Table 2.

Chemotherapy response and metastasis prediction model with various machine learning algorithms and deep learning.

Chemotherapy Response	Random Forest		Gradient Boosting		Deep Learning
	Text Feature (47)	AUC > 0.6 (7)	Text Feature (47)	AUC > 0.6 (7)	Train (37): Test (15)
Sensitivity	0.76	0.79	0.85	0.84	0.956
Specificity	0.74	0.82	0.94	0.88	0.964
AUC	0.76	0.80	0.88	0.86	0.917
Train accuracy	0.71	0.83	0.77	0.83	0.978
Test accuracy	0.71	0.83	0.81	0.81	0.975
Metastasis	Random Forest		Gradient Boosting		Deep Learning
	Text Feature (47)	AUC > 0.6 (17)	Text Feature (47)	AUC > 0.6 (17)	Train (37): Test (15)
Sensitivity	0.77	0.80	0.76	0.85	0.958
Specificity	0.74	0.66	0.76	0.73	0.990
AUC	0.73	0.85	0.74	0.72	0.970
Train accuracy	0.72	0.76	0.77	0.67	0.986
Test accuracy	0.72	0.76	0.61	0.76	0.983