Table 5. PPV results.

			t (days)
Dataset—Models			0	1	2	3	4	5	6	7
D pt	LR	Mean SD	0.83 0.0077	0.84 0.0091	0.81 0.012	0.77 0.018	0.75 0.025	0.71 0.021	0.69 0.055	0.63 0.079
	RF	Mean SD	0.91 0.012	0.92 0.014	0.89 0.019	0.85 0.032	0.82 0.046	0.76 0.032	0.71 0.06	0.68 0.094
	SVM	Mean SD	0.92 0.0088	0.89 0.0098	0.86 0.0084	0.81 0.017	0.82 0.024	0.75 0.023	0.74 0.091	0.65 0.14
	DNN	Mean SD	0.96 0.0098	0.93 0.014	0.89 0.013	0.87 0.015	0.83 0.021	0.77 0.024	0.73 0.049	0.66 0.10
D et	LR	Mean SD	0.82 0.095	0.78 0.016	0.77 0.013	0.74 0.024	0.73 0.034	0.71 0.031	0.72 0.047	0.67 0.045
	RF	Mean SD	0.87 0.012	0.86 0.014	0.83 0.018	0.81 0.023	0.76 0.019	0.77 0.028	0.74 0.034	0.70 0.038
	SVM	Mean SD	0.90 0.0059	0.85 0.0094	0.83 0.012	0.85 0.015	0.80 0.019	0.78 0.022	0.75 0.016	0.73 0.025
	DNN	Mean SD	0.94 0.0081	0.90 0.0083	0.86 0.0098	0.85 0.0092	0.81 0.011	0.79 0.018	0.76 0.023	0.71 0.029
D*et	LR	Mean SD	0.76 0.018	0.72 0.022	0.73 0.036	0.70 0.051	0.68 0.047	0.65 0.045	0.66 0.061	0.61 0.067
	RF	Mean SD	0.83 0.013	0.80 0.010	0.78 0.029	0.75 0.036	0.73 0.051	0.70 0.057	0.68 0.052	0.67 0.067
	SVM	Mean SD	0.84 0.014	0.85 0.019	0.81 0.024	0.77 0.023	0.74 0.029	0.71 0.031	0.69 0.034	0.65 0.032
	DNN	Mean SD	0.86 0.0098	0.82 0.012	0.79 0.021	0.77 0.025	0.76 0.029	0.73 0.033	0.70 0.032	0.66 0.037

Table detailing the mean PPV and 1-standard deviation for the LR, RF, SVM and DNN models trained and tested on the different sub-datasets containing planned admissions, D_pt, emergency admissions, D_et and emergency admissions with an infection, D*_et.