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Notably, NMUPO is strongly linked with the initiation of heroin and synthetic opioid use (eg, fentanyl) in young adults, posing a substantial risk for the development of substance use disorder (SUD) and overdose [13]. Hence, interventions targeting young adults are urgently needed to address NMUPO, and those should be delivered beyond the college population [14].
Interventions for NMUPO in young adults should take psychosocial factors into account.
JMIR Res Protoc 2025;14:e65847
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Young residents rated the degree of social support, age-friendliness, sense of gain, and happiness significantly higher than older adults’ self-evaluations. This disparity may stem from younger residents having greater physical capacity and healthier habits, which enables them to afford expenses related to transportation, health care, and retirement [41].
JMIR Public Health Surveill 2025;11:e66248
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Using Wear Time for the Analysis of Consumer-Grade Wearables’ Data: Case Study Using Fitbit Data
The young age combined with illness for these subjects likely explained this population sample’s low level of wear time with large variability.
Unsurprisingly, implementing different wear time requirements to define a valid day can significantly impact parameter estimates, especially in samples with low compliance.
JMIR Mhealth Uhealth 2025;13:e46149
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