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Evaluating a Large Language Model’s Ability to Synthesize a Health Science Master’s Thesis: Case Study

Evaluating a Large Language Model’s Ability to Synthesize a Health Science Master’s Thesis: Case Study

In an exploratory case study, we asked Chat GPT (Chat GPT-4o and Chat GPT-o1) to synthesize two datasets: one qualitative and one quantitative, inspired by existing real-world datasets the authors had previously analyzed. The generation of synthetic datasets and subsequent data analysis took place in October and November of 2024.

Pål Joranger, Sara Rivenes Lafontan, Asgeir Brevik

JMIR Form Res 2025;9:e73248

Implementation and Evaluation of a Therapeutic Communication Educational Program for Nurses: Protocol for a Mixed Methods Study

Implementation and Evaluation of a Therapeutic Communication Educational Program for Nurses: Protocol for a Mixed Methods Study

For the quantitative analysis, nurses of a general ward will also be invited enhancing statistical power with a greater number of participants. In both wards, all eligible nurses were invited to participate in the therapeutic communication training during working hours, and they were invited through email to participate in the study. Participants will not receive any compensation and signed an informed consent form before the start of the study.

Krista Hoek, Louise Suur, Monique van Velzen, Elise Y Sarton

JMIR Res Protoc 2025;14:e65795

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

The study was conducted in 2 phases, data collection using the published Detec’t webcrawler [12,13] developed by Kap Code (Paris, France) to collect antibiotic resistance-related posts and quantitative and qualitative analyses to identify trends and characterize key topics discussed by French speaking users. Study framework. A web crawler is an engine that browses through hyperlinks and stores them for future download of associated web pages (identified by the visited hyperlinks) [14].

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

Ecological Momentary Assessment of Parental Well-Being and Time Use: Mixed Methods Compliance and Feasibility Study

Ecological Momentary Assessment of Parental Well-Being and Time Use: Mixed Methods Compliance and Feasibility Study

Participants found answering the questions every day adequately easy (mean 3.37, SD 1.04; scale: 1=difficult to 5=easy; refer to Tables 3 and 4 for quantitative results from the follow-up questionnaires). Some participants in the follow-up questionnaires (3/57, 5%) and 92% (12/13) interviewees reported a habituation effect because after a while “you already knew what you had to answer” (see Multimedia Appendix 8 for qualitative results from the follow-up questionnaires).

Laura Altweck, Samuel Tomczyk

JMIR Form Res 2025;9:e67451

Improving Health and Well-Being of People With Post–COVID-19 Consequences in South Africa: Situation Analysis and Pilot Intervention Design

Improving Health and Well-Being of People With Post–COVID-19 Consequences in South Africa: Situation Analysis and Pilot Intervention Design

We collected quantitative data through a cross-sectional standardized questionnaire-based interview (see Multimedia Appendix 1) administered by the research staff with individuals who were previously diagnosed with COVID-19. The questionnaire covered topics on post–COVID-19 symptoms, experience with rehabilitation programs, challenges, preferences, and suggestions for potential interventions.

Nicole Audrey Glover, Farzana Sathar, Pride Mokome, Nkululeko Mathabela, Sipokazi Taleni, Sarah Alexandra van Blydenstein, Anna-Maria Mekota, Salome Charalambous, Andrea Rachow, Olena Ivanova

JMIR Form Res 2025;9:e58436

Automatic Human Embryo Volume Measurement in First Trimester Ultrasound From the Rotterdam Periconception Cohort: Quantitative and Qualitative Evaluation of Artificial Intelligence

Automatic Human Embryo Volume Measurement in First Trimester Ultrasound From the Rotterdam Periconception Cohort: Quantitative and Qualitative Evaluation of Artificial Intelligence

We assessed performance through both quantitative and qualitative analyses. Quantitatively, we compared volume differences between AI and VR segmentations and examined factors influencing segmentation accuracy. Qualitatively, expert raters visually evaluated the segmentations using a newly developed protocol, which also enabled us to estimate the time-saving potential of the AI approach.

Wietske A P Bastiaansen, Stefan Klein, Batoul Hojeij, Eleonora Rubini, Anton H J Koning, Wiro Niessen, Régine P M Steegers-Theunissen, Melek Rousian

J Med Internet Res 2025;27:e60887

Patient Acceptability and Technical Reliability of Wearable Devices Used for Monitoring People With Parkinson Disease: Survey Study

Patient Acceptability and Technical Reliability of Wearable Devices Used for Monitoring People With Parkinson Disease: Survey Study

We used a mixed methods survey design to obtain information from survey questions, both quantitative and semiqualitative, providing complementary information, within the context of a clinical feasibility trial in an NHS setting [13]. Participants in the PD-Care program feasibility study were offered to participate in this wearable substudy.

Tasmin Alanna Rookes, Amit Batla, Megan Armstrong, Gareth Ambler, Kate Walters, Anette Schrag

JMIR Form Res 2025;9:e63704

Interprofessional Discussion for Knowledge Transfer in a Digital “Community of Practice” for Managing Pneumoconiosis: Mixed Methods Study

Interprofessional Discussion for Knowledge Transfer in a Digital “Community of Practice” for Managing Pneumoconiosis: Mixed Methods Study

Qualitative and quantitative content analysis codebook, from the mixed methods study of Miners’ Wellness ECHOa participants, July 2018 to September 2019. a ECHO: Extension for Community Health Outcomes. b Utterances include statements of expertise, acceptance, and eschewal. Additional details are provided in Tables S1 and S2 in Multimedia Appendix 1. c Not applicable. We realize that evaluating others’ acceptance or eschewal can be subjective and difficult to determine by reading transcripts.

Varinn Avi Sood, Heidi Rishel Brakey, Orrin Myers, Xin Shore, Akshay Sood

JMIR Form Res 2025;9:e67999