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Chatbots’ Role in Generating Single Best Answer Questions for Undergraduate Medical Student Assessment: Comparative Analysis

Chatbots’ Role in Generating Single Best Answer Questions for Undergraduate Medical Student Assessment: Comparative Analysis

It was found to be able to quickly and accurately apply known concepts in medicine to novel problems, including reflection prompts and examination questions, and to mimic human writing styles, introducing a potential threat to the validity of traditional forms of medical student assessment including short answer assessment [8], it even successfully passed the USMLE (United States Medical Licensing Examination) [9].

Enjy Abouzeid, Rita Wassef, Ayesha Jawwad, Patricia Harris

JMIR Med Educ 2025;11:e69521

Algorithmic Classification of Psychiatric Disorder–Related Spontaneous Communication Using Large Language Model Embeddings: Algorithm Development and Validation

Algorithmic Classification of Psychiatric Disorder–Related Spontaneous Communication Using Large Language Model Embeddings: Algorithm Development and Validation

Recent advancements in large language models (LLMs) have opened up exciting possibilities for quantitative assessment of neurological diseases [7,8]. Due to their transformer architecture, LLMs project strings of text (sentences, paragraphs, etc) onto a high-dimensional embedding space that represents the semantic and syntactic relationships between words and phrases. In this embedding space, linguistically similar texts are geometrically co-located.

Ryan Allen Shewcraft, John Schwarz, Mariann Micsinai Balan

JMIR AI 2025;4:e67369

Assessing ChatGPT’s Capability as a New Age Standardized Patient: Qualitative Study

Assessing ChatGPT’s Capability as a New Age Standardized Patient: Qualitative Study

The discontinuation of the USMLE Step 2 Clinical Skills examination in 2022, for instance, highlighted the risks of relying solely on in-person SP encounters for assessment [5]. In the 21st century, virtual SPs have emerged. These are computer programs that simulate specific illnesses and respond to learner inputs [6]. They have become invaluable tools in both teaching and assessment.

Joseph Cross, Tarron Kayalackakom, Raymond E Robinson, Andrea Vaughans, Roopa Sebastian, Ricardo Hood, Courtney Lewis, Sumanth Devaraju, Prasanna Honnavar, Sheetal Naik, Jillwin Joseph, Nikhilesh Anand, Abdalla Mohammed, Asjah Johnson, Eliran Cohen, Teniola Adeniji, Aisling Nnenna Nnaji, Julia Elizabeth George

JMIR Med Educ 2025;11:e63353

Quality and Misinformation About Health Conditions in Online Peer Support Groups: Scoping Review

Quality and Misinformation About Health Conditions in Online Peer Support Groups: Scoping Review

The search strategy aimed to identify published and unpublished literature and focused on three central concepts: (1) online support groups, (2) quality assessment, and (3) health-related information and advice. An initial limited search was conducted in the Web of Science and MEDLINE (Ovid) databases to identify the literature on this topic and keywords referring to the 3 central concepts of the search strategy (Textbox 1).

Bethan M Treadgold, Neil S Coulson, John L Campbell, Jeffrey Lambert, Emma Pitchforth

J Med Internet Res 2025;27:e71140

Discriminative Power of the Serious Game Attention Slackline in Children and Adolescents With and Without Attention-Deficit/Hyperactivity Disorder: Validation Study

Discriminative Power of the Serious Game Attention Slackline in Children and Adolescents With and Without Attention-Deficit/Hyperactivity Disorder: Validation Study

In this sense, neuropsychological assessment tests represent an advancement as they are specifically designed to report valid and reliable data that allow an appropriate diagnosis to be made for each patient [20,21]. Numerous studies have reported the development of standardized neuropsychological batteries that have been used in daily clinical practice in recent years and have been a turning point for the assessment and clinical diagnosis of ADHD.

Nicolás Ruiz-Robledillo, Ignacio Lucas, Rosario Ferrer-Cascales, Natalia Albaladejo-Blázquez, Javier Sanchis, Juan Trujillo

JMIR Serious Games 2025;13:e65170

Telesimulation in Medical Education for High-Acuity Low-Occurrence Procedures and Clinical Encounters for Physicians and Medical Trainees in Emergency Medicine: Protocol for a Systematic Review

Telesimulation in Medical Education for High-Acuity Low-Occurrence Procedures and Clinical Encounters for Physicians and Medical Trainees in Emergency Medicine: Protocol for a Systematic Review

Telesimulation is a type of SBME that has been defined as the use of telecommunication and simulation resources to provide education, training, assessment, and debriefing to learners at an off-site location [19]. The role of telesimulation is an active area of research in procedural task training, debriefing, and instruction delivery in critical care fields such as emergency medicine [19]. Using telesimulation, the instructor does not need to travel to the learners and vice versa.

Kurtis W Thornhill, Jennifer Jewer, Queen Jacques, Michael H Parsons

JMIR Res Protoc 2025;14:e53565

Italian Medical Professionals' Practices, Attitudes, and Knowledge in Travel Medicine: Protocol for a National Survey

Italian Medical Professionals' Practices, Attitudes, and Knowledge in Travel Medicine: Protocol for a National Survey

Except for COVID-19–related papers, we will conduct a nonsystematic literature assessment of pertinent scientific publications over the last 5 years to guarantee a thorough representation of travel medicine issues in the questionnaire. This title-only review will cover a summary of the themes in travel medical literature with a title analysis. The aim is to align the questionnaire with the current scientific discourse on travel medicine. Multimedia Appendix 1 contains the Pub Med query that will be used.

Francesco Baglivo, Luigi De Angelis, Federico Vannini, Antonello Agostini, Antonio Todaro, Eleonora Torri, Giulio Alberto Gianolio Lopez, Margherita Fui, Alberto Tomasi, Caterina Rizzo

JMIR Res Protoc 2025;14:e59511

Application of an Innovative Methodology to Build Infrastructure for Digital Transformation of Health Systems: Developmental Program Evaluation

Application of an Innovative Methodology to Build Infrastructure for Digital Transformation of Health Systems: Developmental Program Evaluation

In the Canadian context, Indigenous communities reported gaps in access to health information and care [34,41]; thus, after conducting a comprehensive needs assessment [34], the CO-Away platform was developed to enable near real-time monitoring, rapid response, and health care data access.

M Claire Buchan, Tarun Reddy Katapally, Jasmin Bhawra

JMIR Form Res 2025;9:e53339

Acceptability, Usability, and Insights Into Cybersickness Levels of a Novel Virtual Reality Environment for the Evaluation of Depressive Symptoms: Exploratory Observational Study

Acceptability, Usability, and Insights Into Cybersickness Levels of a Novel Virtual Reality Environment for the Evaluation of Depressive Symptoms: Exploratory Observational Study

The gap in the literature is particularly evident for studies on assessment, of which we could only find three [13-15]. These are specifically focusing on attentional processes [14], spatial navigation [15], and social interactions [13] in relation to depression. Despite these pioneering studies, the potential of VR to integrate multiple domains of data for enhancing assessment [7] has yet to be explored.

Sara Sutori, Emma Therése Eliasson, Francesca Mura, Victor Ortiz, Vincenzo Catrambonephd, Gergö Hadlaczky, Ivo Todorov, Antonio Luca Alfeo, Valentina Cardi, Mario G C A Cimino, Giovanna Mioni, Mariano Alcañiz Raya, Gaetano Valenza, Vladimir Carli, Claudio Gentili

JMIR Form Res 2025;9:e68132