Maral Misserian, Alicia Wheelington, Rashon King, Jackson Francis, M Sunil Mathew, Marlyn A Allicock, Bethany R Cartwright, Adejumoke Adewunmi, Aparajita Chandrasekhar, Dhatri Polavarapu, Faisal G Qureshi, Sarah E Barlow, Sarah E Messiah
Adaptation of a standardized lifestyle intervention to maximize health outcomes in adolescent metabolic and bariatric surgery patients
Journal of translational medicine
present intelligent model based known diagnostic knowledge assist medical diagnosis display reasoning process interesting issue worth exploring study developed novel intelligent model visualized inference medical diagnosis case traditional chinese medicine tcm four classes tcms diagnosis composed yin deficiency liver yin deficiency kidney yin deficiency liverkidney yin deficiency selected research examples according knowledge diagnostic points diagnostics tcm total 2000 samples training testing randomly generated four classes tcms diagnosis addition total 60 clinical samples collected hospital clinical cases training samples sent pretraining language model chinese bert training generate intelligent diagnostic module simultaneously mathematical algorithm developed generate inferential digraphs order evaluate performance model values accuracy f1 score mse loss indicators calculated model training testing confusion matrices roc curves plotted estimate predictive ability model novel model also compared rf xgboost instances inferential digraphs model displayed analyzed may new attempt solve problem interpretable inferential intelligent models field artificial intelligence medical diagnosis tcm