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Disease Prediction Using Machine Learning on Smartphone-Based Eye, Skin, and Voice Data: Scoping Review

Disease Prediction Using Machine Learning on Smartphone-Based Eye, Skin, and Voice Data: Scoping Review

A literature review is a systematic way of collecting studies relevant to a research topic, assessing the methodologies and results of the studies, and making recommendations for improvements if necessary [11]. In the health care domain, the implementation of literature reviews has been considered important for conducting further research and developing guidelines for clinical practice [12].

Research Dawadi, Mai Inoue, Jie Ting Tay, Agustin Martin-Morales, Thien Vu, Michihiro Araki

JMIR AI 2025;4:e59094

Establishing Syndromic Surveillance of Acute Coronary Syndrome, Myocardial Infarction, and Stroke: Registry Study Based on Routine Data From German Emergency Departments

Establishing Syndromic Surveillance of Acute Coronary Syndrome, Myocardial Infarction, and Stroke: Registry Study Based on Routine Data From German Emergency Departments

The Robert Koch Institute (RKI), a federal agency and research institute responsible for disease control and prevention in Germany, has recognized the practical benefits of this approach. At the RKI, an ED syndromic surveillance system has been established in 2020, using daily routine data from the German Emergency Department Data Registry AKTIN [2]. Currently, 58 EDs in 12 German federal states voluntarily provide data for research and surveillance purposes.

Madlen Schranz, Mirjam Rupprecht, Annette Aigner, Leo Benning, Carmen Schlump, Nesrine Charfeddine, Michaela Diercke, Linus Grabenhenrich, Alexander Ullrich, Hannelore Neuhauser, Birga Maier, AKTIN Research Group, Felix Patricius Hans, Sabine Blaschke

JMIR Public Health Surveill 2025;11:e66218

Assessment of Environmental, Sociocultural, and Physiological Influences on Women’s Toileting Decisions and Behaviors Using “Where I Go”: Pilot Study of a Mobile App

Assessment of Environmental, Sociocultural, and Physiological Influences on Women’s Toileting Decisions and Behaviors Using “Where I Go”: Pilot Study of a Mobile App

To address this gap, the Prevention of Lower Urinary Tract Symptoms (PLUS) Research Consortium developed a smartphone app called “Where I Go.” The Consortium’s goal was to produce a sophisticated data collection tool to explore potential relationships between factors influencing toileting decisions and bladder health.

Abigail R Smith, Elizabeth R Mueller, Cora E Lewis, Alayne Markland, Caroline Smerdon, Ariana L Smith, Siobhan Sutcliffe, Jean F Wyman, Lisa Kane Low, Janis M Miller, The Prevention of Lower Urinary Tract Symptoms (PLUS) Research C

JMIR Mhealth Uhealth 2025;13:e56533

Spread and Scale of the Integrated Nutrition Pathway for Acute Care Across Canada: Protocol for the Advancing Malnutrition Care Program

Spread and Scale of the Integrated Nutrition Pathway for Acute Care Across Canada: Protocol for the Advancing Malnutrition Care Program

The AMC Core Team recruits, trains, and supports regional mentors, typically dietitians or managers with experience improving nutrition care in a clinical setting and connects them with hospital champions who are typically front-line clinical dietitians. The AMC Core Team supports a quarterly national community of practice to enhance mentor-champion capacity building for implementation and oversees AMC program evaluation (Figure 2).

Katherine L Ford, Celia Laur, Rupinder Dhaliwal, Roseann Nasser, Leah Gramlich, Johane P Allard, Heather Keller, AMC Core Team

JMIR Res Protoc 2024;13:e62764

Health and Well-Being in the Context of Health-Promoting University Initiatives: Protocol for a Mixed Methods Needs Assessment Study at Qatar University

Health and Well-Being in the Context of Health-Promoting University Initiatives: Protocol for a Mixed Methods Needs Assessment Study at Qatar University

The development of the topic guide will be based on the findings from the qualitative assessment, literature review, and the expertise of the research team, ensuring a systematic approach to data collection. The topic guides will include key open-ended questions, along with probes to allow participants to comfortably express their views on issues related to both the physical and mental health and well-being of students at QU.

Ghadir Fakhri Al-Jayyousi, Diana Alsayed Hassan, Hanan Abdul Rahim, Manar E Abdel-Rahman, Isabel Ferreira, Banan Mukhalalati, Lily O'Hara, Hanan Khalil, Reema Tayyem, Elham S Abu Alhaija, Randa Abidia, Monica Zolezzi, Alla El-Awaisi, Noor Al-Wattary, Rafif Mahmood Al Saady, Maguy Saffouh El Hajj, Mujahed Shraim, Arpi K Abouhanian, Hatoun Saeb, Mustapha Mohammed, QU Health Youth Wellbeing Research Network Group

JMIR Res Protoc 2024;13:e58860

Exploring the Relationship Between Public Social Media Accounts, Adolescent Mental Health, and Parental Guidance in England: Large Cross-Sectional School Survey Study

Exploring the Relationship Between Public Social Media Accounts, Adolescent Mental Health, and Parental Guidance in England: Large Cross-Sectional School Survey Study

Existing findings draw on more than a decade of broad research into time spent on social media and online engagement patterns, including both active and passive social media use [1-3]. The rapidly changing nature of social media related behaviors exacerbates the difficulty of inquiry in this field and necessitates focused social media research questions to try to extend and explain the findings from existing studies to explore this complexity in greater depth.

Wakithi Siza Mabaso, Sascha Hein, Gabriela Pavarini, The OxWell Study Team, Mina Fazel

J Med Internet Res 2024;26:e57154

A Mindfulness-Based Lifestyle Intervention for Dementia Risk Reduction: Protocol for the My Healthy Brain Feasibility Randomized Controlled Trial

A Mindfulness-Based Lifestyle Intervention for Dementia Risk Reduction: Protocol for the My Healthy Brain Feasibility Randomized Controlled Trial

Prior research suggests that cognitive benefits associated with mindfulness can be observed with brief practice [59-61], suggesting that mindfulness is amenable to time-limited interventions. Despite these advantages, mindfulness has been overlooked in behavior modification AD/ADRD prevention interventions. Our interdisciplinary team has developed the first group mindfulness-based lifestyle intervention (My Healthy Brain [MHB]) that aims to modify early risk for AD/ADRD.

Ryan A Mace, Makenna E Law, Joshua E Cohen, Christine S Ritchie, Olivia I Okereke, Bettina B Hoeppner, Judson A Brewer, Stephen J Bartels, Ana-Maria Vranceanu, My Healthy Brain Team

JMIR Res Protoc 2024;13:e64149

Neighborhoods, Networks, and HIV Care Among Men Who Have Sex With Men: Proposal for a Longitudinal Study

Neighborhoods, Networks, and HIV Care Among Men Who Have Sex With Men: Proposal for a Longitudinal Study

Still, additional research is needed to elucidate the pathways through which networks and neighborhoods foster racial and ethnic disparities in HIV care outcomes. The results of such analyses will provide an empirical basis for interventions and policies to fill gaps in the care continuum among Black and Latino MSM.

Hong Van Tieu, Vijay Nandi, José E Diaz, Emily Greene, Melonie Walcott, Frank Curriero, Michael R Desjardins, Cara Wychgram, Carl Latkin, Andrew G Rundle, Victoria A Frye, NNHIV Study Team

JMIR Res Protoc 2024;13:e64358