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MREs and mean absolute relative errors (MAREs) were calculated by dividing the (absolute) errors per WB by the corresponding estimates from the reference system, expressed in percentage, as shown in the following formulas (SWD refers to the single wearable device, and RS refers to the reference system):
Mean error = (1 / n) × Σ from i=1 to n ([DMO_SWDi– DMO_RSi])
MRE = (1 / n) × Σ from i=1 to n ([(DMO_SWDi– DMO_RSi)/DMO_RSi] × 100)
Mean absolute error = (1 / n) × Σ from i=1 to n (|DMO_SWDi – DMO_RSi|)
MARE =
JMIR Form Res 2025;9:e67792
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Reference 24: Share-n-learn: a framework for sharing activity recognition models in wearable systems
J Med Internet Res 2025;27:e67373
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Experiences Receiving and Delivering Virtual Health Care For Women: Qualitative Evidence Synthesis
J Med Internet Res 2025;27:e68314
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The caregivers in the study were primarily mothers (n=198, 75%), 67% (n=199) were non-Hispanic White, and 54% (n=142) had a high school education or less. Their children had an average age of 8.96 (SD 0.98) years, and 49% (n=128) were male and 51% (n=135) female (Table 1).
Participant characteristics (N=263). Demographic information from a cross-sectional Internet survey of 263 US caregivers.
J Med Internet Res 2025;27:e54657
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Of these 5808 hospitalizations, 794 (13.7%) were excluded from the study analysis because the patient died during the index hospitalization (n=198, 3.4%), the hospitalization originated at a non-KPNC facility (n=504, 8.7%), or follow-up data was incomplete (n=92, 1.6%). The final study population included 5014 hospitalizations. The average age of the study population was 71.9 (SD 13.99) years and 49.4% (2477/5014) of patients were male.
JMIR Med Inform 2025;13:e69102
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Thus, a total sample size of 306 (n=102 in each study arm) will be effective for detecting meaningful differences in outcomes between CBI and the other conditions.
This study was funded in September 2023. Recruitment of study participants began in February 2024. As of January 2025, 306 participants have been enrolled. Data collection is expected to be completed by September 2025. Data have not yet been analyzed.
JMIR Res Protoc 2025;14:e65970
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Messages included both reminders about the needed dose as well as educational information about the importance of the HPV vaccine and were based on a successful previous study [17], as well as 85 key informant interviews with caregivers (n=30), adolescents (n=30), health care workers (n=11), school (n=10), and government officials (n=4). First, team members identified the key content, timing, and framing for each message based on the interviews.
JMIR Mhealth Uhealth 2025;13:e63527
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Interdisciplinary Pain Rehabilitation Program (IPRP) characteristics.
a IPRP: Interdisciplinary Pain Rehabilitation Program.
b Not applicable.
c Y or N: yes or no.
d FTE: full-time employment.
e FY: fiscal year.
f PROs: patient-reported outcomes.
This evaluation will be promoted to IPRPs using multiple approaches. In October 2023, the study author (CAF) informally presented the project and recruitment process at the monthly VA IPRP Co P call.
JMIR Res Protoc 2025;14:e72091
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Using a dataset of minute-level skin temperature data from 600 individuals (male: n=300, 50%; female: n=300, 50%) over 6 months, we developed a tool capable of determining cyclic status, where female individuals’ data that showed an approximately 28-day pattern in nightly maximum temperature were labeled as cyclic, and those without were labeled as acyclic.
J Med Internet Res 2025;27:e66231
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