PhenoBench

metabolic_metabolomics · derived_clinical_score

Triglyceride–glucose index (TyG)

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

Read the Task Card

Per-track results

Benchmark Tracks

tyg/248fc0584fa3

anthropometrics, watchpat_actigraphy, watchpat_hr, watchpat_pat, watchpat_spo2

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

#PredictorMethodAbsolute test R²Test n
1Participant EmbeddingRidge0.1006403

tyg/577b99123bcf

anthropometrics, ecg_signal

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

#PredictorMethodAbsolute test R²Test n
1Participant EmbeddingRidge0.1937548

tyg/6581fd083236

anthropometrics, sleep

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

#PredictorMethodAbsolute test R²Test n
1HPP Curated PanelTabSwift0.1906604
2HPP Curated PanelTabDPT0.1887604
3HPP Curated PanelTabPFN 3.50.1872604
4HPP Curated PanelTabICL0.1857604
5HPP Curated PanelTabFM0.1857604
6HPP Curated PanelRealMLP0.185604
7HPP Curated PanelTabPFN v20.1831604
8HPP Curated PanelGradient-boosted trees0.18604
9HPP Curated PanelRidge0.1737604

tyg/97c211699ffb

anthropometrics, dxa

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

#PredictorMethodAbsolute test R²Test n
1HPP Curated PanelTabPFN v20.3231524
2HPP Curated PanelTabFM0.3225524
3HPP Curated PanelTabDPT0.3204524
4HPP Curated PanelTabPFN 3.50.32524
5HPP Curated PanelRealMLP0.3179524
6HPP Curated PanelTabSwift0.3177524
7HPP Curated PanelTabICL0.3172524
8HPP Curated PanelGradient-boosted trees0.3087524
9HPP Curated PanelRidge0.2937524

tyg/e0dc6a548e1c

anthropometrics, cgm

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

#PredictorMethodAbsolute test R²Test n
1Participant EmbeddingRidge0.2535848