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Comparison of Deep Learning Approaches Using Chest Radiographs for Predicting Clinical Deterioration: Retrospective Observational Study

Comparison of Deep Learning Approaches Using Chest Radiographs for Predicting Clinical Deterioration: Retrospective Observational Study

Clinical deterioration is common in hospitalized patients and can lead to adverse outcomes, including increased morbidity and mortality if not identified and managed properly [1]. The early detection of patient deterioration and timely intervention can improve patient outcomes [2].

Mahmudur Rahman, Jifan Gao, Kyle A Carey, Dana P Edelson, Askar Afshar, John W Garrett, Guanhua Chen, Majid Afshar, Matthew M Churpek

JMIR AI 2025;4:e67144

Impact of Electronic Patient-Reported Outcomes on Unplanned Consultations and Hospitalizations in Patients With Cancer Undergoing Systemic Therapy: Results of a Patient-Reported Outcome Study Compared With Matched Retrospective Data

Impact of Electronic Patient-Reported Outcomes on Unplanned Consultations and Hospitalizations in Patients With Cancer Undergoing Systemic Therapy: Results of a Patient-Reported Outcome Study Compared With Matched Retrospective Data

It has been reported that 35% of newly diagnosed patients with cancer experienced an unplanned hospitalization, and 67% of hospitalized patients had previously been to the emergency department [5]. In 154 patients with colorectal cancer, 28% of hospitalizations were due to complications of cancer treatment, of which 19% were identified as potentially preventable [6].

Andreas Trojan, Christian Kühne, Michael Kiessling, Johannes Schumacher, Stefan Dröse, Christian Singer, Christian Jackisch, Christoph Thomssen, Gerd A Kullak-Ublick

JMIR Form Res 2024;8:e55917

Effects of Acute Phase Intensive Physical Activity (ACTIVE-PA) Monitoring and Education for Cardiac Patients: Pilot Study of a Randomized Controlled Trial

Effects of Acute Phase Intensive Physical Activity (ACTIVE-PA) Monitoring and Education for Cardiac Patients: Pilot Study of a Randomized Controlled Trial

Hospitalized patients spend most of their time lying in bed and are almost inactive [8], especially patients with frailty [9]. Despite the many reports on the importance of maintaining PA [4] and early rehabilitation [10,11], the effectiveness of interventions focusing on PA during hospitalization has not been sufficiently investigated [12,13]. Therefore, effective interventions designed to address the problem of low PA in hospitals need to be developed.

Masashi Yamashita, Kentaro Kamiya, Nobuaki Hamazaki, Shota Uchida, Takumi Noda, Emi Maekawa, Junya Ako

J Med Internet Res 2023;25:e42235

Sociodemographic Profile, Health Conditions, and Burden of Informal Caregivers of Older Adults in Brazil During the COVID-19 Pandemic: Cross-Sectional, Exploratory, Noninterventional, Descriptive Study

Sociodemographic Profile, Health Conditions, and Burden of Informal Caregivers of Older Adults in Brazil During the COVID-19 Pandemic: Cross-Sectional, Exploratory, Noninterventional, Descriptive Study

The sample population in this study consisted of 25 informal caregivers of older adults hospitalized in the surgical inpatient unit of the Hospital Universitario João de Barros Barreto in Belém, Pará, Brazil. The interviewees did not have any link and were not members of any caregiver organization.

Pâmela Moraes Ferreira, Mateus Cunha Gomes, Lucianne Nascimento de Araujo, Tainá Sayuri Onuma de Oliveira, Glenda Ferreira, Cintia Aben-Athar, Silvio Eder Dias da Silva, Aline M P Cruz Ramos, Diego Pereira Rodrigues, Fabianne Sousa

JMIR Form Res 2023;7:e47510

Using Wearable Physiological Monitors With Suicidal Adolescent Inpatients: Feasibility and Acceptability Study

Using Wearable Physiological Monitors With Suicidal Adolescent Inpatients: Feasibility and Acceptability Study

The goal of this study was to assess feasibility and acceptability of a commonly used research-grade wearable physiological monitor (Empatica E4, Empatica Srl) to continually assess behavior and psychophysiology among a clinically severe group of adolescents—those hospitalized for suicidal thoughts and behaviors—over the course of their hospital stay.

Evan Kleiman, Alexander J Millner, Victoria W Joyce, Carol C Nash, Ralph J Buonopane, Matthew K Nock

JMIR Mhealth Uhealth 2019;7(9):e13725