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Creation of Scientific Response Documents for Addressing Product Medical Information Inquiries: Mixed Method Approach Using Artificial Intelligence

Creation of Scientific Response Documents for Addressing Product Medical Information Inquiries: Mixed Method Approach Using Artificial Intelligence

Our study reveals the promise of machine learning models in classifying individual sections within scientific documents, particularly in the context of addressing inquiries within the pharmaceutical industry. The results from the ROC curves suggest that our classifier models outperform random guessing, demonstrating the highest AUC values for the treatment and adverse events classifiers. The transparency and interpretability of our classifier models were pivotal strengths.

Jerry Lau, Shivani Bisht, Robert Horton, Annamaria Crisan, John Jones, Sandeep Gantotti, Evelyn Hermes-DeSantis

JMIR AI 2025;4:e55277

Facilitators of and Barriers to Teachers’ Engagement With Consumer Technologies for Stress Management: Qualitative Study

Facilitators of and Barriers to Teachers’ Engagement With Consumer Technologies for Stress Management: Qualitative Study

Methods such as contextual inquiry explore how technology fits into everyday life and tend to consider the context of the organization or sector [31,32]. Also important are the contextual influences on the ability to engage with digital interventions such as social norms, culture, time, and location [33]. Human-computer interaction analysis only occasionally extends to a distal understanding of the value chain in how interventions work in context and why [34].

Julia B Manning, Ann Blandford, Julian Edbrooke-Childs

J Med Internet Res 2024;26:e50457

Problems and Barriers Related to the Use of mHealth Apps From the Perspective of Patients: Focus Group and Interview Study

Problems and Barriers Related to the Use of mHealth Apps From the Perspective of Patients: Focus Group and Interview Study

Despite the relatively broad testing approach in the fast-track process, it has not been conclusively clarified whether it is sufficient to face all potential problems in the context of m Health apps. This is partly due to the novelty of the field of care. In addition to governmental guidelines, there is also a variety of approaches in science to evaluate the quality of m Health apps.

Godwin Denk Giebel, Carina Abels, Felix Plescher, Christian Speckemeier, Nils Frederik Schrader, Kirstin Börchers, Jürgen Wasem, Silke Neusser, Nikola Blase

J Med Internet Res 2024;26:e49982

Untapped Potential of Unobtrusive Observation for Studying Health Behaviors

Untapped Potential of Unobtrusive Observation for Studying Health Behaviors

Studies on human behavior are dominated by traditional obtrusive methods that focus on understanding individual behavior, often overlooking the broader environmental context. For example, typical studies examining interventions to increase physical activity involve interventions delivered to individuals (eg, in primary care) and rely on obtrusive methods to measure physical activity (eg, self-report, pedometers, and accelerometers) [5].

Jack S Benton, David P French

JMIR Public Health Surveill 2024;10:e46638

High School Teachers’ Experiences of Consumer Technologies for Stress Management During the COVID-19 Pandemic: Qualitative Study

High School Teachers’ Experiences of Consumer Technologies for Stress Management During the COVID-19 Pandemic: Qualitative Study

Therefore, the aims of this study were to address this gap by giving teachers an informed choice of technology to support their stress management and explore whether and how the technology used in the context of their work was valuable and significant for them. Unexpectedly, this study got underway just when the COVID-19 pandemic hit.

Julia B Manning, Ann Blandford, Julian Edbrooke-Childs

JMIR Form Res 2023;7:e50460

Investigating Health Context Using a Spatial Data Analytical Tool: Development of a Geospatial Big Data Ecosystem

Investigating Health Context Using a Spatial Data Analytical Tool: Development of a Geospatial Big Data Ecosystem

Geographic context plays a growing role in connecting heterogeneous geoenabled information, especially in health research [1-4]. Spatial context includes elements and interactions with both the societal and the physical infrastructures associated with an individual’s daily activities. This includes accessibility, surrounding natural and built environments, social behaviors, and any related location-specific exposures, understanding that these elements change across geographic areas, scales, and time.

Timothy Haithcoat, Danlu Liu, Tiffany Young, Chi-Ren Shyu

JMIR Med Inform 2022;10(4):e35073

(Mis)Information on Digital Platforms: Quantitative and Qualitative Analysis of Content From Twitter and Sina Weibo in the COVID-19 Pandemic

(Mis)Information on Digital Platforms: Quantitative and Qualitative Analysis of Content From Twitter and Sina Weibo in the COVID-19 Pandemic

The proliferation of misinformation, even when harmless, can result in serious social and lethal health consequences in the context of pandemics [8]. As the number of Twitter users has grown in the intervening years since Ebola and Zika, so has the centrality of Twitter in the context of the recent pandemic to the extent that COVID-19 has been referred to as the “Twitter Pandemic” because of its role in distributing medical information and misinformation [9].

Sarah Kreps, Julie George, Noah Watson, Gloria Cai, Keyi Ding

JMIR Infodemiology 2022;2(1):e31793

Context and Complexity in Telemedicine Evaluation: Work Domain Analysis in a Surgical Setting

Context and Complexity in Telemedicine Evaluation: Work Domain Analysis in a Surgical Setting

Common trial reporting formats and health technology assessments generally demand limited information about an intervention’s implementation or context [41]. Yet without this information, generalizing findings beyond a specific case becomes difficult. It also becomes challenging to determine whether changes detected during a study are due to the intervention or if its implementation or context is causing the effects [26].

Hedvig Aminoff, Sebastiaan Meijer

JMIR Perioper Med 2021;4(2):e26580

Designing Consumer Health Information Technology to Support Biform and Articulation Work: A Qualitative Study of Diet and Nutrition Management as Patient Work

Designing Consumer Health Information Technology to Support Biform and Articulation Work: A Qualitative Study of Diet and Nutrition Management as Patient Work

As a result, currently available apps lack features to deliver personalized diet and nutrition guidance, integrate this guidance into the broader context of daily CD management, and adapt management activities across a lifespan [24]. Overall, tools tend to treat diet and nutrition management as isolated from other components of management.

Courtney C Rogers, Thomas J Moutinho Jr, Xiaoyue Liu, Rupa S Valdez

JMIR Hum Factors 2021;8(3):e27452