Maintenance Notice

Due to necessary scheduled maintenance, the JMIR Publications website will be unavailable from Wednesday, July 01, 2020 at 8:00 PM to 10:00 PM EST. We apologize in advance for any inconvenience this may cause you.

Who will be affected?

Currently submitted to: Journal of Medical Internet Research

Date Submitted: Nov 2, 2026

Warning: This is an author submission that is not peer-reviewed or edited. Preprints - unless they show as "accepted" - should not be relied on to guide clinical practice or health-related behavior and should not be reported in news media as established information.

Digital Phenotyping and Digital Interventions in Adolescent and Young Adult Cancer Survivors Long-Term Follow-up: A Scoping Review

  • Neşe Baz Aktaş; 
  • Giulia Garagozzo; 
  • Simone Borsci; 
  • Russell Weili Chan; 
  • Laura Lopez-Perez; 
  • Giuseppe Fico; 
  • Carlo Allocca; 
  • Salvatore Provenzano

ABSTRACT

Background:

As survival after adolescent and young adult (AYA) cancer continues to improve, follow-up care needs to address late effects, psychosocial challenges, and quality-of-life impacts after treatment. Conventional follow-up models remain largely episodic and may miss fluctuations in symptoms, functioning, and everyday well-being. Digital phenotyping can capture real-world health-related patterns through smartphones, wearables, apps, sensors, and patient-generated health data, while digital interventions can translate these data into feedback, self-management support, behavioral or psychosocial intervention content. However, how these approaches are used in AYA survivorship follow-up, and which user-oriented factors facilitate or limit their adoption and sustained use, remains fragmented.

Objective:

This scoping review aimed to map user-oriented evidence on digital phenotyping and digital interventions in post-treatment AYA cancer survivorship follow-up, focusing on technologies, support strategies, and the facilitators and barriers influencing adoption and use. To our knowledge, this is the first review to examine digital phenotyping and digital interventions together in post-treatment AYA cancer follow-up from a user-oriented perspective.

Methods:

The review followed PRISMA-ScR guidance. Searches were conducted in PubMed, Web of Science, Scopus, and PsycNet, with SciSpace as a supplementary AI-assisted discovery tool. Peer-reviewed English-language publications from 2020 to early 2026 were eligible when they focused on AYA cancer survivors, digital phenotyping or digital interventions, and user-oriented outcomes. Data were extracted using structured tables and synthesized thematically.

Results:

Sixteen publications were included. Digital follow-up was organized through complementary support strategies: adaptive goal setting, tailored feedback, personalized coaching, peer or social connectivity, and clinical integration. No publication relied on passive sensing alone. Collected data were mainly used for self-monitoring, less often to adapt goals, feedback, or risk information, and rarely connected to clinical follow-up. Wearable data supported mainly physical activity, while psychosocial and sleep support relied more on self-report and human interaction. Seventy-seven facilitator examples were grouped into 11 themes, most frequently engagement, social support integration, personalization and adaptive design, user experience, and benefits. Barriers were most frequently related to personalization and adaptive design, engagement, timing of activities, and technical support or issues.

Conclusions:

Digital follow-up in AYA cancer survivorship is developing from isolated monitoring or intervention components toward service processes that connect monitored information with feedback, self-management support, and follow-up care where available. Acceptable digital support depends on manageable engagement, personalization, relational support, visible benefit, usable and accessible interaction, technical reliability, and clear privacy and data-control conditions. These facilitators and barriers can be translated into requirement areas, specified through stakeholder elicitation and co-design, and used to evaluate digital follow-up systems in practice.


 Citation

Please cite as:

Baz Aktaş N, Garagozzo G, Borsci S, Chan RW, Lopez-Perez L, Fico G, Allocca C, Provenzano S

Digital Phenotyping and Digital Interventions in Adolescent and Young Adult Cancer Survivors Long-Term Follow-up: A Scoping Review

JMIR Preprints. 02/11/2026:115971

DOI: 10.2196/preprints.115971

URL: https://preprints.jmir.org/preprint/115971

Download PDF


Request queued. Please wait while the file is being generated. It may take some time.

© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.