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Scalable Precision Psychiatry With an Objective Measure of Psychological Stress: Prospective Real-World Study

Scalable Precision Psychiatry With an Objective Measure of Psychological Stress: Prospective Real-World Study

To protect the real-world applicability of the results, users were not given any special instructions or information about the nature or possibility of the current analyses. As a consequence, user data varied greatly in terms of engagement and app-use characteristics.

Helena Wang, Norman Farb, Bechara Saab

J Med Internet Res 2025;27:e56086

Usability and Quality of the JoyPop App: Prospective Evaluation Study

Usability and Quality of the JoyPop App: Prospective Evaluation Study

Users are more likely to use a mental health app if it is provided by a credible source, positively impacts their mental health, and has evidence of safety and effectiveness [32]. Without proof of quality, users may rely on subjective star ratings, which can be inconsistent with an app’s actual quality and clinical utility [47-49].

Ishaq Malik, Teagan Neufeld, Aislin Mushquash

JMIR Hum Factors 2025;12:e65472

Discussions of Antibiotic Resistance on Social Media Platforms: Text Mining and Mixed Methods Content Analysis Study

Discussions of Antibiotic Resistance on Social Media Platforms: Text Mining and Mixed Methods Content Analysis Study

This was a noninterventional retrospective study using a text mining approach to retrieve information from social media posts (data available in the public domain) written by French speaking internet users between 2014 and 2020 (Figure 1).

Jocelyne Arquembourg, Philippe Glaser, France Roblot, Isabelle Metzler, Mélanie Gallant-Dewavrin, Hugues Feutze Nanguem, Adel Mebarki, Paméla Voillot, Stéphane Schück

JMIR Form Res 2025;9:e37160

A Digitally Capable Aged Care Workforce: Demands and Directions for Workforce Education and Development

A Digitally Capable Aged Care Workforce: Demands and Directions for Workforce Education and Development

There we presented our view that workforce research and development is needed to achieve optimal outcomes for workers in order to achieve these for service users as the aged care sector moves toward digital maturity. The ensuing discussions with workshop delegates contributed to refining the viewpoint we outline here. Digital aged care work is likely to deliver the greatest benefits when needs for fundamental, complementary digital knowledge and skills are met in both paid and unpaid workers.

Kathleen Gray, Kerryn Butler-Henderson, Karen Day

JMIR Aging 2025;8:e54143

Using Wear Time for the Analysis of Consumer-Grade Wearables’ Data: Case Study Using Fitbit Data

Using Wear Time for the Analysis of Consumer-Grade Wearables’ Data: Case Study Using Fitbit Data

With the realization that fitness trackers can motivate users to exercise by providing them with real-time feedback, researchers and clinicians are now increasingly using these devices to monitor individuals [4-7]. In particular, Fitbit (Google Inc) smartwatches have imposed themselves in the clinical world due to their low price, high battery life, user-friendliness, and compatibility with most smartphones on the market.

Loubna Baroudi, Ronald Fredrick Zernicke, Muneesh Tewari, Noelle E Carlozzi, Sung Won Choi, Stephen M Cain

JMIR Mhealth Uhealth 2025;13:e46149

Challenges to Rehabilitation Services in Sub-Saharan Africa From a User, Health System, and Service Provider Perspective: Scoping Review

Challenges to Rehabilitation Services in Sub-Saharan Africa From a User, Health System, and Service Provider Perspective: Scoping Review

It is important to explore the rehabilitation challenges faced by users, health systems, and service providers. This scoping review aims to enhance our understanding of the complex demands imposed by these factors in SSA and examine the challenges associated with rehabilitation services from those 3 domains. This review follows the framework of conducting scoping reviews as proposed by Arksey and O’Malley [12].

Callixte Cyuzuzo, Marie Josee Dukuzimana, Clement Muhire, Mathew Sheldon Ames, Emmanuel Ngwakongnwi

JMIR Hum Factors 2025;12:e58841

Comparison of a Novel Machine Learning–Based Clinical Query Platform With Traditional Guideline Searches for Hospital Emergencies: Prospective Pilot Study of User Experience and Time Efficiency

Comparison of a Novel Machine Learning–Based Clinical Query Platform With Traditional Guideline Searches for Hospital Emergencies: Prospective Pilot Study of User Experience and Time Efficiency

One of the strengths of our study is that it uses objective measures of efficiency including search times and search outcomes rather than relying on self-reported questionnaire data from users. This mitigates recall bias.

Hamza Ejaz, Hon Lung Keith Tsui, Mehul Patel, Luis Rafael Ulloa Paredes, Ellen Knights, Shah Bakht Aftab, Christian Peter Subbe

JMIR Hum Factors 2025;12:e52358

An Ontology for Digital Medicine Outcomes: Development of the Digital Medicine Outcomes Value Set (DOVeS)

An Ontology for Digital Medicine Outcomes: Development of the Digital Medicine Outcomes Value Set (DOVeS)

Users of HTA frameworks (whether federal bodies abroad or individual stakeholders in the United States where no centralized federal HTA body exists [9]) might also benefit from a means to readily identify similar or related devices, particularly in a domain as complex and rapidly evolving as digital medicine.

Benjamin Rosner, Matthew Horridge, Guillen Austria, Tiffany Lee, Andrew Auerbach

JMIR Med Inform 2025;13:e67589

Comparisons of Physicians’, Nurses’, and Social Welfare Professionals’ Experiences With Participation in Information System Development: Cross-Sectional Survey Study

Comparisons of Physicians’, Nurses’, and Social Welfare Professionals’ Experiences With Participation in Information System Development: Cross-Sectional Survey Study

Users may experience that their participation does not affect IS functionalities in a desired manner [1,4,6,16]. In addition, emphasizing administrative information needs and wishes instead of the needs of frontline professionals can complicate work processes by increasing the requirements for data entry and thus impair the workflows [21]. IS users in leadership positions have different needs for ISs than frontline professionals [22].

Susanna Martikainen, Johanna Viitanen, Samuel Salovaara, Ulla-Mari Kinnunen, Tinja Lääveri

JMIR Hum Factors 2025;12:e51495

Examining the Emotional and Physical Health Impact in Users of Open-Source Automated Insulin Delivery and Sources of Support: Qualitative Analysis of Patient Narratives

Examining the Emotional and Physical Health Impact in Users of Open-Source Automated Insulin Delivery and Sources of Support: Qualitative Analysis of Patient Narratives

This approach enabled us to tap into a highly empowered and informed population of people with diabetes and particularly target those who were users of open-source AID systems. We used several social media channels, including the Facebook (Meta Platforms) groups Looped (with >6000 members) and Android APS users (with >1800 members as of November 2018) and regional subgroups, and posted publicly on Twitter using the hashtags #We Are Not Waiting and #DIYAPS to engage with the wider diabetes online community.

Bryan Cleal, Yanbing Chen, Mandy Wäldchen, Hanne Ballhausen, Drew Cooper, Shane O'Donnell, Christine Knoll, Niklas Krug, Klemens Raile, Tebbe Ubben, Adrian Tappe, Dana Lewis, Ingrid Willaing, Timothy Skinner, Katarina Braune

J Med Internet Res 2025;27:e48406