 20x, column 'Total data movement IO (GB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
6,803 Mean memory (Variant calling from BAM, whole run; HG003 ONT 20x)
megabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 20x, column 'Average memory (MB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
56,643 Peak memory (Variant calling from BAM, whole run; HG003 ONT 20x)
megabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 20x, column 'Peak memory (MB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
16 Runtime (Variant calling from BAM, whole run; HG003 ONT 20x)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 20x, column 'Runtime (minutes)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
222 Data io volume (Variant calling from BAM, whole run; HG003 ONT 30x)
gigabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 30x, column 'Total data movement IO (GB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
10,189 Mean memory (Variant calling from BAM, whole run; HG003 ONT 30x)
megabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 30x, column 'Average memory (MB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
57,901 Peak memory (Variant calling from BAM, whole run; HG003 ONT 30x)
megabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 30x, column 'Peak memory (MB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
17 Runtime (Variant calling from BAM, whole run; HG003 ONT 30x)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 30x, column 'Runtime (minutes)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
263 Data io volume (Variant calling from BAM, whole run; HG003 ONT 40x)
gigabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 40x, column 'Total data movement IO (GB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
6,260 Mean memory (Variant calling from BAM, whole run; HG003 ONT 40x)
megabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 40x, column 'Average memory (MB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
62,871 Peak memory (Variant calling from BAM, whole run; HG003 ONT 40x)
megabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 40x, column 'Peak memory (MB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
18 Runtime (Variant calling from BAM, whole run; HG003 ONT 40x)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 40x, column 'Runtime (minutes)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
307 Data io volume (Variant calling from BAM, whole run; HG003 ONT 50x)
gigabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 50x, column 'Total data movement IO (GB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
8,096 Mean memory (Variant calling from BAM, whole run; HG003 ONT 50x)
megabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 50x, column 'Average memory (MB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
63,174 Peak memory (Variant calling from BAM, whole run; HG003 ONT 50x)
megabyte · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 50x, column 'Peak memory (MB)'
Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026)Protocol: HG003 ONT WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
20 Runtime (Variant calling from BAM, whole run; HG003 ONT 50x)
minute · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3 v1.2.0 (GPU mode), HG003 ONT runtime and memory (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-resource-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'ONT r10.4.1 5kHz', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 50x, column 'Runtime (minutes)'
Configuration: Clair3, accuracy runs (Zheng et al. 2026 Supplementary Table 3)Protocol: HG003 ONT WGS small-variant accuracy against GIAB v4.2.1, Clair3 versus DeepVariant (Zheng et al. 2026 Supplementary Table 3)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
73.1% F1 (Indel; GIAB v4.2.1 HG003 confident regions; ONT 10x)
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3, HG003 ONT small-variant accuracy (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-accuracy-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 3 (image, page 3), platform 'ONT r10.4.1 5kHz', read coverage 10x, caller 'Clair3', column 'Indel F1-score'
Configuration: Clair3, accuracy runs (Zheng et al. 2026 Supplementary Table 3)Protocol: HG003 ONT WGS small-variant accuracy against GIAB v4.2.1, Clair3 versus DeepVariant (Zheng et al. 2026 Supplementary Table 3)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
81.8% Precision (Indel; GIAB v4.2.1 HG003 confident regions; ONT 10x)
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3, HG003 ONT small-variant accuracy (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-accuracy-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 3 (image, page 3), platform 'ONT r10.4.1 5kHz', read coverage 10x, caller 'Clair3', column 'Indel Precision'
Configuration: Clair3, accuracy runs (Zheng et al. 2026 Supplementary Table 3)Protocol: HG003 ONT WGS small-variant accuracy against GIAB v4.2.1, Clair3 versus DeepVariant (Zheng et al. 2026 Supplementary Table 3)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
66.1% Recall (Indel; GIAB v4.2.1 HG003 confident regions; ONT 10x)
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3, HG003 ONT small-variant accuracy (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-accuracy-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 3 (image, page 3), platform 'ONT r10.4.1 5kHz', read coverage 10x, caller 'Clair3', column 'Indel Recall'
Configuration: Clair3, accuracy runs (Zheng et al. 2026 Supplementary Table 3)Protocol: HG003 ONT WGS small-variant accuracy against GIAB v4.2.1, Clair3 versus DeepVariant (Zheng et al. 2026 Supplementary Table 3)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
93.4% F1 (SNPs and indels; GIAB v4.2.1 HG003 confident regions; ONT 10x)
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3, HG003 ONT small-variant accuracy (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-accuracy-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 3 (image, page 3), platform 'ONT r10.4.1 5kHz', read coverage 10x, caller 'Clair3', column 'Overall F1-score'
Configuration: Clair3, accuracy runs (Zheng et al. 2026 Supplementary Table 3)Protocol: HG003 ONT WGS small-variant accuracy against GIAB v4.2.1, Clair3 versus DeepVariant (Zheng et al. 2026 Supplementary Table 3)
Dataset: GIAB HG003 whole genome, ONT R10.4.1 5 kHz (EPI2ME giab-2025.01), subsampled to 10x-50x
94.8% Precision (SNPs and indels; GIAB v4.2.1 HG003 confident regions; ONT 10x)
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Clair3, HG003 ONT small-variant accuracy (Zheng et al. 2026)

model-execution-20261011-protocol-zheng2026-hg003-accuracy-ont

Aggregation: Not reported

Accelerated long-read variant calling with Clair3 for whole-genome sequencing; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 3 (image, page 3), platform 'ONT r10.4.1 5kHz', read coverage 10x, caller 'Clair3', column 'Overall Precision'

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.

12 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
Accession
ONT EPI2ME Labs HG001-HG007 R10.4.1 5kHz GRCh38 release giab-2025.01 (https://epi2me.nanoporetech.com/giab-2025.01)
Context-only references
Accelerated long-read variant calling with Clair3 for whole-genome sequencing

Original source ↗

Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2

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

Version: Bioinformatics 42(5), published 2026-04-10; PMC13141153 full-text XML
Retrieved: 2026-10-11T21:42:40Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.accession

Source artifact SHA-256: 99ef4db5251a77e6fb9137aa3699b4dac93bdef2aff99de91c4d24ca5fc6a965

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

Inspected artifact

Accession
ONT EPI2ME Labs HG001-HG007 R10.4.1 5kHz GRCh38 release giab-2025.01 (https://epi2me.nanoporetech.com/giab-2025.01)
Context-only references
Accelerated long-read variant calling with Clair3: Supplementary Data

Original source ↗

Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2

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

Version: btag181_supplementary_data.pdf from the Europe PMC supplementary files of PMC13141153
Retrieved: 2026-10-11T21:42:40Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.accession

Source artifact SHA-256: feec482c5befbb44f93b82782b200a3abebaf7d81a0aad81e28de191be1523d9

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

Archive member: btag181_supplementary_data.pdf

Inspected artifact

Population
One GIAB sample (HG003, NA24149) at 10x, 20x, 30x, 40x and 50x coverage
Context-only references
Accelerated long-read variant calling with Clair3 for whole-genome sequencing

Original source ↗

Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2

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

Version: Bioinformatics 42(5), published 2026-04-10; PMC13141153 full-text XML
Retrieved: 2026-10-11T21:42:40Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: 99ef4db5251a77e6fb9137aa3699b4dac93bdef2aff99de91c4d24ca5fc6a965

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

Inspected artifact

Population
One GIAB sample (HG003, NA24149) at 10x, 20x, 30x, 40x and 50x coverage
Context-only references
Accelerated long-read variant calling with Clair3: Supplementary Data

Original source ↗

Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2

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

Version: btag181_supplementary_data.pdf from the Europe PMC supplementary files of PMC13141153
Retrieved: 2026-10-11T21:42:40Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.population

Source artifact SHA-256: feec482c5befbb44f93b82782b200a3abebaf7d81a0aad81e28de191be1523d9

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

Archive member: btag181_supplementary_data.pdf

Inspected artifact

Source location
Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2
Context-only references
Accelerated long-read variant calling with Clair3 for whole-genome sequencing

Original source ↗

Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2

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

Version: Bioinformatics 42(5), published 2026-04-10; PMC13141153 full-text XML
Retrieved: 2026-10-11T21:42:40Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 99ef4db5251a77e6fb9137aa3699b4dac93bdef2aff99de91c4d24ca5fc6a965

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

Inspected artifact

Source location
Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2
Context-only references
Accelerated long-read variant calling with Clair3: Supplementary Data

Original source ↗

Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2

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

Version: btag181_supplementary_data.pdf from the Europe PMC supplementary files of PMC13141153
Retrieved: 2026-10-11T21:42:40Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.source_locator

Source artifact SHA-256: feec482c5befbb44f93b82782b200a3abebaf7d81a0aad81e28de191be1523d9

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

Archive member: btag181_supplementary_data.pdf

Inspected artifact

Split
HG003 is held out from Clair3 and DeepVariant training (Results 3.2)
Context-only references
Accelerated long-read variant calling with Clair3 for whole-genome sequencing

Original source ↗

Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2

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

Version: Bioinformatics 42(5), published 2026-04-10; PMC13141153 full-text XML
Retrieved: 2026-10-11T21:42:40Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: 99ef4db5251a77e6fb9137aa3699b4dac93bdef2aff99de91c4d24ca5fc6a965

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

Inspected artifact

Split
HG003 is held out from Clair3 and DeepVariant training (Results 3.2)
Context-only references
Accelerated long-read variant calling with Clair3: Supplementary Data

Original source ↗

Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2

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

Version: btag181_supplementary_data.pdf from the Europe PMC supplementary files of PMC13141153
Retrieved: 2026-10-11T21:42:40Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.split

Source artifact SHA-256: feec482c5befbb44f93b82782b200a3abebaf7d81a0aad81e28de191be1523d9

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

Archive member: btag181_supplementary_data.pdf

Inspected artifact

Description
HG003 reads subsampled with samtools view -s to stated coverages; GIAB v4.2.1 truth on GRCh38.
Context-only references
Accelerated long-read variant calling with Clair3 for whole-genome sequencing

Original source ↗

Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2

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

Version: Bioinformatics 42(5), published 2026-04-10; PMC13141153 full-text XML
Retrieved: 2026-10-11T21:42:40Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 99ef4db5251a77e6fb9137aa3699b4dac93bdef2aff99de91c4d24ca5fc6a965

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

Inspected artifact

Description
HG003 reads subsampled with samtools view -s to stated coverages; GIAB v4.2.1 truth on GRCh38.
Context-only references
Accelerated long-read variant calling with Clair3: Supplementary Data

Original source ↗

Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2

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

Version: btag181_supplementary_data.pdf from the Europe PMC supplementary files of PMC13141153
Retrieved: 2026-10-11T21:42:40Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: description

Source artifact SHA-256: feec482c5befbb44f93b82782b200a3abebaf7d81a0aad81e28de191be1523d9

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

Archive member: btag181_supplementary_data.pdf

Inspected artifact

How to read the evidence

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-zheng2026-hg003-ont-r1041

areas
dna-genomes
contexts
research
accession
ONT EPI2ME Labs HG001-HG007 R10.4.1 5kHz GRCh38 release giab-2025.01 (https://epi2me.nanoporetech.com/giab-2025.01)
population
One GIAB sample (HG003, NA24149) at 10x, 20x, 30x, 40x and 50x coverage
split
HG003 is held out from Clair3 and DeepVariant training (Results 3.2)
source locator
Supplementary Notes 'Data availability' and 'BAM subsampling'; Results 3.2
missing metadata
version: reason: unreported; note: Release folder named; no file checksums given
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