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Development and Validation of a Machine Learning Model for Early Prediction of Delirium in Intensive Care Units Using Continuous Physiological Data: Retrospective Study

Development and Validation of a Machine Learning Model for Early Prediction of Delirium in Intensive Care Units Using Continuous Physiological Data: Retrospective Study

Several prediction tools have been developed for this purpose, including PRE-DELIRIC (prediction model for delirium) and E-PRE-DELIRIC (early prediction model for delirium). PRE-DELIRIC, using data from the first 24 hours of ICU admission, has shown good discriminative ability (area under the receiver operating characteristic curve [AUROC]: 0.87) [9]. The E-PRE-DELIRIC model, usable within 2 hours of ICU admission, demonstrated similar performance (AUROC: 0.76) [10].

Chanmin Park, Changho Han, Su Kyeong Jang, Hyungjun Kim, Sora Kim, Byung Hee Kang, Kyoungwon Jung, Dukyong Yoon

J Med Internet Res 2025;27:e59520

Examining the Client Experience of Digital Tools in Blended Care Therapy: Qualitative Interview Study

Examining the Client Experience of Digital Tools in Blended Care Therapy: Qualitative Interview Study

behavioral therapy versus treatment as usual for depression in routine specialized mental healthcare: E-COMPARED Reference 12: Barriers to patient interest in internet-based cognitive behavioral therapy: informing e-healthDigital Mental Health Interventions, e-Mental Health and Cyberpsychology

Emily G Lattie, Miranda Beltzer, Alethea Varra, Connie E Chen, Anita Lungu

JMIR Form Res 2025;9:e68249

Analysis of Metabolic and Quality-of-Life Factors in Patients With Cancer for a New Approach to Classifying Walking Habits: Secondary Analysis of a Randomized Controlled Trial

Analysis of Metabolic and Quality-of-Life Factors in Patients With Cancer for a New Approach to Classifying Walking Habits: Secondary Analysis of a Randomized Controlled Trial

Notably, Kim et al [39] highlighted the potential of home-based exercise programs in enhancing QOL among colorectal cancer survivors. However, contrasting results were reported by Dhillon et al [40], who explored the impact of physical activity on QOL among advanced lung patients with cancer, where it revealed no significant improvement during 2-, 4-, and 6-month follow-up periods [40].

Yae Won Tak, Junetae Kim, Haekwon Chung, Sae Byul Lee, In Ja Park, Sei Won Lee, Min-Woo Jo, Jong Won Lee, Seunghee Baek, Yura Lee

J Med Internet Res 2025;27:e52694

Assessment and Intervention for Diabetes Distress in Primary Care Using Clinical and Technological Interventions: Protocol for a Single-Arm Pilot Trial

Assessment and Intervention for Diabetes Distress in Primary Care Using Clinical and Technological Interventions: Protocol for a Single-Arm Pilot Trial

A potential limitation of e Consult use is the increased, noncompensated workload on primary care providers, who must act on the e-consultant’s recommendations for each patient. Primary care is a fast-paced setting that is often stretched for resources, staffing, and time. Further, primary care is a diverse setting with varied access and structures to care delivery. Consequently, it is unlikely that a single approach or method of care is appropriate in all primary care settings.

Marisa Kostiuk, Susan L Moore, E Seth Kramer, Joshua Felton Gilens, Ashwin Sarwal, David Saxon, John F Thomas, Tamara K Oser

JMIR Res Protoc 2025;14:e62916

Examining Quality of Work Life in Atlantic Canadian Long-Term Care Homes: Protocol for a Cross-Sectional Survey Study

Examining Quality of Work Life in Atlantic Canadian Long-Term Care Homes: Protocol for a Cross-Sectional Survey Study

We use the Checklist for Reporting Results of Internet E-Surveys (CHERRIES) reporting guidelines for web-based or internet surveys as a framework for our approach [26]. A detailed description using the CHERRIES checklist is present in Multimedia Appendix 1. Our methods are consistent with the established recruitment and data collection protocols used by TREC [23,27] and will enable comparison of data not only across the Atlantic Canadian provinces but also with the Western Canadian provinces.

Janice M Keefe, Rose McCloskey, Marilyn J Hodgins, Caitlin McArthur, Adrian MacKenzie, Lori E Weeks, Carole A Estabrooks

JMIR Res Protoc 2025;14:e66338