Objective:To explore the feasibility of remotely obtaining complex information on traditional Chinese medicine(TCM)pulse conditions through voice signals.Methods: We used multi-label pulse conditions as the entry poin...Objective:To explore the feasibility of remotely obtaining complex information on traditional Chinese medicine(TCM)pulse conditions through voice signals.Methods: We used multi-label pulse conditions as the entry point and modeled and analyzed TCM pulse diagnosis by combining voice analysis and machine learning.Audio features were extracted from voice recordings in the TCM pulse condition dataset.The obtained features were combined with information from tongue and facial diagnoses.A multi-label pulse condition voice classification DNN model was built using 10-fold cross-validation,and the modeling methods were validated using publicly available datasets.Results: The analysis showed that the proposed method achieved an accuracy of 92.59%on the public dataset.The accuracies of the three single-label pulse manifestation models in the test set were 94.27%,96.35%,and 95.39%.The absolute accuracy of the multi-label model was 92.74%.Conclusion: Voice data analysis may serve as a remote adjunct to the TCM diagnostic method for pulse condition assessment.展开更多
目的观察中医辨体调护联合耳穴压丸对肥胖型糖耐量减低患者血糖、胰岛素抵抗的影响。方法选取上海市嘉定区中医医院内分泌科就诊的肥胖型糖耐量减低患者88例,随机分组为常规护理组、中医辨体调护联合耳穴压丸组,治疗12周,比较2组治疗前...目的观察中医辨体调护联合耳穴压丸对肥胖型糖耐量减低患者血糖、胰岛素抵抗的影响。方法选取上海市嘉定区中医医院内分泌科就诊的肥胖型糖耐量减低患者88例,随机分组为常规护理组、中医辨体调护联合耳穴压丸组,治疗12周,比较2组治疗前后腰围(WC)、体质量指数(BMI)、糖化血红蛋白(HbA1c)、血糖[空腹血糖(FPG)/餐后2 h血糖(2 h PBG)]、空腹胰岛素(FINS)及胰岛素抵抗指数(HOMA-IR)。结果治疗后2组患者WC、BMI、HbA1c、FPG、FINS、2 h PBG、HOMA-IR均较治疗前明显下降(P<0.05),治疗组患者WC、HbA1c、FPG、FINS、2 h PBG、HOMA-IR改善作用明显优于对照组(P<0.05)。结论中医辨体调护联合耳穴压丸可明显降低肥胖型糖耐量减低患者的血糖,改善胰岛素抵抗。展开更多
基金supported by Fundamental Research Funds from the Beijing University of Chinese Medicine(2023-JYB-KYPT-13)the Developmental Fund of Beijing University of Chinese Medicine(2020-ZXFZJJ-083).
文摘Objective:To explore the feasibility of remotely obtaining complex information on traditional Chinese medicine(TCM)pulse conditions through voice signals.Methods: We used multi-label pulse conditions as the entry point and modeled and analyzed TCM pulse diagnosis by combining voice analysis and machine learning.Audio features were extracted from voice recordings in the TCM pulse condition dataset.The obtained features were combined with information from tongue and facial diagnoses.A multi-label pulse condition voice classification DNN model was built using 10-fold cross-validation,and the modeling methods were validated using publicly available datasets.Results: The analysis showed that the proposed method achieved an accuracy of 92.59%on the public dataset.The accuracies of the three single-label pulse manifestation models in the test set were 94.27%,96.35%,and 95.39%.The absolute accuracy of the multi-label model was 92.74%.Conclusion: Voice data analysis may serve as a remote adjunct to the TCM diagnostic method for pulse condition assessment.
文摘目的观察中医辨体调护联合耳穴压丸对肥胖型糖耐量减低患者血糖、胰岛素抵抗的影响。方法选取上海市嘉定区中医医院内分泌科就诊的肥胖型糖耐量减低患者88例,随机分组为常规护理组、中医辨体调护联合耳穴压丸组,治疗12周,比较2组治疗前后腰围(WC)、体质量指数(BMI)、糖化血红蛋白(HbA1c)、血糖[空腹血糖(FPG)/餐后2 h血糖(2 h PBG)]、空腹胰岛素(FINS)及胰岛素抵抗指数(HOMA-IR)。结果治疗后2组患者WC、BMI、HbA1c、FPG、FINS、2 h PBG、HOMA-IR均较治疗前明显下降(P<0.05),治疗组患者WC、HbA1c、FPG、FINS、2 h PBG、HOMA-IR改善作用明显优于对照组(P<0.05)。结论中医辨体调护联合耳穴压丸可明显降低肥胖型糖耐量减低患者的血糖,改善胰岛素抵抗。
