. 2024 Mar 11;24:70. doi: 10.1186/s12911-024-02463-w

Table 2.

Performance of risk models

Prediction	# Cases (prevalence)	Model	AUROC (95% CI)	AUPRC (95% CI)	F1 Value (95% CI)
In-patient mortality	41 (0.36%)	XGBoost	0.866 (0.777, 0.943)	0.031 (0.015, 0.072)	0.057 (0.000, 0.167)
In-patient mortality	41 (0.36%)	Logistic regression	0.914 (0.811, 0.956)	0.044 (0.019, 0.114)	0.044 (0.028, 0.063)
30-day readmission	941 (8.20%)	XGBoost	0.610 (0.587, 0.635)	0.116 (0.104, 0.132)	0.122 (0.078, 0.156)
30-day readmission	941 (8.20%)	Logistic regression	0.622 (0.599, 0.645)	0.130 (0.113, 0.149)	0.189 (0.171, 0.206)
Length-of-stay	N/A	XGBoost	0.841 (0.833, 0.847)	0.741 (0.729, 0.753)	0.666 (0.654, 0.678)
Length-of-stay	N/A	Logistic regression	0.822 (0.815, 0.829)	0.719 (0.707, 0.730)	0.646 (0.634, 0.658)