Multidomain Outcomes of a Digital Self-Management Program in Rural Adults With Chronic Conditions: Single-Arm Prospective Interventional Study

Abstract Background Chronic disease and comorbid mental health problems disproportionately affect rural and underserved populations. Digital self-management programs are potentially scalable, but evaluations often focus on narrow outcomes. Objective This study examined 12-month longitudinal changes in psychological and multidomain outcomes among Pictou County Patient Empowerment Program participants and explored co-occurring changes and psychological moderators. Methods This single-arm prospective interventional study enrolled 182 community-dwelling adults with ≥1 chronic condition in Pictou County, Nova Scotia, between October 2023 and August 2025 through community-based outreach. Median age was 60 (IQR 51‐68) years, 155 of 182 (85.2%) participants were women, and the median number of chronic conditions was 3 (IQR 1‐3). The initial 6-month digital intervention delivered brief daily modules targeting physical activity, nutrition, stress regulation, sleep, habit formation, and social connection, followed by a 6-month lower-intensity maintenance period during which monthly group videoconference sessions continued to be offered. Outcomes were assessed at baseline, 6 months, and 12 months. Primary outcomes were illness perceptions (Brief Illness Perception Questionnaire), perceived stress (10-item Perceived Stress Scale [PSS-10]), disease-related worry (10-item Questionnaire on Distress in Cancer Patients), life satisfaction (Satisfaction With Life Scale), and mental well-being (World Health Organization-Five Well-Being Index [WHO-5]). Secondary outcomes assessed the physical, behavioral, and psychosocial domains. Generalized estimating equations estimated population-averaged longitudinal changes, adjusted for age, sex, relationship status, comorbidity burden, and baseline depression or anxiety medication use. Exploratory models examined co-occurring changes and moderation. Tests were 2-sided with α =.05. Results Across outcomes and follow-up assessments, completion ranged from 58.2% (95% CI 51.0%-65.2%; 106/182) to 65.4% (95% CI 58.2%‐71.9%; 119/182). At 12 months, illness perceptions decreased (β=−7.3, 95% CI −9.7 to −4.9), perceived stress decreased (β=−2.4, 95% CI −3.5 to −1.3), disease-related worry decreased (β=−6.3, 95% CI −7.8 to −4.7), life satisfaction increased (β=2.5, 95% CI 1.4‐3.5), and mental well-being increased (β=10.4, 95% CI 7.2‐13.5; all P <.001). Secondary outcomes improved across fatigue, sleep, diet quality, sedentary behavior, spiritual well-being, mental health–related quality of life, weight, and BMI. Exploratory analyses showed that improvements in fatigue, sleep quality, and illness perceptions co-occurred with greater well-being and life satisfaction and lower perceived stress and disease-related worry at both follow-up assessment points. Clinically meaningful stress improvement (≥4-point PSS-10 reduction) was achieved by 36.4% (95% CI 27.3%-45.6%, 39/107) and 43.4% (95% CI 34.0%-52.8%, 46/106) participants at 6 and 12 months, respectively. At 12 months, 43.5% (95% CI 34.2%-52.9%, 47/108) participants reported clinically meaningful improvement in mental well-being (≥10-point WHO-5 increase). Conclusions Participation in this low-bandwidth, home-based digital self-management program was associated with sustained psychological, physical, and behavioral improvements among rural adults with chronic conditions. These multidomain findings support randomized controlled evaluation of scalable digital self-management approaches as adjuncts to rural chronic disease care.

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JMIR mhealth and uhealth
Published
2026-10-30
DOI
https://doi.org/10.2196/95283
Primary Topic
Mobile Health and mHealth Applications
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article

Multidomain Outcomes of a Digital Self-Management Program in Rural Adults With Chronic Conditions: Single-Arm Prospective Interventional Study

Gabriela Ilie, Cody MacDonald, Nathan K. Smith, David Bowes et al.
2 links
JMIR mhealth and uhealth
Mobile Health and mHealth Applications
article

Multidomain Outcomes of a Digital Self-Management Program in Rural Adults With Chronic Conditions: Single-Arm Prospective Interventional Study

Gabriela Ilie, Cody MacDonald, Nathan K. Smith, David Bowes, James Richard Ballentyne Langley
article en

Abstract

Abstract Background Chronic disease and comorbid mental health problems disproportionately affect rural and underserved populations. Digital self-management programs are potentially scalable, but evaluations often focus on narrow outcomes. Objective This study examined 12-month longitudinal changes in psychological and multidomain outcomes among Pictou County Patient Empowerment Program participants and explored co-occurring changes and psychological moderators. Methods This single-arm prospective interventional study enrolled 182 community-dwelling adults with ≥1 chronic condition in Pictou County, Nova Scotia, between October 2023 and August 2025 through community-based outreach. Median age was 60 (IQR 51‐68) years, 155 of 182 (85.2%) participants were women, and the median number of chronic conditions was 3 (IQR 1‐3). The initial 6-month digital intervention delivered brief daily modules targeting physical activity, nutrition, stress regulation, sleep, habit formation, and social connection, followed by a 6-month lower-intensity maintenance period during which monthly group videoconference sessions continued to be offered. Outcomes were assessed at baseline, 6 months, and 12 months. Primary outcomes were illness perceptions (Brief Illness Perception Questionnaire), perceived stress (10-item Perceived Stress Scale [PSS-10]), disease-related worry (10-item Questionnaire on Distress in Cancer Patients), life satisfaction (Satisfaction With Life Scale), and mental well-being (World Health Organization-Five Well-Being Index [WHO-5]). Secondary outcomes assessed the physical, behavioral, and psychosocial domains. Generalized estimating equations estimated population-averaged longitudinal changes, adjusted for age, sex, relationship status, comorbidity burden, and baseline depression or anxiety medication use. Exploratory models examined co-occurring changes and moderation. Tests were 2-sided with α =.05. Results Across outcomes and follow-up assessments, completion ranged from 58.2% (95% CI 51.0%-65.2%; 106/182) to 65.4% (95% CI 58.2%‐71.9%; 119/182). At 12 months, illness perceptions decreased (β=−7.3, 95% CI −9.7 to −4.9), perceived stress decreased (β=−2.4, 95% CI −3.5 to −1.3), disease-related worry decreased (β=−6.3, 95% CI −7.8 to −4.7), life satisfaction increased (β=2.5, 95% CI 1.4‐3.5), and mental well-being increased (β=10.4, 95% CI 7.2‐13.5; all P <.001). Secondary outcomes improved across fatigue, sleep, diet quality, sedentary behavior, spiritual well-being, mental health–related quality of life, weight, and BMI. Exploratory analyses showed that improvements in fatigue, sleep quality, and illness perceptions co-occurred with greater well-being and life satisfaction and lower perceived stress and disease-related worry at both follow-up assessment points. Clinically meaningful stress improvement (≥4-point PSS-10 reduction) was achieved by 36.4% (95% CI 27.3%-45.6%, 39/107) and 43.4% (95% CI 34.0%-52.8%, 46/106) participants at 6 and 12 months, respectively. At 12 months, 43.5% (95% CI 34.2%-52.9%, 47/108) participants reported clinically meaningful improvement in mental well-being (≥10-point WHO-5 increase). Conclusions Participation in this low-bandwidth, home-based digital self-management program was associated with sustained psychological, physical, and behavioral improvements among rural adults with chronic conditions. These multidomain findings support randomized controlled evaluation of scalable digital self-management approaches as adjuncts to rural chronic disease care.

JMIR mhealth and uhealthVol. 14
Dalhousie University (CA), Queen's University (CA)
Good health and well-being
Openalex Percentile: Top 8%
Mobile Health and mHealth Applications
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