Triggering just-in-time adaptive interventions based on real-time detection of daily-life stress Article Swipe
Sophie Bögemann
,
Florian Krause
,
Alex van Kraaij
,
Marta Anna Marciniak
,
Judith van Leeuwen
,
Merlijn Weermeijer Jeroen Dennis
,
Julian Mituniewicz
,
Lara Puhlmann
,
Matthias Zerban
,
Zala Reppmann
,
Dorota Kobylińska
,
Kenneth S.L. Yuen
,
Birgit Kleim
,
Henrik Walter
,
Inez Myin‐Germeys
,
Raffaël Kalisch
,
Karin Roelofs
,
Erno J. Hermans
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.31234/osf.io/b5r7j
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.31234/osf.io/b5r7j
Background: Stress-related disorders present a significant global burden. There is great need for effective, preventive measures. Mobile just-in-time adaptive interventions (JITAI) have the potential to be applied in real time and context-specifically, precisely when individuals need them most. However, they have not been widely implemented in the context of stress research. This study introduces a novel approach by performing real-time analysis of both psychological and physiological data to trigger timely interventions during moments of high stress.Objective: This paper evaluates the feasibility of a JITAI algorithm designed to trigger interventions during moments of heightened stress. Methods: The JITAI algorithm integrates features from ecological momentary assessments (EMA) and ecological physiological assessments (EPA) into a combined stress score that can trigger interventions in real time by relating the score to an a priori personalized stress threshold. Feasibility of the technical implementation, participant adherence, and user experience were assessed within a multicenter study with 215 participants conducted across five research sites.Results: The JITAI algorithm successfully processed EMA and EPA data to trigger interventions based on daily-life stress. On average, 68% (± 29%) of completed EMA beeps per week contained successfully extracted EPA features, demonstrating effective technical implementation. The algorithm triggered an average of 1.61 (± 1.26) interventions per day, with 43% (± 27%) of completed EMA beeps per week leading to interventions. Participant adherence was reasonable, with an EMA compliance rate of 43% (± 22%) and an EMI compliance rate of 43% (± 30%). User feedback highlighted the potential for system improvements and better integration into daily life.Conclusion: Feasibility of the developed JITAI algorithm was demonstrated, with effective data processing and intervention triggering in real time. Future research should focus on minimizing participant burden to improve participant adherence and acceptability. In conclusion, our study highlights the potential of JITAI by providing timely support during moments of heightened stress.
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Metadata
- Type
- preprint
- Language
- en
- Landing Page
- https://doi.org/10.31234/osf.io/b5r7j
- OA Status
- gold
- Cited By
- 1
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4402374041
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4402374041Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.31234/osf.io/b5r7jDigital Object Identifier
- Title
-
Triggering just-in-time adaptive interventions based on real-time detection of daily-life stressWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2024Year of publication
- Publication date
-
2024-09-09Full publication date if available
- Authors
-
Sophie Bögemann, Florian Krause, Alex van Kraaij, Marta Anna Marciniak, Judith van Leeuwen, Merlijn Weermeijer Jeroen Dennis, Julian Mituniewicz, Lara Puhlmann, Matthias Zerban, Zala Reppmann, Dorota Kobylińska, Kenneth S.L. Yuen, Birgit Kleim, Henrik Walter, Inez Myin‐Germeys, Raffaël Kalisch, Karin Roelofs, Erno J. HermansList of authors in order
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https://doi.org/10.31234/osf.io/b5r7jPublisher landing page
- Open access
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YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.31234/osf.io/b5r7jDirect OA link when available
- Concepts
-
Psychological intervention, Computer science, Psychology, Real-time computing, PsychiatryTop concepts (fields/topics) attached by OpenAlex
- Cited by
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1Total citation count in OpenAlex
- Citations by year (recent)
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2025: 1Per-year citation counts (last 5 years)
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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| abstract_inverted_index.contained | 184 |
| abstract_inverted_index.developed | 257 |
| abstract_inverted_index.disorders | 2 |
| abstract_inverted_index.effective | 190, 263 |
| abstract_inverted_index.evaluates | 78 |
| abstract_inverted_index.extracted | 186 |
| abstract_inverted_index.features, | 188 |
| abstract_inverted_index.measures. | 15 |
| abstract_inverted_index.momentary | 102 |
| abstract_inverted_index.potential | 23, 244, 292 |
| abstract_inverted_index.precisely | 32 |
| abstract_inverted_index.processed | 161 |
| abstract_inverted_index.providing | 296 |
| abstract_inverted_index.real-time | 59 |
| abstract_inverted_index.research. | 50 |
| abstract_inverted_index.technical | 136, 191 |
| abstract_inverted_index.triggered | 195 |
| abstract_inverted_index.adherence, | 139 |
| abstract_inverted_index.compliance | 225, 234 |
| abstract_inverted_index.daily-life | 171 |
| abstract_inverted_index.ecological | 101, 106 |
| abstract_inverted_index.effective, | 13 |
| abstract_inverted_index.experience | 142 |
| abstract_inverted_index.heightened | 92, 302 |
| abstract_inverted_index.highlights | 290 |
| abstract_inverted_index.integrates | 98 |
| abstract_inverted_index.introduces | 53 |
| abstract_inverted_index.minimizing | 277 |
| abstract_inverted_index.performing | 58 |
| abstract_inverted_index.preventive | 14 |
| abstract_inverted_index.processing | 265 |
| abstract_inverted_index.threshold. | 132 |
| abstract_inverted_index.triggering | 268 |
| abstract_inverted_index.Background: | 0 |
| abstract_inverted_index.Feasibility | 133, 254 |
| abstract_inverted_index.Participant | 218 |
| abstract_inverted_index.assessments | 103, 108 |
| abstract_inverted_index.conclusion, | 287 |
| abstract_inverted_index.feasibility | 80 |
| abstract_inverted_index.highlighted | 242 |
| abstract_inverted_index.implemented | 44 |
| abstract_inverted_index.individuals | 34 |
| abstract_inverted_index.integration | 250 |
| abstract_inverted_index.multicenter | 147 |
| abstract_inverted_index.participant | 138, 278, 282 |
| abstract_inverted_index.reasonable, | 221 |
| abstract_inverted_index.significant | 5 |
| abstract_inverted_index.improvements | 247 |
| abstract_inverted_index.intervention | 267 |
| abstract_inverted_index.just-in-time | 17 |
| abstract_inverted_index.participants | 151 |
| abstract_inverted_index.personalized | 130 |
| abstract_inverted_index.successfully | 160, 185 |
| abstract_inverted_index.demonstrated, | 261 |
| abstract_inverted_index.demonstrating | 189 |
| abstract_inverted_index.interventions | 19, 70, 88, 118, 168, 202 |
| abstract_inverted_index.physiological | 65, 107 |
| abstract_inverted_index.psychological | 63 |
| abstract_inverted_index.Stress-related | 1 |
| abstract_inverted_index.acceptability. | 285 |
| abstract_inverted_index.interventions. | 217 |
| abstract_inverted_index.sites.Results: | 156 |
| abstract_inverted_index.implementation, | 137 |
| abstract_inverted_index.implementation. | 192 |
| abstract_inverted_index.life.Conclusion: | 253 |
| abstract_inverted_index.stress.Objective: | 75 |
| abstract_inverted_index.context-specifically, | 31 |
| cited_by_percentile_year.max | 95 |
| cited_by_percentile_year.min | 91 |
| countries_distinct_count | 0 |
| institutions_distinct_count | 18 |
| citation_normalized_percentile.value | 0.72892542 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |