Evidence map›Paper›PMID 33843607›Full record

ArticleJMIR mental health2021

A Smartphone-Based Self-management Intervention for Bipolar Disorder (LiveWell): User-Centered Development Approach.

Geneva K Jonathan, Cynthia A Dopke, Tania Michaels, Andrew Bank, Clair R Martin, Krina Adhikari, Rachel L Krakauer, Chloe Ryan, Alyssa McBride, Pamela Babington and 7 more

Open access · goldAbstract read
In one paragraph

Article in JMIR mental health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
20citing papers in PubMed, 1 pooled it
3.9field-weighted citation impact, top 6% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

20 citing papers in PubMed, 1 synthesis or guideline pooled it, 35 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors at 5 institutions in 2 countries.

Geneva K JonathanDepartment of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0002-4762-561X
Cynthia A DopkeDepartment of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0002-3910-0733
Tania MichaelsPediatrics, Loma Linda Children's Hospital, Loma Linda, CA, United States.ORCID https://orcid.org/0000-0003-0962-5608
Andrew BankDepartment of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0001-6088-1311
Clair R MartinDepartment of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0002-8325-1328
Krina AdhikariDepartment of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0003-3514-7814
Rachel L KrakauerDepartment of Psychology, University of Regina, Regina, SK, Canada.ORCID https://orcid.org/0000-0003-3833-2134
Chloe RyanDepartment of Social Work, UPMC Western Psychiatric Hospital, Pittsburgh, PA, United States.ORCID https://orcid.org/0000-0002-8141-1391
Alyssa McBrideDepartment of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0003-3689-1549
Pamela BabingtonDepartment of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0002-9619-7404
Ella FrauenhoferDepartment of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0003-1253-4467
Jamilah SilverDepartment of Psychology, Stony Brook University, Stony Brook, NY, United States.ORCID https://orcid.org/0000-0002-8750-2876
Courtney CapraDepartment of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0002-7328-5671
Melanie SimonDepartment of Psychology, School of Science and Engineering, Tulane University, New Orleans, LA, United States.ORCID https://orcid.org/0000-0002-9713-9214
Mark BegaleVibrent Health, Fairfax, VA, United States.ORCID https://orcid.org/0000-0002-3598-4498
David C Mohr *Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0002-5443-7596
Evan H GouldingDepartment of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.ORCID https://orcid.org/0000-0003-3891-6578
Northwestern University · USLoma Linda University Children's Hospital · USStony Brook University · USTulane University · USUniversity of Regina · CA

Funding

Technology Enabled Services for Coordinated Care of Depression in Healthcare SettingsP50MH119029 · NIMH · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Rachel Kornfield · 2020 to 2026
$10.7M
LiveWell: A Mobile Intervention for Bipolar DisorderR01MH110626 · NIMH · NORTHWESTERN UNIVERSITY AT CHICAGO · PI GOULDING, EVAN H. · 2016 to 2019
$2.9M
NIMH NIH HHS P50 MH119029NIMH NIH HHS R01 MH110626
6 · The paper itself

Abstract

backgroundBipolar disorder is a serious mental illness that results in significant morbidity and mortality. Pharmacotherapy is the primary treatment for bipolar disorder; however, adjunctive psychotherapy can help individuals use self-management strategies to improve outcomes. Yet access to this therapy is limited. Smartphones and other technologies have the potential to increase access to therapeutic strategies that enhance self-management while simultaneously providing real-time user feedback and provider alerts to augment care.

objectiveThis paper describes the user-centered development of LiveWell, a smartphone-based self-management intervention for bipolar disorder, to contribute to and support the ongoing improvement and dissemination of technology-based mental health interventions.

methodsIndividuals with bipolar disorder first participated in a field trial of a simple smartphone app for self-monitoring of behavioral targets. To develop a complete technology-based intervention for bipolar disorder, this field trial was followed by design sessions, usability testing, and a pilot study of a smartphone-based self-management intervention for bipolar disorder. Throughout all phases of development, intervention revisions were made based on user feedback.

resultsThe core of the LiveWell intervention consists of a daily self-monitoring tool, the Daily Check-in. This self-monitoring tool underwent multiple revisions during the user-centered development process. Daily Check-in mood and thought rating scales were collapsed into a single wellness rating scale to accommodate user development of personalized scale anchors. These anchors are meant to assist users in identifying early warning signs and symptoms of impending episodes to take action based on personalized plans. When users identified personal anchors for the wellness scale, the anchors most commonly reflected behavioral signs and symptoms (40%), followed by cognitive (25%), mood (15%), physical (10%), and motivational (7%) signs and symptoms. Changes to the Daily Check-in were also made to help users distinguish between getting adequate sleep and keeping a regular routine. At the end of the pilot study, users reported that the Daily Check-in made them more aware of early warning signs and symptoms and how much they were sleeping. Users also reported that they liked personalizing their anchors and plans and felt this process was useful. Users experienced some difficulties with developing, tracking, and achieving target goals. Users also did not consistently follow up with app recommendations to contact providers when Daily Check-in data suggested they needed additional assistance. As a result, the human support roles for the technology were expanded beyond app use support to include support for self-management and clinical care communication. The development of these human support roles was aided by feedback on the technology's usability from the users and the coaches who provided the human support.

conclusionsUser input guided the development of intervention content, technology, and coaching support for LiveWell. Users valued the provision of monitoring tools and the ability to personalize plans for staying well, supporting the role of monitoring and personalization as important features of digital mental health technologies. Users also valued human support of the technology in the form of a coach, and user difficulties with aspects of self-management and care-provider communication led to an expansion of the coach's support roles. Obtaining feedback from both users and coaches played an important role in the development of both the LiveWell technology and human support. Attention to all stakeholders involved in the use of mental health technologies is essential for optimizing intervention development.

Indexed as

behavioral intervention technologybehavior changebipolar disorderdepressionearly warning signsillness managementmHealthqualitativeself-managementsmartphone

Identifiers

PMID33843607
PMCPMC8076988
OpenAlexW3121620111

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.