Table 10.

Optimized parameters for top-5 models in single feature-based classification.

Data type	ML classifier models	Parameter list	Best parameters
Fitbit (public)	DecisionTreeClassifier (criterion = "entropy")	criterion = ['gini', 'entropy'] max_depth =  [2,4,6,8,10,12]	criterion = ‘entropy, max_depth = 12
MOX2-5 (private)	DecisionTreeClassifier (criterion = "entropy")	criterion = ['gini', 'entropy'] max_depth =  [2,4,6,8,10,12]	criterion = ‘entropy, max_depth = 4
Combined for Transfer learning	DecisionTreeClassifier (criterion = "entropy")	criterion = ['gini', 'entropy'] max_depth =  [2,4,6,8,10,12]	criterion = ‘entropy, max_depth = 10