PhenoBench

hepatobiliary · ultrasound

Liver Stiffness

Valid comparisons for this clinically grounded task are grouped by fixed information set.

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Per-track results

Benchmark Tracks

liver_stiffness/467df161143d

anthropometrics, cgm

Scored split: test. Primary metric: r2 (higher is better).

#PredictorMethodAbsolute test R²Test n
1Participant EmbeddingRidge0.084621241

liver_stiffness/71f657bdb0cd

anthropometrics, dxa

Scored split: test. Primary metric: r2 (higher is better).

#PredictorMethodAbsolute test R²Test n
1HPP Curated PanelTabPFN 3.50.11951286
2HPP Curated PanelTabDPT0.11631286
3HPP Curated PanelRealMLP0.11441286
4HPP Curated PanelGradient-boosted trees0.11371286
5HPP Curated PanelTabPFN v20.11281286
6HPP Curated PanelTabFM0.11271286
7HPP Curated PanelTabICL0.10831286
8HPP Curated PanelTabSwift0.10611286
9HPP Curated PanelRidge0.10281286

liver_stiffness/d3f05cf4ced1

anthropometrics, watchpat_actigraphy, watchpat_hr, watchpat_pat, watchpat_spo2

Scored split: test. Primary metric: r2 (higher is better).

#PredictorMethodAbsolute test R²Test n
1Participant EmbeddingRidge0.04263747

liver_stiffness/e4092087bf8f

anthropometrics, nightingale

Scored split: test. Primary metric: r2 (higher is better).

#PredictorMethodAbsolute test R²Test n
1HPP Curated PanelTabPFN 3.50.13151067
2HPP Curated PanelTabFM0.13071067
3HPP Curated PanelRealMLP0.12791067
4HPP Curated PanelTabDPT0.12731067
5HPP Curated PanelTabPFN v20.12021067
6HPP Curated PanelRidge0.121067
7HPP Curated PanelGradient-boosted trees0.11621067
8HPP Curated PanelTabSwift0.11361067
9HPP Curated PanelTabICL0.10971067

liver_stiffness/e7808f7ba898

anthropometrics, ecg_signal

Scored split: test. Primary metric: r2 (higher is better).

#PredictorMethodAbsolute test R²Test n
1Participant EmbeddingRidge0.04103801