Qualitative Experience with an Adherence Promotion Intervention Among Individuals with Bipolar Disorder: What Is Helpful and Unhelpful?
Abstract
1. Introduction
2. Materials and Methods
2.1. Research Design
2.2. Participants
2.3. CAE Intervention Description
2.4. Data Collection
2.5. Data Analyses
3. Results
3.1. Sociodemographic Characteristics of the Sample
3.2. Themes Derived
3.2.1. Practical Tools
3.2.2. Self-Awareness
3.2.3. Psychoeducation/Content
3.2.4. Interventionist Factors
3.2.5. Format
3.2.6. Emotional Distress
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| BD | Bipolar disorder |
| CAE | Customized adherence enhancement |
| eTAU | enhanced treatment as usual |
| i-PARiHS | integrated Promoting Action on Research Implementation in Health Services |
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| Variables | Mean (SD) | Range | n (%) |
|---|---|---|---|
| Age (years) | 39.2 (11.7) | 23–60 | |
| Gender | |||
| Female | 9 (64.39%) | ||
| Male | 4 (28.6%) | ||
| Other | 1 (7.1%) | ||
| Race | |||
| Black | 1 (7.1%) | ||
| White | 11 (78.6%) | ||
| Other | 2 (14.3%) | ||
| Occupation | |||
| Full time | 5 (35.7%) | ||
| Part time | 4 (28.6%) | ||
| Unemployed (expected to work) | 2 (14.3%) | ||
| Unemployed (disabled) | 3 (21.4%) | ||
| Marital status | |||
| Married or cohabitating | 5 (35.7%) | ||
| Single, never married | 6 (42.9%) | ||
| Divorced | 2 (14.3%) | ||
| Widowed | 1 (7.1%) | ||
| Education (in years) | 13.9 (2.0) | 11–17 | |
| Years of age at bipolar disorder onset | 20.6 (9.2) | 6–39 | |
| Years with bipolar disorder | 18.6 (13.4) | 4–54 | |
| Insurance Type | |||
| Medicaid | 10 (71.4%) | ||
| Medicare | 3 (21.4%) | ||
| Private | 3 (21.4%) |
| Variables | Mean (SD) | Range | n (%) |
|---|---|---|---|
| Assigned Modules | |||
| Psychoeducation | 13 (92.9%) | ||
| Motivational Enhancement Therapy | 10 (71.4%) | ||
| Communication with Providers | 13 (92.9%) | ||
| Medication Routines | 11 (78.6%) | ||
| Average Number of Assigned Modules | 3.4 (0.7) | 2–4 | |
| Participant-Selected Additional Modules | |||
| Psychoeducation | 1 (7.1%) | ||
| Motivational Enhancement Therapy | 1 (7.1%) | ||
| Communication with Providers | 1 (7.1%) | ||
| Medication Routines | 2 (14.3%) | ||
| Average Number of Additional Modules | 0.4 (0.6) | 0–2 |
| Themes | |||
|---|---|---|---|
| Theme and Categories | Example Quotes | Potential Conclusions and Implications for Enhancing Adherence in Clinical Care Settings | |
| PracticalTools Worksheets, transferable skills, medication organization | “What I especially thought was amazing is the way you guys design that packet. … Where at the end, I end up with this change plan worksheet.” P #3057 (referring to change plan worksheet that is part of the motivational interviewing therapy module). | “I’m doing so much better now just like learning different tools to get me to do it. Like the alarm -I–I don’t know how I never thought to get myself an alarm. I’m taking my meds now more just because of that. So, without that, I don’t think that I would’ve gotten to the point that I’m at now. So, it was good.” P #3123 |
|
| Self-awareness Identification of triggers and warning signs, increased realization of necessity, insight | “I knew routine was good, but this almost helped me come to the realization that it is good you know? Almost having to be on the routine, …scanning the pill caps and doing the worksheet, and going to the meetings.” P #3041 | “…what are personal triggers for mania, what are my personal triggers for depression. And then looking at the meds specifically and how they affect me, side effects [were helpful].” P #3057 |
|
| Psychoeducation/content Specific CAE modules, specificity of program, previous exposure to information, personalization of the program | “I learned a lot about things that, you know, we don’t really talk about in like psychiatry and therapy sessions…” P #3125 | “I think I learned a lot of stuff about bipolar disorder and I’ve got more information on it, which was helpful to me because I have known that I’ve had it for 4 years but it’s always good to kind of learn more about it…” P #3116 |
|
| “I just feel like for me, in recovery for mental health, I want to talk to somebody. I don’t want to look at worksheets …It’s not personal. This is a very personal experience for everybody and it is very hard to put a paper in front of me.” P #3101 | “…maybe some of like the more basic explanation of bipolar disorder [was less helpful]. But, I will say that just because it didn’t necessarily help me doesn’t mean it wouldn’t help other people because I have had the privilege of like going to a psychiatrist and a therapist so it’s not like I’m coming in with like zero knowledge of bipolar.” P #3116 |
| |
| Format Participatory format, organization of materials, organization of sessions, individual format, convenience of virtual technology, technical challenges of virtual format | “…better because of the structure of having worksheets to do and to read over as opposed to sometimes when I’m just free flow talking. I like the structure of our meetings a lot—the question and answer type session. I thought that was really good.” P #3086 | “With bipolar, some days, I don’t wanna leave the house. So, it’s [virtual format] really nice and convenient.” P #3084 |
|
| “At first, it gets anxious like right before you start, for me at least. I have a phone phobia, so it’s a little hard for me to get started. But, once you get going and get used to the process, it’s not hard at all.” P #3086: | “I would have engaged with it if it would have been in person or there was a requirement for me to come in person. I like having that personal connection because of my struggle of coming back from addiction.” P #3057 |
| |
| Interventionist factors Therapeutic rapport, trained professionals, encouraging, accountability to others, sensitivity to suicidality, flexibility, communication/scheduling issues | “Wanting to be honest with them, and you know, being truthful, you know, was–was good to be able to be open about it… knowing I wasn’t going to be judged about.” P #3063 | “it’s easier to do since there’s no opinion, I can form my own. So, there’s a lot of shame and guilt tied into when people give opinions and say you should do this because of this….I’ve been in recovery for a while, so I can pretty much decide how I feelabout certain things and feel confident about it, so that’s been easier.” P #3101 |
|
| “…knowing that I was going to be accountable to somebody was helpful in the beginning and then, it kinda slacked off because my counselor was …in between jobs and different things or whatever. I kinda got lost in the middle so that was, that was unfortunate.” P #3063 | “We both had a lot of troubles connecting like a lot of it was on his end. Sometimes it was on my end.” P #3018 |
| |
| Emotional distress Difficult emotions, reliving experiences | “With me being so worked up and like trying to calm down from the stuff like going through it and bringing it up fresh again, that kinda was hard to relive it all over again.” P #3025 |
| |
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© 2026 by the authors. Published by MDPI on behalf of the Lithuanian University of Health Sciences. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
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Kelley, E.L.; Sajatovic, M.; Mallu, A.; Rufai, F.S.; Weise, C.; Black, J.; Levin, J.B. Qualitative Experience with an Adherence Promotion Intervention Among Individuals with Bipolar Disorder: What Is Helpful and Unhelpful? Medicina 2026, 62, 1166. https://doi.org/10.3390/medicina62061166
Kelley EL, Sajatovic M, Mallu A, Rufai FS, Weise C, Black J, Levin JB. Qualitative Experience with an Adherence Promotion Intervention Among Individuals with Bipolar Disorder: What Is Helpful and Unhelpful? Medicina. 2026; 62(6):1166. https://doi.org/10.3390/medicina62061166
Chicago/Turabian StyleKelley, Erika L., Martha Sajatovic, Amulya Mallu, Feyi Sayo Rufai, Celeste Weise, Jessica Black, and Jennifer B. Levin. 2026. "Qualitative Experience with an Adherence Promotion Intervention Among Individuals with Bipolar Disorder: What Is Helpful and Unhelpful?" Medicina 62, no. 6: 1166. https://doi.org/10.3390/medicina62061166
APA StyleKelley, E. L., Sajatovic, M., Mallu, A., Rufai, F. S., Weise, C., Black, J., & Levin, J. B. (2026). Qualitative Experience with an Adherence Promotion Intervention Among Individuals with Bipolar Disorder: What Is Helpful and Unhelpful? Medicina, 62(6), 1166. https://doi.org/10.3390/medicina62061166

