Table 7.

Mortality models with their respective hyperparameter configuration and their performance in predicting both CA-mortality and ALL-mortality.^a

Mortality				CA-mortality			ALL-mortality
Upsampling rate	Event weight	Multitask	AUROCb		F1	AUROC		F1
1	1	No	0.658		0.014	0.663		0.130
1	1	Yes	0.752		0.049	0.711		0.147
10	1	Yes	0.808		0.064	0.728		0.155
10	5	Yes	0.802		0.067	0.726		0.158

^aCA-mortality: cardiac arrest mortality (30-day mortality after CA records); ALL-mortality: 30-day mortality after all records.

^bAUROC: area under the receiver operating characteristic.