The predictor variables consisted of a set of demographic and study variables that were selected based on the literature. The demographic variables (19 (link)) include patients' gender, age, education, religion, marital status, and the number of children, family annual income, and the main source of income. Study variables include the condition and severity of any disease (20 (link), 21 (link)), the ratio of family monthly medical expenses to income (within 5 years) (22 (link)), and medical insurance status (23 (link)).
The outcome variable was the patients' medical decision-making choice tendency. According to the principle of optimization, the choice tendency of medical decision-making is set into four aspects, namely, treatment effect, treatment cost, treatment side effect, and treatment experience (8 ). Among them, the choice tendency of each category was sorted by scale (1 = very important, 2 = important, 3 = low importance, 4 = not important at all).