hepatobiliary · blood_test

Alanine aminotransferase (ALT)

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

Per-track results

Benchmark Tracks

alt/3dba253e5312

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabDPT	0.211	831
2	HPP Curated Panel	TabPFN v2	0.2075	831
3	HPP Curated Panel	RealMLP	0.2072	831
4	HPP Curated Panel	TabFM	0.2068	831
5	HPP Curated Panel	TabPFN 3.5	0.2048	831
6	HPP Curated Panel	TabSwift	0.2001	831
7	HPP Curated Panel	TabICL	0.1943	831
8	HPP Curated Panel	Gradient-boosted trees	0.1926	831
9	HPP Curated Panel	Ridge	0.1859	831

alt/af6ddf6e8a54

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.1062	435

alt/e88188761bdb

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.1334	917

alt/e8b9d7308b49

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabPFN 3.5	0.1802	570
2	HPP Curated Panel	TabPFN v2	0.1787	570
3	HPP Curated Panel	TabSwift	0.1773	570
4	HPP Curated Panel	RealMLP	0.1734	570
5	HPP Curated Panel	TabDPT	0.1731	570
6	HPP Curated Panel	TabFM	0.1698	570
7	HPP Curated Panel	TabICL	0.1688	570
8	HPP Curated Panel	Ridge	0.1678	570
9	HPP Curated Panel	Gradient-boosted trees	0.1444	570

alt/ede655e1d2d6

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.1163	600