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Developing an Equitable Machine Learning–Based Music Intervention for Older Adults At Risk for Alzheimer Disease: Protocol for Algorithm Development and Validation

Developing an Equitable Machine Learning–Based Music Intervention for Older Adults At Risk for Alzheimer Disease: Protocol for Algorithm Development and Validation

One such preventative intervention is a lifestyle-based approach focusing on addressing modifiable risk factors of AD, such as smoking, diet, and depression [4]. Research investigating lifestyle interventions has yielded promising results [5,6].

Chelsea S Brown, Luna Dziewietin, Virginia Partridge, Jennifer Rae Myers

JMIR Res Protoc 2025;14:e73711

Prevalence of Chronic Back Pain and Associated Factors in Children and Adolescents: Secondary Analysis of the 2001–2019 Health Behavior in School-Aged Children Study

Prevalence of Chronic Back Pain and Associated Factors in Children and Adolescents: Secondary Analysis of the 2001–2019 Health Behavior in School-Aged Children Study

These lifestyle habits can weaken muscles, reduce flexibility, impair proprioception, and destabilize the spine, increasing the risk of injury and pain [3,7,11]. The Health Behavior in School-Aged Children (HBSC) study is a collaborative cross-sectional international study conducted by the World Health Organization that has been conducted every 4 years since 1983.

Camila Miño, Héctor Gutiérrez-Espinoza, Jorge Olivares-Arancibia, Rodrigo Yáñez-Sepúlveda, Daniel Duclos-Bastías, Felipe Araya-Quintanilla, Lee Smith, José Francisco López-Gil

JMIR Public Health Surveill 2025;11:e67960

A Digital Lifestyle App for Hypertension During Pregnancy: Mixed Methods Intervention Development Study Using the Person-Based Approach

A Digital Lifestyle App for Hypertension During Pregnancy: Mixed Methods Intervention Development Study Using the Person-Based Approach

A recent systematic review identified no studies that specifically developed and tested lifestyle interventions to support healthy lifestyle behaviors for women who have chronic hypertension, who may benefit the most from lifestyle modification [3]. Since this is an important population at risk of poor pregnancy experiences and outcomes, a clear gap in the literature exists, which this study aims to start addressing.

Lucy Goddard, Katherine Tucker, Nerys M Astbury, Cristian Roman, Yuan Chi, Katherine Morgan, Patricia Devitt, Richard J McManus

JMIR Form Res 2025;9:e68927

Effects of Therapeutic Ultrasound and Aussie Current With High-Intensity Interval Training on Abdominal Adiposity in Young Adults With Overweight and Obesity: Protocol for a Randomized Controlled Trial

Effects of Therapeutic Ultrasound and Aussie Current With High-Intensity Interval Training on Abdominal Adiposity in Young Adults With Overweight and Obesity: Protocol for a Randomized Controlled Trial

Lifestyle modification is the most recommended approach for treating and preventing obesity at any stage of life [2]. In addition to exercise and a controlled diet, noninvasive techniques have emerged as safe and effective tools for managing adipose tissue [3,4]. These techniques include different electrophysical agents, such as low-intensity laser [5], cryotherapy [6], radiofrequency [7], infrared radiation [8], and therapeutic ultrasound (TUS) [4,9].

Ana Carolina Aparecida Marcondes-Scalli, Patricia Rehder-Santos, Étore De Favari Signini, Alex Castro, Carla Dato, Leonardo Furlan, Richard Eloin Liebano, Aparecida Maria Catai

JMIR Res Protoc 2025;14:e71829

Exploring Social Media Posts on Lifestyle Behaviors: Sentiment and Content Analysis

Exploring Social Media Posts on Lifestyle Behaviors: Sentiment and Content Analysis

However, the study was confined to vaping behaviors during the e-cigarette or vaping use-associated lung injury outbreak and did not address other lifestyle behaviors. In addition, there is a lack of studies examining the opinions of social media users in Malaysia on lifestyle behaviors, despite the increasing burden of NCDs and the rising prevalence of unhealthy lifestyle behaviors in the country.

Yan Yee Yip, Mohd Ridzwan Yaakub, Mohd Makmor-Bakry, Muhammad Iqbal Abu Latiffi, Wei Wen Chong

JMIR Infodemiology 2025;5:e65835

Feasibility and Cultural Adaptation of a Community-Engaged Physical Activity Intervention for Hispanic Older Adults: Pilot Study

Feasibility and Cultural Adaptation of a Community-Engaged Physical Activity Intervention for Hispanic Older Adults: Pilot Study

Using community-engaged approaches such as cultural adaptation, involving a community advisory board (CAB), and including bicultural/bilingual staff can increase adherence and satisfaction by making PA and other lifestyle behavior interventions more culturally relevant, acceptable, and accessible to the target communities [29-34].

Zvinka Z Zlatar, Mikael Anne Greenwood-Hickman, Lazaro N Martinez Lujan, Julie Cooper, Stefani Florez-Acevedo, David X Marquez, Rosa Gutierrez Aceves, Andrea Paula Vargas, Dori E Rosenberg

JMIR Form Res 2025;9:e65489

Prerequisites for Cost-Effective Home Blood Pressure Telemonitoring: Early Health Economic Analysis

Prerequisites for Cost-Effective Home Blood Pressure Telemonitoring: Early Health Economic Analysis

Despite lifestyle and drug therapy interventions, a significant proportion of patients with hypertension remains inadequately controlled, which is mostly the result of poor medication adherence [2]. Home blood pressure telemonitoring (HBPT) has been proposed to improve adherence [2,3] by allowing patients to measure their blood pressure at home while being remotely monitored by their health care providers.

Job van Steenkiste, Pim van Dorst, Daan Dohmen, Cornelis Boersma

JMIR Cardio 2025;9:e64386