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Diagnosis Prediction on Held-out (test)

0.932Median AUROC

XGBoost

Updated 1mo ago

Evaluation Results

Method
XGBoost 2026.06	0.932	-	-	-	-	-
Transformer 2026.06	0.917	0.862	0.967	0.004	92	25
Log. Reg. 2026.06	0.917	-	-	-	-	-
Transformer 2026.06	0.881	0.792	0.977	0.016	213	77
XGBoost 2026.06	0.859	-	-	-	-	-
Log. Reg. 2026.06	0.825	-	-	-	-	-
Transformer 2026.06	0.818	0.791	0.841	0.403	149.5	33.5
Transformer 2026.06	0.815	0.7	0.902	0.119	191.5	37.8
Log. Reg. 2026.06	0.804	-	-	-	-	-
Log. Reg. 2026.06	0.802	-	-	-	-	-
XGBoost 2026.06	0.793	-	-	-	-	-
Transformer 2026.06	0.788	0.67	0.886	0.03	445	279.5
XGBoost 2026.06	0.786	-	-	-	-	-
Log. Reg. 2026.06	0.771	-	-	-	-	-
Transformer 2026.06	0.755	0.558	0.896	0.061	47	15.5
Log. Reg. 2026.06	0.752	-	-	-	-	-
Transformer 2026.06	0.741	0.695	0.788	0.188	187	52.2
Transformer 2026.06	0.735	0.667	0.794	0.166	233.5	77.2
Log. Reg. 2026.06	0.729	-	-	-	-	-
Log. Reg. 2026.06	0.727	-	-	-	-	-
Log. Reg. 2026.06	0.727	-	-	-	-	-
XGBoost 2026.06	0.726	-	-	-	-	-
Transformer 2026.06	0.725	0.695	0.758	0.483	165	44.2
Transformer 2026.06	0.721	0.657	0.777	0.109	179.5	85
XGBoost 2026.06	0.715	-	-	-	-	-
Transformer 2026.06	0.714	0.615	0.807	0.011	243	66.5
Transformer 2026.06	0.705	0.64	0.769	0.108	147	19.2
XGBoost 2026.06	0.685	-	-	-	-	-
Transformer 2026.06	0.683	0.616	0.749	0.156	175	70
Transformer 2026.06	0.682	0.651	0.709	0.48	113	28.2
Transformer 2026.06	0.674	0.438	0.912	0.08	536.5	344.2
Log. Reg. 2026.06	0.673	-	-	-	-	-
XGBoost 2026.06	0.671	-	-	-	-	-
Transformer 2026.06	0.662	0.628	0.694	0.403	154	55.2
Transformer 2026.06	0.66	0.618	0.703	0.255	211	71
Log. Reg. 2026.06	0.652	-	-	-	-	-
Log. Reg. 2026.06	0.652	-	-	-	-	-
Transformer 2026.06	0.644	0.596	0.69	0.16	187	77.5
Log. Reg. 2026.06	0.638	-	-	-	-	-
XGBoost 2026.06	0.635	-	-	-	-	-
Log. Reg. 2026.06	0.632	-	-	-	-	-
XGBoost 2026.06	0.632	-	-	-	-	-
Log. Reg. 2026.06	0.632	-	-	-	-	-
Log. Reg. 2026.06	0.631	-	-	-	-	-
Log. Reg. 2026.06	0.629	-	-	-	-	-
Log. Reg. 2026.06	0.628	-	-	-	-	-
XGBoost 2026.06	0.625	-	-	-	-	-
XGBoost 2026.06	0.623	-	-	-	-	-
Transformer 2026.06	0.613	0.565	0.663	0.127	219	85
Transformer 2026.06	0.601	0.544	0.654	0.088	177	72.5
Log. Reg. 2026.06	0.6	-	-	-	-	-
XGBoost 2026.06	0.599	-	-	-	-	-
XGBoost 2026.06	0.594	-	-	-	-	-
XGBoost 2026.06	0.593	-	-	-	-	-
XGBoost 2026.06	0.589	-	-	-	-	-
Transformer 2026.06	0.588	0.499	0.669	0.063	160	76
XGBoost 2026.06	0.582	-	-	-	-	-
Log. Reg. 2026.06	0.579	-	-	-	-	-
Log. Reg. 2026.06	0.57	-	-	-	-	-
XGBoost 2026.06	0.561	-	-	-	-	-
XGBoost 2026.06	0.542	-	-	-	-	-
XGBoost 2026.06	0.538	-	-	-	-	-
XGBoost 2026.06	0.527	-	-	-	-	-
XGBoost 2026.06	0.52	-	-	-	-	-
Log. Reg. 2026.06	0.475	-	-	-	-	-
Transformer 2026.06	0.386	0.099	0.662	0.007	205	111