PhenoBench

hepatobiliary · ultrasound

Liver Attenuation

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

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Per-track results

Benchmark Tracks

liver_attenuation/08530904640e

anthropometrics, dxa

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

#PredictorMethodAbsolute test R²Test n
1HPP Curated PanelTabFM0.1341284
2HPP Curated PanelTabPFN 3.50.13391284
3HPP Curated PanelTabICL0.13361284
4HPP Curated PanelTabDPT0.13331284
5HPP Curated PanelRidge0.13021284
6HPP Curated PanelTabSwift0.12961284
7HPP Curated PanelRealMLP0.12771284
8HPP Curated PanelTabPFN v20.12661284
9HPP Curated PanelGradient-boosted trees0.11331284

liver_attenuation/2481a86e7e70

anthropometrics, nightingale

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

#PredictorMethodAbsolute test R²Test n
1HPP Curated PanelTabPFN 3.50.14241066
2HPP Curated PanelTabFM0.13941066
3HPP Curated PanelTabICL0.13541066
4HPP Curated PanelRidge0.13071066
5HPP Curated PanelTabDPT0.12691066
6HPP Curated PanelTabSwift0.11841066
7HPP Curated PanelTabPFN v20.11691066
8HPP Curated PanelRealMLP0.11481066
9HPP Curated PanelGradient-boosted trees0.10061066

liver_attenuation/743acdc05adc

anthropometrics, watchpat_actigraphy, watchpat_hr, watchpat_pat, watchpat_spo2

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

#PredictorMethodAbsolute test R²Test n
1Participant EmbeddingRidge0.0459748

liver_attenuation/b8fe08663ff6

anthropometrics, cgm

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

#PredictorMethodAbsolute test R²Test n
1Participant EmbeddingRidge0.074851240

liver_attenuation/ce2f2087dd6a

anthropometrics, ecg_signal

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

#PredictorMethodAbsolute test R²Test n
1Participant EmbeddingRidge0.05522802