Sieber, Chloé; Chiavi, Deborah; Haag, Christina; Kaufmann, Marco; Horn, Andrea B; Dressel, Holger; Zecca, Chiara; Calabrese, Pasquale; Pot, Caroline; Kamm, Christian Philipp; von Wyl, Viktor (2022). Electronic Health Diary Campaigns to Complement Longitudinal Assessments in Persons With Multiple Sclerosis: Nested Observational Study. JMIR mHealth and uHealth, 10(10), e38709. JMIR Publications 10.2196/38709
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BACKGROUND
Electronic health diaries hold promise in complementing standardized surveys in prospective health studies but are fraught with numerous methodological challenges.
OBJECTIVE
The study aimed to investigate participant characteristics and other factors associated with response to an electronic health diary campaign in persons with multiple sclerosis, identify recurrent topics in free-text diary entries, and assess the added value of structured diary entries with regard to current symptoms and medication intake when compared with survey-collected information.
METHODS
Data were collected by the Swiss Multiple Sclerosis Registry during a nested electronic health diary campaign and during a regular semiannual Swiss Multiple Sclerosis Registry follow-up survey serving as comparator. The characteristics of campaign participants were descriptively compared with those of nonparticipants. Diary content was analyzed using the Linguistic Inquiry and Word Count 2015 software (Pennebaker Conglomerates, Inc) and descriptive keyword analyses. The similarities between structured diary data and follow-up survey data on health-related quality of life, symptoms, and medication intake were examined using the Jaccard index.
RESULTS
Campaign participants (n=134; diary entries: n=815) were more often women, were not working full time, did not have a higher education degree, had a more advanced gait impairment, and were on average 5 years older (median age 52.5, IQR 43.25-59.75 years) than eligible nonparticipants (median age 47, IQR 38-55 years; n=524). Diary free-text entries (n=632; participants: n=100) most often contained references to the following standard Linguistic Inquiry and Word Count word categories: negative emotion (193/632, 30.5%), body parts or body functioning (191/632, 30.2%), health (94/632, 14.9%), or work (67/632, 10.6%). Analogously, the most frequently mentioned keywords (diary entries: n=526; participants: n=93) were "good," "day," and "work." Similarities between diary data and follow-up survey data, collected 14 months apart (median), were high for health-related quality of life and stable for slow-changing symptoms such as fatigue or gait disorder. Similarities were also comparatively high for drugs requiring a regular application, including interferon beta-1a (Avonex) and glatiramer acetate (Copaxone), and for modern oral therapies such as fingolimod (Gilenya) and teriflunomide (Aubagio).
CONCLUSIONS
Diary campaign participation seemed dependent on time availability and symptom burden and was enhanced by reminder emails. Electronic health diaries are a meaningful complement to regular structured surveys and can provide more detailed information regarding medication use and symptoms. However, they should ideally be embedded into promotional activities or tied to concrete research study tasks to enhance regular and long-term participation.
Item Type: |
Journal Article (Original Article) |
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Division/Institute: |
04 Faculty of Medicine > Department of Head Organs and Neurology (DKNS) > Clinic of Neurology |
UniBE Contributor: |
Kamm, Christian Philipp |
Subjects: |
600 Technology > 610 Medicine & health |
ISSN: |
2291-5222 |
Publisher: |
JMIR Publications |
Language: |
English |
Submitter: |
Pubmed Import |
Date Deposited: |
06 Oct 2022 14:16 |
Last Modified: |
05 Dec 2022 16:26 |
Publisher DOI: |
10.2196/38709 |
PubMed ID: |
36197713 |
Uncontrolled Keywords: |
adherence diary digital health electronic health diary multiple sclerosis natural language processing participation patient-reported outcome registry unstructured text |
BORIS DOI: |
10.48350/173517 |
URI: |
https://boris.unibe.ch/id/eprint/173517 |