Table 4.

Evaluation measures in disease pathological syndrome identification.

Model	Evaluation Measures	Excess Cold syndrome	Excess Heat syndrome	Deficiency Cold syndrome	Deficiency Heat syndrome	Qi Deficiency syndrome	Blood Deficiency syndrome	Qi Stagnation syndrome	Blood Stasis syndrome	Phlegm Fluid Retention syndrome	Critical syndrome
BERT	Precision	0.8542	0.8402	0.8566	0.8933	0.8870	0.9029	0.8347	0.8562	0.8781	0.8576
	Recall	0.9108	0.9282	0.9102	0.9257	0.9138	0.9164	0.8843	0.8863	0.9283	0.9256
	F1	0.8816	0.8820	0.8826	0.9092	0.9002	0.9095	0.8588	0.8709	0.9025	0.8903
TEXTCNN	Precision	0.8724	0.8584	0.8446	0.8310	0.8014	0.8036	0.7915	0.8746	0.8626	0.8207
	Recall	0.7963	0.8735	0.8126	0.8323	0.8782	0.8088	0.8280	0.8243	0.8746	0.7838
	F1	0.8326	0.8658	0.8283	0.8316	0.8381	0.8062	0.8093	0.8487	0.8685	0.8018
LSTM RNN	Precision	0.8386	0.8681	0.8022	0.8401	0.7996	0.8199	0.8837	0.8621	0.8217	0.8163
	Recall	0.8086	0.8677	0.8132	0.8699	0.8459	0.7890	0.7895	0.8839	0.8398	0.8848
	F1	0.8233	0.8679	0.8076	0.8547	0.8221	0.8042	0.8339	0.8729	0.8306	0.8491
LSTM ATTENTION	Precision	0.8945	0.8537	0.8865	0.8595	0.8720	0.8470	0.8181	0.8881	0.8047	0.8268
	Recall	0.8445	0.8700	0.8901	0.8012	0.8406	0.8356	0.8296	0.8311	0.8796	0.8885
	F1	0.8688	0.8618	0.8883	0.8293	0.8560	0.8413	0.8238	0.8586	0.8405	0.8565
TCM-BERT-CNN	Precision	0.9486	0.9173	0.9513	0.9212	0.9329	0.9097	0.9416	0.9312	0.8840	0.9402
	Recall	0.9594	0.8735	0.8978	0.8874	0.9266	0.9062	0.9336	0.9028	0.9355	0.9008
	F1	0.9540	0.8949	0.9238	0.9039	0.9297	0.9079	0.9376	0.9168	0.9090	0.9201