e.g. mhealth
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Social media offers a pertinent data source for addressing many of the challenges of traditional longitudinal studies based on surveys. Social media–based health research has grown significantly in recent years [19], particularly in exploring the emotional impact of the COVID-19 pandemic [20]. Research has shown that different populations have exhibited unique emotional patterns throughout the pandemic [21].
J Med Internet Res 2025;27:e72521
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The baseline visit occurred during the final routine clinic appointment at the pediatric hospital and involved the collection of patient demographic, clinical, and contact details, including an assessment of psychological distress and transition readiness. Installation and setup of TMApp also occurred during this visit.
JMIR Pediatr Parent 2025;8:e67061
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The Global Health Data Exchange GBD Results Tool was used to collect data spanning from 1990 to 2021. The GBD platform provides access to all age-standardized and age-specific rates, along with data that includes 95% uncertainty intervals. Potential issues with GBD data include variability in data quality across countries and years, which can affect comparability. Some regions have limited or incomplete health data, leading to reliance on statistical estimates and models that introduce uncertainty.
JMIR Cancer 2025;11:e74389
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A mixed methods design enabled collection of both qualitative and quantitative data, which allowed for greater confidence in the validity of any findings by means of triangulation [28], which was felt to be important given the relative lack of research in this specific area. This factor is also what led to the decision of conducting focus groups, due to their usefulness in exploratory research [29].
Summary of the methods.
JMIR Med Educ 2025;11:e65053
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All participants provided written informed consent, including explicit permission for secondary data analysis. Participants were informed about the study’s purpose, data use, and privacy protections. The consent forms allowed future reuse of anonymized data. All data were deidentified before analysis, with Digital Imaging and Communications in Medicine header information removed using specialized tools. No identifiable facial features or personal metadata were present in any of the presented images.
JMIR Med Inform 2025;13:e72155
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First, data security and privacy protection remain pressing issues, with the security of patients’ personal health information on telemedicine platforms receiving widespread attention. Unauthorized access and data breaches can have serious implications for patient privacy and health care decision-making [8]. The increasing risk of cyberattacks and hacking incidents could lead to large-scale leaks of sensitive data, undermining public trust in telemedicine.
J Med Internet Res 2025;27:e67390
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Preparing for Potential Health and Safety Risks at the Olympic Games: Scoping Review
These technologies provide instantaneous transmission and exchange of data to enhance the effectiveness and precision of surveillance mechanisms.
JMIR Public Health Surveill 2025;11:e66829
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To measure strength, we used the embedded inertial sensors in mobile phones to record shoulder abduction movement data. In this procedure, a mobile phone was attached to the participant’s upper limb. The participant was then asked to repeatedly perform shoulder abduction as quickly and continuously as possible, from a natural resting position to 90° of abduction. Data collection was repeated twice for each patient, with each repetition lasting 10 seconds and sampled at 50 Hz.
J Med Internet Res 2025;27:e63308
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Data collection will occur remotely over the phone or videoconferencing software to minimize the burden on study participants. Research staff will also maintain engagement through regular contact with participants.
This trial is approved by the Indiana University IRB (15749) and is registered on Clinical Trials.gov (NCT05733520).
JMIR Res Protoc 2025;14:e73387
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Smartphone Apps and Wearables for Health Parameters in Young Adulthood: Cross-Sectional Study
The survey was created in accordance with the International Handbook of Survey Methodology [20] and the Declaration of Helsinki [21], and was distributed via Microsoft Forms (Office 365 Suite), which ensures secure and ease of data collection, as well as anonymity in compliance with General Data Protection Regulation [22] policies. Before accessing the survey, each participant was presented with an informative note about the study and data processing.
JMIR Hum Factors 2025;12:e64629
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