e.g. mhealth
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Therefore, a comprehensive review of the existing evidence for the application of ML models in pediatric lung sound analysis is necessary.
General process of developing a machine learning model for pediatric lung sound assessment.
This systematic review and meta-analysis aim to systematically assess the accuracy of reported ML models on pediatric lung sound analysis, by examining the tasks, methodologies, databases, and evaluation metrics used in original studies.
J Med Internet Res 2025;27:e66491
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The aim of this protocol paper is to describe a youth-, parent-, and clinician-focused approach to usability testing of 2 e Health interventions for pediatric EDs. This paper will highlight key testing session logistics, considerations for test user eligibility, testing activities and scenarios, adaptations for youth test users, and approaches to synthesizing multimethods usability data.
JMIR Res Protoc 2025;14:e64350
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Through iterative cycles, the action research methodology contributes to the development of an effective, user-friendly, and contextually relevant mobile-based PHR, ultimately advancing the landscape of pediatric ADHD management via the active participation of the stakeholders.
The objectives of this study are to first identify the needs of stakeholders concerning the development of a mobile-based PHR for pediatric ADHD management.
JMIR Res Protoc 2025;14:e60216
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pediatricCaregiving and Parenting for Chronic Pediatric Diseases Pediatric ICU (PICU)
JMIR Pediatr Parent 2025;8:e66401
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Pediatric diabetes providers understand the importance of school-based diabetes care, though they have similarly reported challenges interfacing with schools due to gaps in school staff education, lack of awareness of specific policies, and poor systems for communication [18]. Interventions to address these challenges in the school setting have been limited in scope and impact [19], and different barriers may hamper joint interventions.
JMIR Diabetes 2025;10:e64096
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The initial training was conducted by a pediatric intensivist and an anesthetist. It consisted of a 45-minute course on the basics and essential knowledge required for neonatal resuscitation based on the International Liaison Committee on Resuscitation (ILCOR) 2020 recommendations [15]. Subsequently, the interns practiced ventilation using a low-fidelity mannequin using the Neopuff (Fisher & Paykel Healthcare), intubation, and cardiac massage.
JMIR Serious Games 2025;13:e57057
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The National Asthma Education and Prevention Program (NAEPP) guidelines are designed to prevent and reduce pediatric asthma morbidity via disseminating state of the science guidance to health care providers on asthma diagnosis and management [7].
JMIR Form Res 2025;9:e65794
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The VISION-Junior study explores the measurement of VS using a Lifelight app developed for pediatric patients (aged 18 years or younger) attending the pediatric emergency department. As in VISION-MD in adults, high-resolution full-face videos will be recorded. In younger children (younger than 5 years of age), the video will also include the torso to increase the surface area from which the signal is recorded, and because the torso is likely to move less than the face.
JMIR Res Protoc 2025;14:e58334
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Pediatric Hearts and Minds: Reimagining Health Education Through Play and Narrative
This insight dovetails precisely with the broader realm of pediatric health literacy, wherein the convergence of cognitive development and medical comprehension calls to attention unique barriers. Children with congenital heart disease (CHD) face difficulties in understanding abstract medical concepts and their condition [2].
JMIR Pediatr Parent 2025;8:e72675
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Data Interoperability in COVID-19 Vaccine Trials: Methodological Approach in the VACCELERATE Project
EU-COVPT-1_COVACC (Eudra CT: 2021-004526-29) is a phase II, comparative, randomized trial designed to evaluate the impact of a reduced COVID-19 m RNA vaccination regimen on immunological responses and reactogenicity in pediatric patients with prior SARS-Co V-2 immunity. This trial investigates reduced-dose regimens in pediatric populations, contributing to the understanding of tailored vaccination approaches for children [9].
JMIR Med Inform 2025;13:e65590
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