Submitted:
20 July 2026
Posted:
22 July 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Design and Participants
2.2. Procedure
2.3. Measures
2.3.1. General Characteristics
2.3.2. EMA Measures
2.3.3. Semi-Structured Interview
2.4. Analyses
2.4.1. Qualitative Analysis of the Interviews
2.4.2. Quantitative EMA Analyses
3. Results
3.1. Characteristics
3.2. Qualitative Analysis of the Interviews
3.2.1. Feasibility
3.2.2. Compliance with EMA App
3.2.3. User-Friendliness of the EMA App
3.2.4. Burden of the EMA App
3.2.5. Readability and Comprehensibility of the Graph
3.3. Usefulness
3.3.1. Gained New Insight Based on the Graph and Reporting
3.3.2. Whether the EMA App Helped to Reduce BED Symptoms
4. Discussion
4.1. Interpretation of Findings
4.2. Strengths and Limitations
4.3. Recommendations
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability statement
Acknowledgments
Conflicts of Interest
References
- Keski-Rahkonen, A. Epidemiology of binge eating disorder: prevalence, course, comorbidity, and risk factors. Curr. Opin. Psychiatry 2021, 34, 525–531. [Google Scholar] [CrossRef] [PubMed]
- Hilbert, A.; et al. Meta-analysis on the long-term effectiveness of psychological and medical treatments for binge-eating disorder. Int. J. Eat. Disord. 2020, 53, 1353–1376. [Google Scholar] [CrossRef] [PubMed]
- Dingemans, A.; Danner, U.; Parks, M. Emotion Regulation in Binge Eating Disorder: A Review. Nutrients 2017, 9. [Google Scholar] [CrossRef] [PubMed]
- Kittel, R.; Brauhardt, A.; Hilbert, A. Cognitive and emotional functioning in binge-eating disorder: A systematic review. Int. J. Eat. Disord. 2015, 48, 535–54. [Google Scholar] [CrossRef] [PubMed]
- Hilbert, A. Binge-eating disorder. Psychiatr. Clin. N. Am. 2019, 42, 33–43. [Google Scholar] [CrossRef]
- Peterson, C.B.; et al. Comparing integrative cognitive-affective therapy and guided self-help cognitive-behavioral therapy to treat binge-eating disorder using standard and naturalistic momentary outcome measures: A randomized controlled trial. Int. J. Eat. Disord. 2020, 53, 1418–1427. [Google Scholar] [CrossRef] [PubMed]
- Haedt-Matt, A.A.; Keel, P.K. Revisiting the affect regulation model of binge eating: a meta-analysis of studies using ecological momentary assessment. Psychol. Bull. 2011, 137, 660–681. [Google Scholar] [CrossRef] [PubMed]
- Engel, S.G.; et al. Ecological Momentary Assessment in Eating Disorder and Obesity Research: a Review of the Recent Literature. Curr. Psychiatry Rep. 2016, 18, 37. [Google Scholar] [CrossRef] [PubMed]
- Borm, I.M.; et al. Binge eating as emotion regulation? A meta-analysis of ecological momentary assessment studies. Clin. Psychol. Rev. 2025, 121, 102625. [Google Scholar] [CrossRef] [PubMed]
- le Grange, D.; Gorin, A.; Dymek, M.; Stone, A. Does ecological momentary assessment improve cognitive behavioural therapy for binge eating disorder? A pilot study. Eur. Eat. Disord. Rev. 2002, 10, 316–328. [Google Scholar] [CrossRef]
- Juarascio, A.S.; et al. Enhancing Integrative Cognitive-Affective Therapy with ecological momentary interventions: A pilot trial. Eur. Eat. Disord. Rev. 2021, 29, 152–158. [Google Scholar] [PubMed]
- Kruger, M.; et al. Ecological momentary interventions for eating disorders: a systematic review of the nascent science and recommendations for future research. J. Eat. Disord. 2025, 13, 122. [Google Scholar] [CrossRef] [PubMed]
- Mao, W.; et al. Ecological Momentary Interventions in the Management of Eating Disorders and Obesity: A Systematic Review. Int. J. Eat. Disord. 2026. [Google Scholar] [CrossRef] [PubMed]
- Smith, K.E.; Juarascio, A. From Ecological Momentary Assessment (EMA) to Ecological Momentary Intervention (EMI): Past and Future Directions for Ambulatory Assessment and Interventions in Eating Disorders. Curr. Psychiatry Rep. 2019, 21, 53. [Google Scholar] [CrossRef] [PubMed]
- Dingemans, A.E.; Spinhoven, P.; van Furth, E.F. Predictors and mediators of treatment outcome in patients with binge eating disorder. Behav. Res. Ther. 2007, 45, 2551–62. [Google Scholar] [CrossRef] [PubMed]
- Aardoom, J.J.; et al. Norms and discriminative validity of the Eating Disorder Examination Questionnaire (EDE-Q). Eat. Behav. 2012, 13, 305–9. [Google Scholar] [CrossRef] [PubMed]
- Fairburn, C. G.; Beglin, S. J. Eating Disorder Examination Questionnaire (EDE-Q 6.0). In Cognitive behavior therapy and eating disorders; Fairburn, C. G., Ed.; Guilford Press: New York, 2008; pp. 309–314. [Google Scholar]
- Watson, D.; Clark, L.A.; Tellegen, A. Development and validation of brief measures of positive and negative affect: the PANAS scales. J. Pers. Soc. Psychol. 1988, 54, 1063–70. [Google Scholar] [CrossRef] [PubMed]
- Braun, V.; Clarke, V. Thematic analysis, in APA handbook of research methods in psychology. In Research designs: Quantitative, qualitative, neuropsychological, and biological; American Psychological Association: Washington, DC, US, 2012; Vol 2, pp. 57–71. [Google Scholar]
- Hamaker, E.L.; et al. At the Frontiers of Modeling Intensive Longitudinal Data: Dynamic Structural Equation Models for the Affective Measurements from the COGITO Study. Multivar. Behav. Res. 2018, 53, 820–841. [Google Scholar] [CrossRef]
- McNeish, D.; Hamaker, E.L. A primer on two-level dynamic structural equation models for intensive longitudinal data in Mplus. Psychol. Methods 2020, 25, 610–635. [Google Scholar] [CrossRef] [PubMed]
- McNeish, D.; Kelley, K. Fixed effects models versus mixed effects models for clustered data: Reviewing the approaches, disentangling the differences, and making recommendations. Psychol. Methods 2019, 24, 20–35. [Google Scholar] [CrossRef] [PubMed]
- Vicent, M.; et al. Perfectionism and binge eating association: a systematic review and meta-analysis. J. Eat. Disord. 2023, 11, 101. [Google Scholar] [CrossRef] [PubMed]
- Grilo, C.M.; et al. Rapid response predicts 12-month post-treatment outcomes in binge-eating disorder: theoretical and clinical implications. Psychol. Med. 2012, 42, 807–17. [Google Scholar] [PubMed]
- Williams-Kerver, G.A.; et al. Baseline and momentary predictors of ecological momentary assessment adherence in a sample of adults with binge-eating disorder. Eat. Behav. 2021, 41, 101509. [Google Scholar] [CrossRef] [PubMed]
- Dietvorst, E.; et al. A Smartphone Serious Game for Adolescents (Grow It! App): Development, Feasibility, and Acceptance Study. JMIR Form. Res. 2022, 6, e29832. [Google Scholar] [CrossRef] [PubMed]
- Fairburn, C.G.; Cooper, Z.; Shafran, R. Cognitive behaviour therapy for eating disorders: a "transdiagnostic" theory and treatment. Behav. Res. Ther. 2003, 41, 509–28. [Google Scholar] [CrossRef] [PubMed]
- Racine, S.E.; et al. Maintenance factors for eating disorder symptoms based on ecological momentary assessment studies: A systematic review. Clin. Psychol. Rev. 2026, 126, 102730. [Google Scholar] [CrossRef] [PubMed]
|
Sample descriptives |
N (%) or mean ± SD | |||
|---|---|---|---|---|
| Total (n=20) | Sample qualitative analyses (n=16) | |||
| Biological sex | Female | 15 (75.0) | 12 (75.0) | |
| Male | 4 (25.0) | |||
| Age (years) | 34.95 ± 10.32 | 33.44 ± 9.92 | ||
| Educational level1 | Low | 1 (5.0) | 0 (0.0) | |
| Medium | 11 (55.0) | 10 (62.5) | ||
| High | 8 (40.0) | 6 (37.5) | ||
| BMI (kg/m2) | 40.13 ± 8.11 | 39.56 ± 8.89 | ||
| EDE-Q baseline score2 | 3.38 ± 1.28 | 3.73 ± 1.19 | ||
| EDE-Q post treatment score3 | 2.56 ± 1.64 | 2.60 ± 1.70 | ||
| Theme | Sub-theme | N# | Example | Participant |
|
FEASIBILITY Compliance with EMA |
||||
| Could not always fill in the app | 10 | “Quite quickly after you receive a reminder you should fill in the app. I failed to do that 5 times a day. Often I was on the road or it came at a time when it really didn’t work out.” | 12 | |
| Used app as much as possible | 3 | “It took some time getting used to that it could be random. […] if I did see it [the reminder] popped up, then I tried to make time for it or I just went to the toilet to fill that in.” | 15 | |
| Answered without much thought | 10 | “If you read the same sentences every time, you quickly don’t use much thought.” | 9 | |
| Non-compliance of group | 6 | “I was the only one [who used the app].” | 13 | |
| Stopped using the app soon | 8 | “I think I really tried for 1½ week. In the end, it was on [my phone] for 3 weeks.” | 5 | |
| Did not look at the graph | 2 | “I have to admit, I think I didn’t really look into the results [from the graph].” | 11 | |
| Registering binge eating Yes Sometimes No |
3 3 5 |
“In the end, I had binges and I filled those in the moment I realized.” “Not always [used the app during a binge], but occasionally.” “Three [binges], but I didn’t fill those in. [….] clearly you’re busy with completely different things at that moment. You’re only focused on that binge.” “I don’t know how quickly I would [fill in a binge]. Because it’s only since last week that I contact somebody when I tend to binge. I would always really keep that to myself.” |
14 2 7 9 |
|
| Filled in app truthfully | 5 | “I had more difficulty with [honestly answering eating] registrations than with the app.” | 1 | |
| Access of others Would make a difference No difference |
6 9 |
“I think that [if others had access] I would have been even less honest, because then you get the idea that other people will have an opinion about it as well.” “Well, [honestly filling in] depends entirely on the group. These are all nice people so in my case, it would not have made a difference.” |
5 2 |
|
| User-friendliness of EMA | ||||
| Appearance of the app Positive Negative |
1 2 |
“I actually thought it looked nice, well-organized, easy, not too much fuss, not too many detours, that was well thought-out.” “It looks a bit boring. […] Maybe something with a smiley or something that pops up when you’ve completed it. Like ‘well done’ or ‘keep going’.” |
10 9 |
|
| Organization of the app | 11 | “The look [of the app] is clear, because is it very structured.” | 11 | |
| Questions were clear | 12 | “Questions were fine and clear and also clearly arranged.” | 10 | |
| Answering is easy and quick | 2 | “I also found it very easy to fill in […] within 2 minutes you were done.” | 7 | |
| Vary questions | 3 | “If you read the same sentences every time, you quickly don’t use much thought. Whereas if you’d ask in just a different way you think ‘I hadn’t thought of it that way’.” | 9 | |
| Assessment of emotions Sufficient Option to add emotions Too focused on emotions |
2 2 1 |
“I thought those [assessed emotions] were sufficient.” “I missed that. You just had a list of emotions you could choose from, but the emotions you were experiencing at that moment were not there.” “Maybe [better if] questions focussed less on emotions and more on circumstances.” |
2 11 3 |
|
| Missed certain answer options | 2 | “There was a question whether you ate a larger portion than normal, the last question, and I missed some kind of neutral answer option there.” | 1 | |
| Option to add notes | 8 | “Perhaps a space to fill in something yourself. […] at some moments you can say I feel like this right know. So apart from the standard questions that already exist.” | 13 | |
| Time slot to fill in app too short | 6 | “It felt like I didn’t really get the chance to always fill those in. Because I’d be too late or it wasn’t possible anymore.” | 3 | |
| Phone not always close by | 3 | “Nobody uses their phone the entire day. Not even in my spare time.” | 1 | |
| Setting own start & end time | 3 | “Or that you could set your own timeframes. […] that I can choose my last will be 9 o’clock, the time I sometimes go to bed.” | 4 | |
| All registrations in one app | 7 | “That you make a combination with registering your food. Because now we used two apps that are partly overlapping.” | 8 | |
| Problems with notifications | 13 | “Then there were weeks where I didn’t get a notification at all. It didn’t occur to me [the notifications stopped] until I heard it from others from the therapy group.” | 1 | |
| Technical issues app | 7 | “At a certain point, I stopped using the app because I had to log in every time.” | 9 | |
| Burden of the measurement | ||||
| Experienced the app well | 5 | “Overall, I liked [the app] a lot.” | 2 | |
| Assessment period too long | 12 | “6 weeks is really long to receive the same questions every day. […] At a certain point it became irritating, but it certainly did trigger something in the beginning.” | 10 | |
| Too many reminders | 10 | “You can’t fill in [the app] 6 times a day. […] It just didn’t fit my schedule.” | 3 | |
| Were reminders distracting? Yes No |
3 7 |
“When it notified you, I’d really lose focus if I was studying or at work.” “Because you were quickly done with the questions, I didn’t mind. It was not distracting.” |
5 1 |
|
| Too much work | 4 | “It was a lot. You start with therapy and get an app where you only have 1 hour to respond.” | 4 | |
| Consequence of registering Felt ashamed |
2 |
“You don’t feel good because you’ve had a binge, you feel guilty and you’re ashamed. That does come up again [when filing in the app].” |
6 |
|
| Confronting | 6 | “[Filling in] was very confronting. You do have to be able to handle that as a person.” | 2 | |
|
Relief |
2 |
“[Filling in emotions] was okay because it made you more conscious. But I also remember, sometimes it was really like you think goddammit there we go again. Or that you would skip it because you didn’t feel like checking in. Yes, but no 8 out of 10 times I did manage to go through that [feeling]. But you’d feel a lot of resistance sometimes.” “It might sound weird, but sometimes it’s nice to express that you aren’t feeling happy. And then afterwards it’ll be okay again.” |
15 9 |
|
| Self-monitoring Difficult Fine |
5 4 |
“I find it difficult to name that for myself. Because I’ve lived with it for so long that it doesn’t always feel like a problem but more like who I am.” “It’s just difficult sometimes […] because […] how insecure do you feel? I almost always feel insecure. Then I look at this moment, is it different now?” “I really liked [the self-monitoring], as it makes you realize how you are put together.” |
13 1 4 |
|
| Unpleasant to miss registration moments |
5 | “If you’re at work or busy with something you don’t look at your phone all the time. […] on the one hand I get it, it [concerns] how you are at that moment. But I also found it a bit unpleasant, because I missed it a few times.” “It felt like I was being punished a bit because I couldn’t fill it in anymore after an hour. So I’d think: ‘too late again’ […] That I would feel worse of it.” “It felt a bit like a failure or something if I couldn’t [fill it in] once. I discussed that and [the therapist] said I should make that choice for myself. If it wouldn’t help me, I’d better stop.” |
13 5 4 |
|
| Readability of the graph | ||||
| Graphs were clear | 8 | “The lines [from the graph] were clear and I could see how it was meant.” “Because of the colours I thought [the graph] was clear.” |
7 8 |
|
| Graphs were nice | 2 | “I actually really liked that [the graph]. I’ve nothing to comment on.” | 5 | |
| Graphs were too dense Lines (emotions) too close Multiple days is not clear |
10 4 |
“If I looked at the overview, then I saw a very small screen with lots of lines, nothing else.” “For a day, I see the overview. But to see how the last 8 weeks were, I’d be busy for a while.” |
2 2 |
|
| Bar chart perhaps clearer | 2 | “I think that the lines make it a bit messy. If you’d colour it with bars, it would be clearer.” | 11 | |
| Comprehensibility of the graph | ||||
| Recognized patterns in graph Yes No |
9 2 |
“I knew that for me it was sadness and stress, and I could see that [in the graph].” “But of course, [reading the graph] is more difficult with that many measurement.” |
6 10 |
|
| Understanding the graph | ||||
| Could not draw conclusions | 2 | “But I couldn’t get that from [the graph]. […] I couldn’t draw conclusions from that.” | 2 | |
| Did not understand graph | 5 | “I noticed that I didn’t look at [the graph] anymore. Whatever, I only see a jumble of lines intersecting from different points.” | 10 | |
| Needed more explanation | 3 | “Or maybe more explanation about it, how we should look at the graph.” | 7 | |
| Discussed graph with therapist Yes No Propose more discussion |
2 10 14 |
“[The practitioner] showed you how things were during the session. […] They do see something in the graph which I didn’t really. That’s just a piece of experience you miss.” “No, there wasn’t really feedback on that, because not everyone participated.” “If [the app] was more part of treatment and the therapists would discuss it, I think it [insight] could be more.” |
6 10 13 |
|
|
USEFULLNESS |
||||
| Gained new insight based on the graph | ||||
| New insights in emotions Yes No |
19 3 |
“The app [graph] mostly helped me realize that I’m less happy than I thought I was.” “I noticed that the [emotions] I told you about, that I saw those back in the graphs. And that was more of an indication of “oh yes”. So I think insecurity was one, […] and I noticed that that came up often. That often fluctuated.” “I was curious about what the app [graph] would teach me about myself and at what moments I get into a binge. I couldn’t draw any clear conclusions from that.” |
4 13 12 |
|
| Gained new insight based on registration | ||||
| Tracking emotions is unnecessary | 2 | “I’m not a very emotional person, so questions about emotions were a bit irrelevant for me.” | 2 | |
| Increased awareness of emotions | 25 | “It [the app] just made it a check-in moment. So what do I feel now? What am I actually doing? […] That helped me like ‘oh, I feel tense now for I’m going through this’.” “[It] made me more aware of emotions that played a role, as I often don’t think about that.” “On the day of treatment, so when you have the group, you are very busy with [your feelings]. Then you cycle home, step into you normal life and sometimes tend to forget [the treatment]. The app helped with that, to think ‘what it is that you’re actually doing’?” |
15 13 10 |
|
| Whether app helped to reduce BED symptoms | ||||
| Symptoms changed due to app: Yes No Both app and treatment |
2 6 2 |
“And if you feel the urge to eat, where does it come from? […] now it’s because I’m tired, now it’s because I’m tense, because my brother is sick, […]. If you know where it comes from, then you can think what would help now?” “If you have multiple [registrations] per day and you later look back at those. I had a bad day today, so it’s actually quite logical that the eating disorder is active. That’s something I have to keep an eye on, that I eat breakfast earlier in the morning or that I prepare myself for an unpleasant conversation. You do get insight because of [the registrations].” “At the moment, it’s more the rest of the treatment [that helped].” “I think both.” |
15 9 8 16 |
|
| Potential added value Yes No |
10 6 |
“Yes, I think it could be an added value at the right time.” “Because it was already clear for me what my bottlenecks are in that area.” “I do think that the eating diaries that we use are so extensive that your app is more supportive than an addition really.” |
16 2 12 |
|
| Would recommend app Yes No |
6 5 |
“I can imagine that such an app can really work in the treatment process. I do think that there are still some points of improvement. But that is why we [tested] it. "That’s really personal […] for me it’s just not of added value.” |
10 7 |
|
| Apply app later in treatment | 6 | “I do believe that the app can do something but I’m inclined to say that it can do more in a later stage of treatment than in the beginning.” | 10 | |
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