Exploring complexity and learning: insights from the DIBH-app project using NASSS-CAT
Journal article, 2026

Digital health tools, such as radiotherapy preparation apps, can support person-centred care, though their development is shaped by evolving complexity. This study examined how perceived complexity changed during the development of the Deep Inspiration Breath Hold Preparation App and assessed the utility of the NASSS-CAT. A longitudinal observational study was conducted, with complexity assessed at three development stages using the NASSS-CAT. Stakeholders from clinical, academic, and industry settings completed individual assessments followed by group discussions. Quantitative data were analyzed descriptively; qualitative data provided contextual understanding. Perceived complexity varied by domain and over time. Initially, technical complexity was rated highest. Over time, total complexity declined, especially in strategic and operational domains, reflecting greater integration and shared understanding. The NASSS-CAT supported stakeholder reflection and adaptive decision-making. Integrating complexity-informed evaluation into development processes may improve the scalability, sustainability, and person-centredness of digital health interventions.

Patient-centered care

Complex systems

Digital health

Co-creation

Innovation diffusion

Author

Filipa Ventura

University of Coimbra

Maria Brovall

University of Gothenburg

Frida Smith

Chalmers, Technology Management and Economics, Service Management and Logistics

Health Services and Outcomes Research Methodology

1387-3741 (ISSN) 1572-9400 (eISSN)

Vol. In Press

Subject Categories (SSIF 2025)

Public Health, Global Health and Social Medicine

Health Care Service and Management, Health Policy and Services and Health Economy

DOI

10.1007/s10742-026-00373-0

More information

Latest update

3/30/2026