Table 2. Model performance on validation... | American Society of Hematology

Table 2.

Model performance on validation and test data

Model	Validation set
Model	AUC-PR	MCC	F1 score	Precision	Specificity	Sensitivity
LSTM hemato-oncology	0.88	0.77	0.79	0.80	0.98	0.77
LSTM cardiothoracic	0.55	0.52	0.53	0.56	0.99	0.50
LSTM multispecialty	0.78	0.68	0.69	0.73	0.99	0.66

Model	Validation set
Model	AUC-PR	MCC	F1 score	Precision	Specificity	Sensitivity
LSTM hemato-oncology	0.88	0.77	0.79	0.80	0.98	0.77
LSTM cardiothoracic	0.55	0.52	0.53	0.56	0.99	0.50
LSTM multispecialty	0.78	0.68	0.69	0.73	0.99	0.66

	Test set
LSTM hemato-oncology	0.84 (0.83-0.84)	0.73 (0.72-0.73)	0.74 (0.74-0.75)	0.77 (0.76-0.77)	0.98 (0.98-0.98)	0.72 (0.71-0.73)
LSTM cardiothoracic	0.41 (0.39-0.43)	0.41 (0.40-0.43)	0.43 (0.42-0.44)	0.44 (0.43-0.45)	0.99 (0.98-0.99)	0.42 (0.4-0.43)
LSTM multispecialty	0.73 (0.73-0.73)	0.64 (0.64-0.64)	0.65 (0.65-0.65)	0.70 (0.69-0.70)	0.99 (0.99-0.99)	0.61 (0.61-0.62)

	Test set
LSTM hemato-oncology	0.84 (0.83-0.84)	0.73 (0.72-0.73)	0.74 (0.74-0.75)	0.77 (0.76-0.77)	0.98 (0.98-0.98)	0.72 (0.71-0.73)
LSTM cardiothoracic	0.41 (0.39-0.43)	0.41 (0.40-0.43)	0.43 (0.42-0.44)	0.44 (0.43-0.45)	0.99 (0.98-0.99)	0.42 (0.4-0.43)
LSTM multispecialty	0.73 (0.73-0.73)	0.64 (0.64-0.64)	0.65 (0.65-0.65)	0.70 (0.69-0.70)	0.99 (0.99-0.99)	0.61 (0.61-0.62)

The scores in parentheses represent the 0.95 confidence interval.