Internet and smartphone-based ecological momentary assessment and personalized advice (PROfeel) in adolescents with chronic conditions: a feasibility study
Open accessAbstract
OBJECTIVE: Growing up with a chronic disease comes with challenges, such as coping with fatigue. Many adolescents are severely fatigued, though its associated factors exhibit considerable interpersonal and longitudinal variation. We assessed whether PROfeel, a combination of a smartphone-based ecological momentary assessment (EMA) method using the internet, followed by a face-to-face dialogue and personalized advice for improvement of symptoms or tailor treatment based on a dynamic network analysis report, was feasible and useful. STUDY DESIGN: Feasibility study in fatigued outpatient adolescents 12-18 years of age with cystic fibrosis, autoimmune disease, post-cancer treatment, or with medically unexplained fatigue. Participants were assessed at baseline to personalize EMA questions. EMA was conducted via smartphone notifications five times per day for approximately six weeks. Hereby, data was collected via the internet. The EMA results were translated into a personalized report, discussed with the participant, and subsequently translated into a personalized advice. Afterwards, semi-structured interviews on feasibility and usefulness were held. RESULTS: Fifty-seven adolescents were assessed (mean age 16.2 y ± 1.6, 16% male). Adolescents deemed the smartphone-based EMA feasible, with the app being used for an average of 49 days. Forty-two percent of the notifications were answered and 85% of the participants would recommend the app to other adolescents. The personalized report was deemed useful and comprehensible and 95% recognized themselves in the personalized report, with 64% rating improved insight in their symptoms and subsequent steps towards an approach to reduce one's fatigue as good or very good. CONCLUSIONS: PROfeel was found to be highly feasible and useful for fatigued adolescents with a chronic condition. This innovative method has clinical relevance through bringing a patient's daily life into the clinical conversation.
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The widespread use of smartphones and other portable devices has rendered experiential sampling a particularly advantageous procedure in clinical studies.
“The widespread use of smartphones and other portable devices has rendered ES a particularly advantageous procedure in clinical studies (Bell et al., 2018; Nap-van der Vlist et al., 2021).”
From Online ACT intervention for fibromyalgia: An exploratory study of feasibility and preliminary effectiveness with smartphone-delivered experiential sampling assessment (2022) · cites this paper as Nap-van der Vlist et al., 2021
The Discussion (Strengths and limitations; page unavailable) describes advantages of internet- and smartphone-delivered ecological momentary assessment and calls it promising for clinical practice. The paper does not establish that widespread use of smartphones or other portable devices made experiential sampling advantageous across clinical studies; its evidence concerns adolescents with chronic conditions. (LLM, conf=0.82)
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- Authors
- Nap-van der Vlist, M. M., Houtveen, J., Dalmeijer, G. W., Grootenhuis, M. A., van der Ent, C. K., van Grotel, M., Swart, J. F., van Montfrans, J. M., van de Putte, E. M., & Nijhof, S. L.
- Affiliations
- Utrecht University (NL)
- Princess Máxima Center (NL)
- Venue
- Internet Interventions
- Publisher
- Elsevier BV
- Published
- 2021-09
- Volume
- 25
- Pages
- 100395
- ISSN
- 2214-7829 (ISSN-L)
- PMC
- PMC8131314
- OpenAlex
- W3154082622
- Cited by
- 31
- References
- 52
- Citations by year
- 2026: 4 · 2025: 8 · 2024: 3 · 2023: 5 · 2022: 9 · 2021: 2
- FWCI
- 5.34
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Internet Interventions (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Pure Amsterdam UMC (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Utrecht University Repository (Utrecht University) (submittedVersion, other-oa)
- Funders
- Vertex Pharmaceuticals Inc
- Nederlandse Federatie van Universitair Medische Centra
- Topics
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Keywords
- ecological momentary assessment, smartphone-based assessment, adolescents, chronic disease, fatigue, individual guidance, dynamic network analysis, cystic fibrosis, autoimmune disease, feasibility
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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