Table 4.

Classification results measured using F1, showing the effect of choice of type 2 diabetes-negatives, Norm-0 (no physical activity impairment) versus Norm-2 (severe physical activity impairment). The values in the cells represent F1 scores.

Predictive model and T2Da status		High-level activity bout features		Sociodemographic and lifestyle		High-level activity bout features+sociodemographic and lifestyle
		Norm-0	Norm-2	Norm-0	Norm-2	Norm-0	Norm-2
Random forest
	T2D-positive	0.65	0.70	0.65	0.77	0.73	0.77
	T2D-negative	0.78	0.54	0.78	0.63	0.81	0.63
Logistic regression
	T2D-positive	0.66	0.72	0.69	0.77	0.74	0.77
	T2D-negative	0.77	0.54	0.79	0.65	0.82	0.65
Extreme gradient boosting
	T2D-positive	0.66	0.68	0.67	0.74	0.73	0.76
	T2D- negative	0.77	0.52	0.76	0.62	0.80	0.63

^aT2D: type 2 diabetes.