rewirebio.iobenchmarks
Evaluation

Talos in trio mode on 162 trio benchmarking cases

Published comparison; transcribed, not reproduced.

Evaluation results

1 evaluation · 7 results. Different protocols are not a single leaderboard.

Protocol: Talos recovery of known P/LP and VUS variants in 162 trio cases (Kaschta et al. 2026) · Dataset: UKSH trio benchmarking cases with known findings (Kaschta et al. 2026)

Sorted by Proportion (known P/LP variants missed: HPO annotation gaps) (lower is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configurationProportion (known P/LP variants missed: HPO annotation gaps)Proportion (known P/LP variants missed: large copy-number variants not processed)Proportion (known P/LP variants missed: out-of-scope variant classes)Proportion (known P/LP variants missed: pipeline conversion errors)Proportion (known P/LP variants not prioritised because of trio inheritance filtering)Recall (known P/LP variants prioritised, trio mode)Count (known VUS prioritised, trio mode)
Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Evaluation6.2%2.1%2.8%6.2%7.6%75.2%Six
All 7 result rows with coverage, uncertainty and sources
Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 162 trio cases (Kaschta et al. 2026)
Dataset: UKSH trio benchmarking cases with known findings (Kaschta et al. 2026)
6.2% Proportion (known P/LP variants missed: pipeline conversion errors)
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos in trio mode on 162 trio benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-trio-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Trio Cases P1, 'nine pipeline conversion errors (6.2%)'
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 162 trio cases (Kaschta et al. 2026)
Dataset: UKSH trio benchmarking cases with known findings (Kaschta et al. 2026)
6.2% Proportion (known P/LP variants missed: HPO annotation gaps)
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos in trio mode on 162 trio benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-trio-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Trio Cases P1, 'nine HPO annotation gaps (6.2%)'
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 162 trio cases (Kaschta et al. 2026)
Dataset: UKSH trio benchmarking cases with known findings (Kaschta et al. 2026)
7.6% Proportion (known P/LP variants not prioritised because of trio inheritance filtering)
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos in trio mode on 162 trio benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-trio-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Trio Cases P2, 'An additional 11 P/LP variants (7.6%) were not prioritized'
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 162 trio cases (Kaschta et al. 2026)
Dataset: UKSH trio benchmarking cases with known findings (Kaschta et al. 2026)
2.1% Proportion (known P/LP variants missed: large copy-number variants not processed)
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos in trio mode on 162 trio benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-trio-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Trio Cases P1, 'three large copy-number variants not processed by the pipeline (2.1%)'
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 162 trio cases (Kaschta et al. 2026)
Dataset: UKSH trio benchmarking cases with known findings (Kaschta et al. 2026)
2.8% Proportion (known P/LP variants missed: out-of-scope variant classes)
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos in trio mode on 162 trio benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-trio-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Trio Cases P1, 'four out-of-scope variant classes (2.8%)'
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 162 trio cases (Kaschta et al. 2026)
Dataset: UKSH trio benchmarking cases with known findings (Kaschta et al. 2026)
75.2% Recall (known P/LP variants prioritised, trio mode)
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos in trio mode on 162 trio benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-trio-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Trio Cases P1, 'overall P/LP concordance of 75.2%'
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 162 trio cases (Kaschta et al. 2026)
Dataset: UKSH trio benchmarking cases with known findings (Kaschta et al. 2026)
Six Count (known VUS prioritised, trio mode)
count · unknown

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos in trio mode on 162 trio benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-trio-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Trio Cases P1, 'Six VUS variants were captured'

Source checking is not independent reproduction. Release 2026-10-10-cbb3da59bc08.

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 2026-10-10-cbb3da59bc08 · 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.

Evaluation procedure

Talos recovery of known P/LP and VUS variants in 162 trio cases (Kaschta et al. 2026)

Configuration
Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)
Protocol
Talos recovery of known P/LP and VUS variants in 162 trio cases (Kaschta et al. 2026)
Dataset
UKSH trio benchmarking cases with known findings (Kaschta et al. 2026)
origin
Independent external evaluation
configuration
Primary source as retrieved 2026-10-10
dataset version
UKSH cohort as published
split
No split
metric implementation
Per-variant tracking against the initial report
aggregation
Pooled over variants
budget
Not reported
adaptation
No manual curation
population
145 P/LP and 43 VUS variants in 162 trio cases
inputs
Archived DRAGEN v3.7.5 VCFs with parental genotypes
protocol id
reanalysis-kaschta-20261010-protocol-talos-trio-benchmark

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
No split
Adaptation
No manual curation
Scoring implementation
Per-variant tracking against the initial report

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

18 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-10-cbb3da59bc08
Property and statementOriginal source and locationReview and provenance
Comparison: adaptation
No manual curation
Context-only references
Automated versus manual reanalysis in rare disease genomics

Original source ↗

Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2

Version: medRxiv 2026.05.16.26352295 v1, posted 2026-05-19; JATS source XML
Retrieved: 2026-10-10T06:04:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: db4ed16a501eda14ba114f8693f39596b03d7afaeafa8adafa41d84d9a61f6bd

Hash scope: SHA-256 of the JATS source XML as returned on 2026-10-10.

Inspected artifact

Comparison: aggregation
Pooled over variants
Context-only references
Automated versus manual reanalysis in rare disease genomics

Original source ↗

Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2

Version: medRxiv 2026.05.16.26352295 v1, posted 2026-05-19; JATS source XML
Retrieved: 2026-10-10T06:04:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: db4ed16a501eda14ba114f8693f39596b03d7afaeafa8adafa41d84d9a61f6bd

Hash scope: SHA-256 of the JATS source XML as returned on 2026-10-10.

Inspected artifact

Comparison: budget
Not reported
Context-only references
Automated versus manual reanalysis in rare disease genomics

Original source ↗

Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2

Version: medRxiv 2026.05.16.26352295 v1, posted 2026-05-19; JATS source XML
Retrieved: 2026-10-10T06:04:35Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: db4ed16a501eda14ba114f8693f39596b03d7afaeafa8adafa41d84d9a61f6bd

Hash scope: SHA-256 of the JATS source XML as returned on 2026-10-10.

Inspected artifact

Comparison: dataset version
UKSH cohort as published
Context-only references
Automated versus manual reanalysis in rare disease genomics

Original source ↗

Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2

Version: medRxiv 2026.05.16.26352295 v1, posted 2026-05-19; JATS source XML
Retrieved: 2026-10-10T06:04:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: db4ed16a501eda14ba114f8693f39596b03d7afaeafa8adafa41d84d9a61f6bd

Hash scope: SHA-256 of the JATS source XML as returned on 2026-10-10.

Inspected artifact

Comparison: inputs
Archived DRAGEN v3.7.5 VCFs with parental genotypes
Context-only references
Automated versus manual reanalysis in rare disease genomics

Original source ↗

Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2

Version: medRxiv 2026.05.16.26352295 v1, posted 2026-05-19; JATS source XML
Retrieved: 2026-10-10T06:04:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: db4ed16a501eda14ba114f8693f39596b03d7afaeafa8adafa41d84d9a61f6bd

Hash scope: SHA-256 of the JATS source XML as returned on 2026-10-10.

Inspected artifact

Comparison: metric implementation
Per-variant tracking against the initial report
Context-only references
Automated versus manual reanalysis in rare disease genomics

Original source ↗

Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2

Version: medRxiv 2026.05.16.26352295 v1, posted 2026-05-19; JATS source XML
Retrieved: 2026-10-10T06:04:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: db4ed16a501eda14ba114f8693f39596b03d7afaeafa8adafa41d84d9a61f6bd

Hash scope: SHA-256 of the JATS source XML as returned on 2026-10-10.

Inspected artifact

Comparison: population
145 P/LP and 43 VUS variants in 162 trio cases
Context-only references
Automated versus manual reanalysis in rare disease genomics

Original source ↗

Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2

Version: medRxiv 2026.05.16.26352295 v1, posted 2026-05-19; JATS source XML
Retrieved: 2026-10-10T06:04:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: db4ed16a501eda14ba114f8693f39596b03d7afaeafa8adafa41d84d9a61f6bd

Hash scope: SHA-256 of the JATS source XML as returned on 2026-10-10.

Inspected artifact

Comparison: protocol id
reanalysis-kaschta-20261010-protocol-talos-trio-benchmark
Context-only references
Automated versus manual reanalysis in rare disease genomics

Original source ↗

Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2

Version: medRxiv 2026.05.16.26352295 v1, posted 2026-05-19; JATS source XML
Retrieved: 2026-10-10T06:04:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: db4ed16a501eda14ba114f8693f39596b03d7afaeafa8adafa41d84d9a61f6bd

Hash scope: SHA-256 of the JATS source XML as returned on 2026-10-10.

Inspected artifact

Comparison: split
No split
Context-only references
Automated versus manual reanalysis in rare disease genomics

Original source ↗

Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2

Version: medRxiv 2026.05.16.26352295 v1, posted 2026-05-19; JATS source XML
Retrieved: 2026-10-10T06:04:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: db4ed16a501eda14ba114f8693f39596b03d7afaeafa8adafa41d84d9a61f6bd

Hash scope: SHA-256 of the JATS source XML as returned on 2026-10-10.

Inspected artifact

Origin
independent_paper
Context-only references
Automated versus manual reanalysis in rare disease genomics

Original source ↗

Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2

Version: medRxiv 2026.05.16.26352295 v1, posted 2026-05-19; JATS source XML
Retrieved: 2026-10-10T06:04:35Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.origin

Source artifact SHA-256: db4ed16a501eda14ba114f8693f39596b03d7afaeafa8adafa41d84d9a61f6bd

Hash scope: SHA-256 of the JATS source XML as returned on 2026-10-10.

Inspected artifact

Sources and history

Release 2026-10-10-cbb3da59bc08 · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: reanalysis-kaschta-20261010-eval-talos-trio-benchmark

areas
dna-genomes
contexts
clinical_research
origin
independent_paper
protocol
reanalysis-kaschta-20261010-protocol-talos-trio-benchmark
version
Primary source as retrieved 2026-10-10
comparison
dataset version: UKSH cohort as published; split: No split; metric implementation: Per-variant tracking against the initial report; aggregation: Pooled over variants; budget: Not reported; adaptation: No manual curation; population: 145 P/LP and 43 VUS variants in 162 trio cases; inputs: Archived DRAGEN v3.7.5 VCFs with parental genotypes; protocol id: reanalysis-kaschta-20261010-protocol-talos-trio-benchmark
source locator
Results 'Benchmarking of Automated Reanalysis: Trio Cases' P1-P2
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