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The validation cohort's analysis revealed that the model-predicted individualized treatment effects significantly influenced the effect of trial group assignment on the primary outcome, as indicated by a statistically significant interaction (p-value = 0.002) and a notable adjusted QINI coefficient of 0.246. Analysis of the model highlighted difficult airway characteristics, body mass index, and APACHE II score as the most substantial variables. In a secondar