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Bridging Data Gaps in Emergency Care: The NIGHTINGALE Project and the Future of AI in Mass Casualty Management

Bridging Data Gaps in Emergency Care: The NIGHTINGALE Project and the Future of AI in Mass Casualty Management

response using technological tools: a qualitative study assessing the perception of practitioners and tooltool

The NIGHTINGALE Consortium, Marta Caviglia

J Med Internet Res 2025;27:e67318

Machine Learning–Based Explainable Automated Nonlinear Computation Scoring System for Health Score and an Application for Prediction of Perioperative Stroke: Retrospective Study

Machine Learning–Based Explainable Automated Nonlinear Computation Scoring System for Health Score and an Application for Prediction of Perioperative Stroke: Retrospective Study

The ability of the EACH score to distill complex clinical data into a quantifiable stroke risk assessment provides a clear and actionable tool for perioperative stroke risk stratification.

Mi-Young Oh, Hee-Soo Kim, Young Mi Jung, Hyung-Chul Lee, Seung-Bo Lee, Seung Mi Lee

J Med Internet Res 2025;27:e58021

Health Communication on the Internet: Promoting Public Health and Exploring Disparities in the Generative AI Era

Health Communication on the Internet: Promoting Public Health and Exploring Disparities in the Generative AI Era

Gen AI, a novel communication tool, mimics human responses during follow-up inquiries. Its conversational nature is particularly advantageous for health communication, enabling it to address various health inquiries, deliver customized health information, provide education, offer consultations, assist in disease diagnosis, simplify complex health reports, and translate health-related questions into multiple languages [5-7].

Jamal Uddin, Cheng Feng, Junfang Xu

J Med Internet Res 2025;27:e66032

Uncovering Specific Navigation Patterns by Assessing User Engagement of People With Dementia and Family Caregivers With an Advance Care Planning Website: Quantitative Analysis of Web Log Data

Uncovering Specific Navigation Patterns by Assessing User Engagement of People With Dementia and Family Caregivers With an Advance Care Planning Website: Quantitative Analysis of Web Log Data

Furthermore, it provides accessibility features, such as text-to-speech and text enlargement and 2 interactive communication tools, an “Interactive Card Tool” based on the recently developed paper-based version of the Levenswensen (Life Wishes) cards and a fill-in tool “Thinking Now About Later,” that guides users through a reflective process to help users think and talk about and write down their preferences for the present and future (Multimedia Appendices 1 and 2).

Charlèss Dupont, Tinne Smets, Courtney Potts, Fanny Monnet, Lara Pivodic, Aline De Vleminck, Chantal Van Audenhove, Maurice Mulvenna, Lieve Van den Block

JMIR Aging 2025;8:e60652

A Digital Tool for Clinical Evidence–Driven Guideline Development by Studying Properties of Trial Eligible and Ineligible Populations: Development and Usability Study

A Digital Tool for Clinical Evidence–Driven Guideline Development by Studying Properties of Trial Eligible and Ineligible Populations: Development and Usability Study

In the following subsections, an overview is provided of the data set, details of the requirements gathering process, the design of the underpinning data structure to support real-time querying, the development of the software tool, deployment of the tool within a Trusted Research Environment (TRE; a secure data and analytics environment), the ethical approval process, and an evaluation of the tool.

Shahzad Mumtaz, Megan McMinn, Christian Cole, Chuang Gao, Christopher Hall, Magalie Guignard-Duff, Huayi Huang, David A McAllister, Daniel R Morales, Emily Jefferson, Bruce Guthrie

J Med Internet Res 2025;27:e52385

Analysis of Social Performance and Action Units During Social Skills Training: Focus Group Study of Adults With Autism Spectrum Disorder and Schizophrenia

Analysis of Social Performance and Action Units During Social Skills Training: Focus Group Study of Adults With Autism Spectrum Disorder and Schizophrenia

Our results suggest that the SPRS can be a useful tool for assessing social communication skills in different cultures and different pathologies and, in addition, can evaluate SST effectiveness as well as the modified roleplay test. We also found that the action units numbered AU06 and AU12 were significantly deactivated in people with schizophrenia compared with the control group. Possible future directions include using the SPRS for assessing social behavior during interaction with a digital agent.

Hiroki Tanaka, Kana Miyamoto, Jennifer Hamet Bagnou, Elise Prigent, Céline Clavel, Jean-Claude Martin, Satoshi Nakamura

JMIR Form Res 2025;9:e59261

Identification of Gender Differences in Acute Myocardial Infarction Presentation and Management at Aga Khan University Hospital-Pakistan: Natural Language Processing Application in a Dataset of Patients With Cardiovascular Disease

Identification of Gender Differences in Acute Myocardial Infarction Presentation and Management at Aga Khan University Hospital-Pakistan: Natural Language Processing Application in a Dataset of Patients With Cardiovascular Disease

The list of AMI symptoms was initially compiled from Up To Date and Medical Subject Headings (National Institutes of Health) synonyms: Up To Date is a regularly updated electronic, clinical resource tool that is widely used by both physicians and patients. It provides information on clinical background, medication, preventative health measures, and other evidence-based clinical guidance.

Christine Ngaruiya, Zainab Samad, Salma Tajuddin, Zarmeen Nasim, Rebecca Leff, Awais Farhad, Kyle Pires, Muhammad Alamgir Khan, Lauren Hartz, Basmah Safdar

JMIR Form Res 2024;8:e42774