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Of the reviews collected, we found that over half (n=327, 54.3%) expressed a negative sentiment, while only 187 (31.1%) were positive. The remaining reviews were either neutral (n=15, 2.5%) or included mixed comments (n=73, 12.1%). Similarly, 301 (50.1%) reviews mentioned some type of device integration, and 62.8% (n=378) mentioned bugs or faults within the system.
JMIR Diabetes 2025;10:e62926
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Participants were between the ages of 55 and 70 years, 90% (n=9) were women, 90% preferred Spanish (n=9), and they had a mean education of 11.8 (SD 3.8) years (Table 1).
Pre-post pilot participant characteristics (N=10).
a Some values are missing from the participant characteristics table due to participant nonresponse: education (n=2); race (n=1); employment status (n=1), and high cholesterol (n=1). All health indicators are based on participant self-report during the baseline screening phone call.
JMIR Form Res 2025;9:e65489
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A total of 194 articles were included in data extraction (n=104, 53.6% adult; n=90, 46.4% pediatric), with 4 studies being coded as both pediatric and adult given that the study sample spanned both populations.
J Med Internet Res 2025;27:e58947
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Among non-Hispanic White caregivers who manage medications (n=1633), the mean number of participants assisting with medications was 2.4 (range 1-9). Caregivers who helped with medications were 17.3% (282/1633) spouses, 33.9% (555/1633) children, 2.9% (48/1633) grandchildren, 9.6% (157/1633) others, 35.5% (580/1633) paid helpers, and 0.7% (11/1633) siblings.
Among Black or African American caregivers (n=799), the mean number of caregivers assisting with medications was 2.8 (range 1-9).
Interact J Med Res 2025;14:e64499
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LEAP members were from a diverse range of ethnic backgrounds (groupings in this paper were based on free text descriptions of their ethnic identity, which were then mapped to Office for National Statistics Census Categories [14][Asian or British Asian background: n=3; Black African background n=1; White background: n=6]). LEAP members completed the Penn State Worry Questionnaire (PSWQ) [15] to indicate their level of worry.
JMIR Form Res 2025;9:e66461
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The majority of these resources were studies (n=243), data dictionaries (n=143), questionnaires (n=78), substudies (n=49), and other data collection instruments (n=35). Remaining resources included datasets (n=19), manuals of operations (SOPs; n=15), other study documents (n=15), registries or secondary data sources (n=9), case report forms (n=5), codebooks (n=5), interview schemes and themes (n=4), data management plans (n=3), other resource types (n=2), and statistical analysis plans (n=1).
JMIR Med Inform 2025;13:e63906
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