rewirebio.iobenchmarks
Evidence and investigation

Contested results

Where one study disagrees with what other studies report for the same models, and what we are doing to resolve each case.

These are automatic leads, not findings of error. Each release, a check compares how every study ranks the models it shares with other studies. It flags a study that reverses the order the others agree on, or whose gap to a shared reference model lies well outside theirs. Different tasks, populations or metrics often explain a flag.

A flag never hides a result. Flagged results stay in every table, page and download, marked Contested. A result is withheld only when a reviewer marks it disputed.

How the check works, and how each follow-up is recorded: discrepancies between studies.

In this release

  • 121open
  • 5settled
  • 7resolved
  • 1medium severity
  • 132low severity

Release 2026-11-02-a7f03c9e55a5 · 133 findings in all · rules version 4

Findings

Status: All · Open · Settled · Resolved

Severity: All · Medium · Low

State: All · Not yet reviewed · Under investigation · Explained · Confirmed error · Not a real disagreement

Showing findings that compare Condel. All models

6 findings match, most severe first.

Condel and MetaSVM: Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes and Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) disagree

  • Low severity
  • Not yet reviewed
  • two-study-conflict
  • unknown

Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes ranks MetaSVM above Condel in 4 of 5 comparisons; Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) ranks Condel above MetaSVM in 7 of 7 comparisons. No other study gives a verdict, so neither is the outlier.

2 papers rank Condel above MetaSVM in 8 of their 13 comparisons and MetaSVM higher in 4; 1 is a tie. Of those papers, Clinical likelihood ratios and balanced… ranks MetaSVM higher on its own (4 of 6).

Comparisons in which each paper scores Condel or MetaSVM higher2 other papers: Condel higher in 8, MetaSVM higher in 4, 1 tie.2 other papers8 Condel higher81 tie4 MetaSVM higher4
Condel higherTieMetaSVM higher
Compared
Condel, MetaSVM

Not reviewed yet.

Condel and SIFT: Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes and Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) disagree

  • Low severity
  • Not yet reviewed
  • two-study-conflict
  • unknown

Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes ranks SIFT above Condel in 5 of 5 comparisons; Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) ranks Condel above SIFT in 7 of 7 comparisons. No other study gives a verdict, so neither is the outlier.

2 papers rank Condel above SIFT in 7 of their 12 comparisons and SIFT higher in 5. Of those papers, Clinical likelihood ratios and balanced… ranks SIFT higher on its own (5 of 5).

Comparisons in which each paper scores Condel or SIFT higher2 other papers: Condel higher in 7, SIFT higher in 5, 0 ties.2 other papers7 Condel higher75 SIFT higher5
Condel higherTieSIFT higher
Compared
Condel, SIFT

Not reviewed yet.

Condel and MVP: Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes and Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) disagree

  • Low severity
  • Not yet reviewed
  • two-study-conflict
  • unknown

Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes ranks MVP above Condel in 4 of 5 comparisons; Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) ranks Condel above MVP in 6 of 7 comparisons. No other study gives a verdict, so neither is the outlier.

2 papers rank Condel above MVP in 7 of their 12 comparisons and MVP higher in 5. Of those papers, Clinical likelihood ratios and balanced… ranks MVP higher on its own (4 of 5).

Comparisons in which each paper scores Condel or MVP higher2 other papers: Condel higher in 7, MVP higher in 5, 0 ties.2 other papers7 Condel higher75 MVP higher5
Condel higherTieMVP higher
Compared
Condel, MVP

Not reviewed yet.

Condel and PolyPhen-2: Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes and Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) disagree

  • Low severity
  • Not yet reviewed
  • two-study-conflict
  • unknown

Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes ranks PolyPhen-2 above Condel in 4 of 5 comparisons; Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) ranks Condel above PolyPhen-2 in 6 of 6 comparisons. No other study gives a verdict, so neither is the outlier.

2 papers rank Condel above PolyPhen-2 in 7 of their 12 comparisons and PolyPhen-2 higher in 4; 1 is a tie. Of those papers, Clinical likelihood ratios and balanced… ranks PolyPhen-2 higher on its own (4 of 6).

Comparisons in which each paper scores Condel or PolyPhen-2 higher2 other papers: Condel higher in 7, PolyPhen-2 higher in 4, 1 tie.2 other papers7 Condel higher71 tie4 PolyPhen-2 higher4
Condel higherTiePolyPhen-2 higher
Compared
Condel, PolyPhen-2

Not reviewed yet.

Condel and FATHMM-MKL: Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes and Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) disagree

  • Low severity
  • Not yet reviewed
  • two-study-conflict
  • unknown

Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes ranks FATHMM-MKL above Condel in 5 of 5 comparisons; Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) ranks Condel above FATHMM-MKL in 7 of 7 comparisons. No other study gives a verdict, so neither is the outlier.

2 papers rank Condel above FATHMM-MKL in 7 of their 12 comparisons and FATHMM-MKL higher in 5. Of those papers, Clinical likelihood ratios and balanced… ranks FATHMM-MKL higher on its own (5 of 5).

Comparisons in which each paper scores Condel or FATHMM-MKL higher2 other papers: Condel higher in 7, FATHMM-MKL higher in 5, 0 ties.2 other papers7 Condel higher75 FATHMM-MKL higher5
Condel higherTieFATHMM-MKL higher
Compared
Condel, FATHMM-MKL

Not reviewed yet.

Condel and CADD: Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes and Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) disagree

  • Low severity
  • Not yet reviewed
  • two-study-conflict
  • unknown

Clinical likelihood ratios and balanced accuracy for 44 in silico tools against multiple large-scale functional assays of cancer susceptibility genes ranks CADD above Condel in 4 of 5 comparisons; Livesey and Marsh 2025, Genome Biology 26:104 (Europe PMC full text XML) ranks Condel above CADD in 6 of 7 comparisons. No other study gives a verdict, so neither is the outlier.

2 papers rank Condel above CADD in 7 of their 12 comparisons and CADD higher in 5. Of those papers, Clinical likelihood ratios and balanced… ranks CADD higher on its own (4 of 5).

Comparisons in which each paper scores Condel or CADD higher2 other papers: Condel higher in 7, CADD higher in 5, 0 ties.2 other papers7 Condel higher75 CADD higher5
Condel higherTieCADD higher
Compared
Condel, CADD

Not reviewed yet.