cardiovascular_lipid · condition_status

Hypertension status

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

Per-track results

Benchmark Tracks

hypertension_status/3de2aa1cecfa

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

#	Predictor	Method	Absolute test AUROC	Test n
1	Fundus Automorph Features	TabICL Classifier	0.8069	633
2	Fundus Automorph Features	TabFM Classifier	0.8055	633
3	Fundus Automorph Features	TabSwift Classifier	0.805	633
4	Fundus Automorph Features	Logistic Delta Auc	0.8049	633
5	Fundus Automorph Features	TabPFN v2 Classifier	0.8049	633
6	Fundus Automorph Features	TabDPT Classifier	0.8036	633
7	Fundus Automorph Features	TabPFN 3.5 Classifier	0.8032	633
8	Fundus Automorph Features	RealMLP Classifier	0.8025	633
9	Fundus Automorph Features	GBDT Delta Auc	0.7955	633

hypertension_status/89ebf9d27ae6

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

#	Predictor	Method	Absolute test AUROC	Test n
1	HPP Curated Panel	TabFM Classifier	0.7528	785
2	HPP Curated Panel	TabICL Classifier	0.7516	785
3	HPP Curated Panel	TabSwift Classifier	0.7513	785
4	HPP Curated Panel	TabPFN v2 Classifier	0.7507	785
5	HPP Curated Panel	RealMLP Classifier	0.75	785
6	HPP Curated Panel	TabPFN 3.5 Classifier	0.7493	785
7	HPP Curated Panel	TabDPT Classifier	0.7491	785
8	HPP Curated Panel	Logistic Delta Auc	0.7435	785
9	HPP Curated Panel	GBDT Delta Auc	0.7432	785