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Accepted for/Published in: JMIR Aging

Date Submitted: Oct 9, 2025
Date Accepted: Aug 6, 2026

The final, peer-reviewed published version of this preprint can be found here:

Integrating Perceived Psychosocial Outcomes Into the Assessment of Telecare Acceptability Among Slovenian Informal Caregivers of Older People: Cross-Sectional Survey Study

Dolničar V, Berzelak N, Taipale S, Hvalič-Touzery S

Integrating Perceived Psychosocial Outcomes Into the Assessment of Telecare Acceptability Among Slovenian Informal Caregivers of Older People: Cross-Sectional Survey Study

JMIR Aging 2026;9:e85534

DOI: 10.2196/85534

Integrating Perceived Psychosocial Outcomes into the Assessment of Telecare Acceptability Among Slovenian Informal Caregivers of Older People: A Cross-Sectional Survey

  • Vesna Dolničar; 
  • Nejc Berzelak; 
  • Sakari Taipale; 
  • Simona Hvalič-Touzery

ABSTRACT

Background:

While telecare has considerable potential to improve home care services, benefit older adults, and support informal caregivers, its adoption remains limited. There is also a notable gap in the empirical research that examines the factors that influence informal caregivers’ behavioral intention to use telecare. In particular, existing theoretical acceptance models are insufficiently comprehensive, as they do not specifically address informal caregivers of older adults and have largely overlooked the psychosocial outcomes of engaging with telecare.

Objective:

The objective of this study was to advance understanding of telecare acceptability by informal caregivers of older adults by integrating the perceived psychosocial outcomes of telecare engagement into the Unified Theory of Acceptance and Use of Technology (UTAUT) model.

Methods:

The study applied nested ordinary least squares regression analysis to survey data collected in 2021 in Slovenia from a sample of 612 informal caregivers of older adults, all aged 40 years or older.

Results:

The regression analysis used three nested models to examine predictors of the intention of informal caregivers of older adults to use telecare. The first model, which included only background variables (burden of care, financial coping, and caregiver sociodemographic characteristics), had limited explanatory power (R² = .03), with financial coping the only significant predictor (β = -.14, P = .005). Adding UTAUT predictors significantly improved the model’s fit (R² = .49, PLR < .001). Performance expectancy (β = .52, P < .001), facilitating conditions (β = .11, P = .005), and social influence (β = .21, P < .001) emerged as additional significant predictors. Incorporating perceived psychosocial outcomes further improved the model’s fit and increased the explained variance (R² = .54, PLR < .001); this additional factor also showed the strongest effect (β = .41, P < .001). While the patterns of relationships between other predictors and the dependent variable remained consistent with the previous models, the inclusion of perceived psychosocial outcomes substantially reduced the effect size of performance expectancy.

Conclusions:

Perceived psychosocial outcomes had the largest effect size of the predictors in the extended UTAUT model, providing substantial evidence that psychosocial outcomes should be included as an acceptance factor to better understand telecare acceptability among informal caregivers. These findings can guide developers, policymakers, and health and social care providers in designing, testing, and deploying telecare tools and solutions and should improve the promotion of telecare technologies and their adoption by informal caregivers.


 Citation

Please cite as:

Dolničar V, Berzelak N, Taipale S, Hvalič-Touzery S

Integrating Perceived Psychosocial Outcomes Into the Assessment of Telecare Acceptability Among Slovenian Informal Caregivers of Older People: Cross-Sectional Survey Study

JMIR Aging 2026;9:e85534

DOI: 10.2196/85534

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