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913; Additionally, among the algorithms, the Gradient Boosting algorithm had the highest precision with a value of 100%. According to our results, Gradient Boosting performed best overall, with an AUC 0.8, an accuracy 90%, and a precision of 100%. Besides, the top 5 weighting factors identified by the average algorithm in machine learning for difficult airways were age, sex, weight, height, and BMI. 90%, and a precision of 100%. Besides, the top 5 weighting factors identified by the average algorithm in machine lea