rewire.itbenchmarks
Dataset

Talos 4,735 unresolved individuals

Prospective research and clinical programme after earlier unresolved testing; 29 staggered monthly cycles, each cohort at least three.

Research readiness

These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.

Release 2026-09-30-e37e3ab1284d · 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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing
  • annotations: verification is missing
  • dependence: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • recipe pinned: verification is missing
  • resource estimate: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • independent validation: verification is missing
  • overlap checked: verification is missing

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.

Read reviewed discrepancy investigations

Evaluation results

1 evaluation · 14 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: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
5.1% additional_diagnostic_yield
percent · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning Review of Talos output
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
221 first_cycle_diagnoses
count · unknown

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning Twenty-nine cycles
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
92% first_cycle_share
percent · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning Twenty-nine cycles
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
109 improved_analysis_diagnoses
count · unknown

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning More than half
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
45% improved_analysis_share
percent · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning More than half
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
20 later_cycle_diagnoses
count · unknown

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning Twenty-nine cycles
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
8% later_cycle_share
percent · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning Twenty-nine cycles
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
5 new_candidates_per_1000
variants per 1000 cases per cycle · unknown

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning During iterative reanalysis
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
241 new_confirmed_diagnoses
count · unknown

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning Review of Talos output
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
78 new_gene_disease_diagnoses
count · unknown

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning More than half
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
32% new_gene_disease_share
percent · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning More than half
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
54 new_variant_evidence_diagnoses
count · unknown

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning More than half
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
22% new_variant_evidence_share
percent · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning More than half
Configuration: Talos monthly iterative reanalysis with clinical confirmationProtocol: Talos programme reanalysis yield
Dataset: Talos 4,735 unresolved individuals
238 newly_diagnosed_individuals
count · unknown

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Talos monthly reanalysis programme

Not reported

Aggregation: Not reported

Automated reanalysis of genomic data for rare disease diagnostics at scale · Results, Iterative reanalysis, paragraph beginning Review of Talos output

Source checking is not independent reproduction. Release 2026-09-30-e37e3ab1284d.

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.

6 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-30-e37e3ab1284d
Property and statementOriginal source and locationReview and provenance
attributes.eligible_individuals
4735
Context-only references
Automated reanalysis of genomic data for rare disease diagnostics at scale

Original source ↗

No field-specific location recorded

Version: Nature Medicine 2026 final publication, 24 June 2026
Retrieved: 2026-09-30T21:24:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.eligible_individuals

Source artifact SHA-256: 629b9578ac42717245256feca69dc9c9d5442deb7d282dd1bdc5a6c1a1efd2ec

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

Inspected artifact

attributes.initial_test_years
2017–2022
Context-only references
Automated reanalysis of genomic data for rare disease diagnostics at scale

Original source ↗

No field-specific location recorded

Version: Nature Medicine 2026 final publication, 24 June 2026
Retrieved: 2026-09-30T21:24:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.initial_test_years

Source artifact SHA-256: 629b9578ac42717245256feca69dc9c9d5442deb7d282dd1bdc5a6c1a1efd2ec

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

Inspected artifact

attributes.private_data_not_included
true
Context-only references
Automated reanalysis of genomic data for rare disease diagnostics at scale

Original source ↗

No field-specific location recorded

Version: Nature Medicine 2026 final publication, 24 June 2026
Retrieved: 2026-09-30T21:24:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.private_data_not_included

Source artifact SHA-256: 629b9578ac42717245256feca69dc9c9d5442deb7d282dd1bdc5a6c1a1efd2ec

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

Inspected artifact

attributes.reanalysis_period
2023–2025
Context-only references
Automated reanalysis of genomic data for rare disease diagnostics at scale

Original source ↗

No field-specific location recorded

Version: Nature Medicine 2026 final publication, 24 June 2026
Retrieved: 2026-09-30T21:24:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.reanalysis_period

Source artifact SHA-256: 629b9578ac42717245256feca69dc9c9d5442deb7d282dd1bdc5a6c1a1efd2ec

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

Inspected artifact

description
Prospective research and clinical programme after earlier unresolved testing; 29 staggered monthly cycles, each cohort at least three.
Context-only references
Automated reanalysis of genomic data for rare disease diagnostics at scale

Original source ↗

No field-specific location recorded

Version: Nature Medicine 2026 final publication, 24 June 2026
Retrieved: 2026-09-30T21:24:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 629b9578ac42717245256feca69dc9c9d5442deb7d282dd1bdc5a6c1a1efd2ec

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

Inspected artifact

name
Talos 4,735 unresolved individuals
Context-only references
Automated reanalysis of genomic data for rare disease diagnostics at scale

Original source ↗

No field-specific location recorded

Version: Nature Medicine 2026 final publication, 24 June 2026
Retrieved: 2026-09-30T21:24:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: 629b9578ac42717245256feca69dc9c9d5442deb7d282dd1bdc5a6c1a1efd2ec

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

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-30-e37e3ab1284d · Record review: source checked

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

Stable ID: uc-clinical-20260930-reanalysis-4735-data

areas
dna-genomes
contexts
clinical_research
eligible individuals
4735
initial test years
2017–2022
reanalysis period
2023–2025
private data not included
true
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