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Evaluating the Acceptability of a Brief Web-Based Alcohol Misuse Prevention Program Among US Military Cadets: Mixed Methods Formative Evaluation

Evaluating the Acceptability of a Brief Web-Based Alcohol Misuse Prevention Program Among US Military Cadets: Mixed Methods Formative Evaluation

Others indicated that they would act as the designated driver for their friends, stating, “I will likely be the DD for my group on more occasions” [SP #17]. Addressing the longstanding issue of alcohol misuse in the military requires creative solutions designed to mitigate the challenges inherent to promoting health in large, diverse communities [1,2,4,11,41].

Emily Schmied, Lauren Hurtado, W Ken Robinson, Cynthia M Simon-Arndt, Richard Moyer III, Leslie Wilson, Mark Reed, Shannon M Blakey, Marni Kan

JMIR Form Res 2025;9:e67637

Explainable AI for Intraoperative Motor-Evoked Potential Muscle Classification in Neurosurgery: Bicentric Retrospective Study

Explainable AI for Intraoperative Motor-Evoked Potential Muscle Classification in Neurosurgery: Bicentric Retrospective Study

Feature importance analysis (Figure 4 A) revealed that peak latency, a primary factor in clinical decision-making, was the main driver of classification. Main frequency was the next most important, despite typically not being used by clinicians. This was followed in order of importance by maximum signal value, while slope and number of peaks were the least important features. Model decisions according to muscle classification. (A) SHAP feature importances of the RF on feature representation.

Qendresa Parduzi, Jonathan Wermelinger, Simon Domingo Koller, Murat Sariyar, Ulf Schneider, Andreas Raabe, Kathleen Seidel

J Med Internet Res 2025;27:e63937