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A Risk Prediction Model (CMC-AKIX) for Postoperative Acute Kidney Injury Using Machine Learning: Algorithm Development and Validation

A Risk Prediction Model (CMC-AKIX) for Postoperative Acute Kidney Injury Using Machine Learning: Algorithm Development and Validation

Model 2 included 11 variables that were used in the classification system developed by Park et al [9], including age, sex, emergency operation, operation duration, diabetes, ACEi or ARB usage, blood levels of albumin, hemoglobin, sodium, e GFR, and urine dipstick protein. In this model, light GBM (AUC=0.81) and DNN (AUC=0.8) showed the highest performance.

Ji Won Min, Jae-Hong Min, Se-Hyun Chang, Byung Ha Chung, Eun Sil Koh, Young Soo Kim, Hyung Wook Kim, Tae Hyun Ban, Seok Joon Shin, In Young Choi, Hye Eun Yoon

J Med Internet Res 2025;27:e62853

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Health Care Professionals' Engagement With Digital Mental Health Interventions in the United Kingdom and China: Mixed Methods Study on Engagement Factors and Design Implications

Health Care Professionals' Engagement With Digital Mental Health Interventions in the United Kingdom and China: Mixed Methods Study on Engagement Factors and Design Implications

Reference 41: The cultural adaptation of step-by-step: an intervention to address depression among Chinese young Reference 83: Engaging children and young people in digital mental health interventions: systematic review

Zheyuan Zhang, Sijin Sun, Laura Moradbakhti, Andrew Hall, Celine Mougenot, Juan Chen, Rafael A Calvo

JMIR Ment Health 2025;12:e67190

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COVID-19–Related Racism and Mental Health Among Asian Americans: Integrative Review

COVID-19–Related Racism and Mental Health Among Asian Americans: Integrative Review

Since racist incidents often occur among vulnerable Asian Americans (eg, females, older adults, and young victims), the provision of specific “how-to” tools for recognizing the problem and promptly filing reports is of importance. To create action plans to address racism in the United States, accurate and timely documentation of the incidents is necessary [29,49]. As announced by the Biden administration, a system for reporting hate crimes against Asian Americans was established and funded.

Tania Von Visger, Amy Lyons, Yanjun Zhou, Kayla Wardlaw, Eunhee Park, Yu-Ping Chang

Asian Pac Isl Nurs J 2025;9:e63769

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Analysis of Metabolic and Quality-of-Life Factors in Patients With Cancer for a New Approach to Classifying Walking Habits: Secondary Analysis of a Randomized Controlled Trial

Analysis of Metabolic and Quality-of-Life Factors in Patients With Cancer for a New Approach to Classifying Walking Habits: Secondary Analysis of a Randomized Controlled Trial

In other studies, the group that walked regularly, making walking a habitual activity, consisted predominantly of young female patients, regardless of their disease [28,29]. Regarding the comparison of biometric data between AWG and IWG, no variables demonstrated a significant difference in the extent of change between the baseline and the 6-month follow-up. Nevertheless, both walking groups showed significant improvement in HDL cholesterol.

Yae Won Tak, Junetae Kim, Haekwon Chung, Sae Byul Lee, In Ja Park, Sei Won Lee, Min-Woo Jo, Jong Won Lee, Seunghee Baek, Yura Lee

J Med Internet Res 2025;27:e52694

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