Table 6.

Evaluation results of overall adherence prediction models.

	Selected demographics & z-scores				Selected demographics & composite scores
	LR	SVM	CART	RF	LR	SVM	CART	RF
Overall adherence at minimal level
Accuracy	0.627	0.593	0.611	0.602	0.678	0.584	0.542	0.526
Precision	0.635	0.596	0.628	0.611	0.688	0.585	0.545	0.525
Recall	0.627	0.593	0.611	0.602	0.678	0.584	0.542	0.526
F1 Score	0.625	0.583	0.604	0.591	0.674	0.579	0.541	0.523
AUROC	0.672	0.645	0.613	0.648	0.708	0.655	0.543	0.591
AUPRC	0.677	0.685	0.599	0.688	0.688	0.651	0.551	0.623
Overall adherence at full level
Accuracy	0.670	0.643	0.518	0.551	0.660	0.627	0.507	0.525
Precision	0.681	0.646	0.516	0.553	0.662	0.633	0.510	0.523
Recall	0.670	0.643	0.518	0.551	0.660	0.627	0.507	0.525
F1 Score	0.663	0.638	0.513	0.546	0.656	0.623	0.504	0.520
AUROC	0.694	0.642	0.517	0.603	0.711	0.664	0.508	0.567
AUPRC	0.677	0.655	0.525	0.610	0.688	0.677	0.517	0.615