Development and internal validation of a prediction model for sleep apnea syndrome treated with continuous positive airway pressure based on claims and health checkup data linked to personal health records

Study limitation reported by the research below: “LightGBM model with 279 variables; monotonic constraints were applied for clinical interpretability, but full transparency of the model is limited without external publication of all variable details.”