Table 8.

The results of the evaluation criteria for assessing the effectiveness of the constructed models in classifying patients in scenario (1).

Model	Phase	Index values
		Precision	Recall	F1-score
LGBM	Alive	0.301	0.109	0.160
	Die	0.913	0.974	0.943
LGAG	Alive	0.826	0.134	0.230
	Die	0.918	0.997	0.956
LGBE	Alive	0.777	0.563	0.653
	Die	0.956	0.983	0.969
LGGJ	Alive	0.695	0.377	0.489
	Die	0.938	0.983	0.960
LGPO	Alive	0.724	0.518	0.604
	Die	0.952	0.980	0.965
XGBC	Alive	0.551	0.419	0.476
	Die	0.941	0.965	0.953
XGAG	Alive	0.720	0.317	0.440
	Die	0.933	0.987	0.959
XGBE	Alive	0.844	0.630	0.722
	Die	0.963	0.988	0.975
XGGJ	Alive	0.777	0.430	0.553
	Die	0.944	0.987	0.965
XGPO	Alive	0.799	0.546	0.649
	Die	0.955	0.986	0.970