Literature DB >> 30914003

User Engagement in Mental Health Apps: A Review of Measurement, Reporting, and Validity.

Michelle M Ng1, Joseph Firth1, Mia Minen1, John Torous1.   

Abstract

OBJECTIVE: Despite the potential benefits of mobile mental health apps, real-world results indicate engagement issues because of low uptake and sustained use. This review examined how studies have measured and reported on user engagement indicators (UEIs) for mental health apps.
METHODS: A systematic review of multiple databases was performed in July 2018 for studies of mental health apps for depression, bipolar disorder, schizophrenia, and anxiety that reported on UEIs, namely usability, user satisfaction, acceptability, and feasibility. The subjective and objective criteria used to assess UEIs, among other data, were extracted from each study.
RESULTS: Of 925 results, 40 studies were eligible. Every study reported positive results for the usability, satisfaction, acceptability, or feasibility of the app. Of the 40 studies, 36 (90%) employed 371 indistinct subjective criteria that were assessed with surveys, interviews, or both, and 23 studies used custom subjective scales, rather than preexisting standardized assessment tools. A total of 25 studies (63%) used objective criteria-with 71 indistinct measures. No two studies used the same combination of subjective or objective criteria to assess UEIs of the app.
CONCLUSIONS: The high heterogeneity and use of custom criteria to assess mental health apps in terms of usability, user satisfaction, acceptability, or feasibility present a challenge for understanding real-world low uptake of these apps. Every study reviewed claimed that UEIs for the app were rated highly, which suggests a need for the field to focus on engagement by creating reporting standards and more carefully considering claims.

Entities:  

Keywords:  Bipolar Disorder; Computer technology; Depression; Schizophrenia

Mesh:

Year:  2019        PMID: 30914003      PMCID: PMC6839109          DOI: 10.1176/appi.ps.201800519

Source DB:  PubMed          Journal:  Psychiatr Serv        ISSN: 1075-2730            Impact factor:   3.084


  53 in total

Review 1.  Review of Use and Integration of Mobile Apps Into Psychiatric Treatments.

Authors:  Steven Chan; Haley Godwin; Alvaro Gonzalez; Peter M Yellowlees; Donald M Hilty
Journal:  Curr Psychiatry Rep       Date:  2017-10-30       Impact factor: 5.285

2.  Mobile Health (mHealth) Versus Clinic-Based Group Intervention for People With Serious Mental Illness: A Randomized Controlled Trial.

Authors:  Dror Ben-Zeev; Rachel M Brian; Geneva Jonathan; Lisa Razzano; Nicole Pashka; Elizabeth Carpenter-Song; Robert E Drake; Emily A Scherer
Journal:  Psychiatr Serv       Date:  2018-05-25       Impact factor: 3.084

3.  Preliminary evaluation of PTSD Coach, a smartphone app for post-traumatic stress symptoms.

Authors:  Eric Kuhn; Carolyn Greene; Julia Hoffman; Tam Nguyen; Laura Wald; Janet Schmidt; Kelly M Ramsey; Josef Ruzek
Journal:  Mil Med       Date:  2014-01       Impact factor: 1.437

4.  Needed Innovation in Digital Health and Smartphone Applications for Mental Health: Transparency and Trust.

Authors:  John Torous; Laura Weiss Roberts
Journal:  JAMA Psychiatry       Date:  2017-05-01       Impact factor: 21.596

Review 5.  Clinical review of user engagement with mental health smartphone apps: evidence, theory and improvements.

Authors:  John Torous; Jennifer Nicholas; Mark E Larsen; Joseph Firth; Helen Christensen
Journal:  Evid Based Ment Health       Date:  2018-06-05

6.  The efficacy of smartphone-based mental health interventions for depressive symptoms: a meta-analysis of randomized controlled trials.

Authors:  Joseph Firth; John Torous; Jennifer Nicholas; Rebekah Carney; Abhishek Pratap; Simon Rosenbaum; Jerome Sarris
Journal:  World Psychiatry       Date:  2017-10       Impact factor: 49.548

7.  Experiences of remote mood and activity monitoring in bipolar disorder: A qualitative study.

Authors:  K E A Saunders; A C Bilderbeck; P Panchal; L Z Atkinson; J R Geddes; G M Goodwin
Journal:  Eur Psychiatry       Date:  2017-01-27       Impact factor: 5.361

8.  The feasibility, acceptability, and outcomes of PRIME-D: A novel mobile intervention treatment for depression.

Authors:  Danielle A Schlosser; Timothy R Campellone; Brandy Truong; Joaquin A Anguera; Silvia Vergani; Sophia Vinogradov; Patricia Arean
Journal:  Depress Anxiety       Date:  2017-04-18       Impact factor: 6.505

9.  Feasibility and Acceptability of Smartphone Assessment in Older Adults with Cognitive and Emotional Difficulties.

Authors:  Alex T Ramsey; Julie Loebach Wetherell; Colin Depp; David Dixon; Eric Lenze
Journal:  J Technol Hum Serv       Date:  2016-05-06

10.  Feasibility of PRIME: A Cognitive Neuroscience-Informed Mobile App Intervention to Enhance Motivated Behavior and Improve Quality of Life in Recent Onset Schizophrenia.

Authors:  Danielle Schlosser; Timothy Campellone; Daniel Kim; Brandy Truong; Silvia Vergani; Charlie Ward; Sophia Vinogradov
Journal:  JMIR Res Protoc       Date:  2016-04-28
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  46 in total

1.  Focus group findings on the migraine patient experience during research studies and ideas for future investigations.

Authors:  Mia T Minen; Kaitlyn Morio; Kathryn Berlin Schaubhut; Scott W Powers; Richard B Lipton; Elizabeth Seng
Journal:  Cephalalgia       Date:  2019-12-23       Impact factor: 6.292

2.  Computer-Assisted CBT and Mobile Apps for Depression: Assessment and Integration Into Clinical Care.

Authors:  Jesse H Wright; Matthew Mishkind
Journal:  Focus (Am Psychiatr Publ)       Date:  2020-04-23

Review 3.  Measuring Engagement with Mental Health and Behavior Change Interventions: an Integrative Review of Methods and Instruments.

Authors:  Laura Esther Bijkerk; Anke Oenema; Nicole Geschwind; Mark Spigt
Journal:  Int J Behav Med       Date:  2022-05-16

4.  Heartrate variability biofeedback for migraine using a smartphone application and sensor: A randomized controlled trial.

Authors:  Mia T Minen; Sarah Corner; Thomas Berk; Valeriya Levitan; Steven Friedman; Samrachana Adhikari; Elizabeth B Seng
Journal:  Gen Hosp Psychiatry       Date:  2021-01-07       Impact factor: 3.238

Review 5.  Patients' adherence to smartphone apps in the management of bipolar disorder: a systematic review.

Authors:  Marie-Camille Patoz; Diego Hidalgo-Mazzei; Bruno Pereira; Olivier Blanc; Ingrid de Chazeron; Andrea Murru; Norma Verdolini; Isabella Pacchiarotti; Eduard Vieta; Pierre-Michel Llorca; Ludovic Samalin
Journal:  Int J Bipolar Disord       Date:  2021-06-03

6.  The growing field of digital psychiatry: current evidence and the future of apps, social media, chatbots, and virtual reality.

Authors:  John Torous; Sandra Bucci; Imogen H Bell; Lars V Kessing; Maria Faurholt-Jepsen; Pauline Whelan; Andre F Carvalho; Matcheri Keshavan; Jake Linardon; Joseph Firth
Journal:  World Psychiatry       Date:  2021-10       Impact factor: 49.548

7.  Feasibility of mHealth interventions for depressive symptoms in Latin America: a systematic review.

Authors:  César G Escobar-Viera; Luca C Cernuzzi; Rebekah S Miller; Hugo J Rodríguez-Marín; Eduard Vieta; Magalí González Toñánez; Lisa A Marsch; Diego Hidalgo-Mazzei
Journal:  Int Rev Psychiatry       Date:  2021-06-09

8.  Predictors and Prospective Course of PANS: A Pilot Study Using Electronic Platforms for Data Collection.

Authors:  Elizabeth C Harris; Christine A Conelea; Michael T Shyne; Gail A Bernstein
Journal:  J Child Adolesc Psychopharmacol       Date:  2020-12-31       Impact factor: 2.576

9.  Machine Learning Analysis to Identify Digital Behavioral Phenotypes for Engagement and Health Outcome Efficacy of an mHealth Intervention for Obesity: Randomized Controlled Trial.

Authors:  Meelim Kim; Jaeyeong Yang; Woo-Young Ahn; Hyung Jin Choi
Journal:  J Med Internet Res       Date:  2021-06-24       Impact factor: 5.428

10.  Determining the Evolution of Headache Among Regular Users of a Daily Electronic Diary via a Smartphone App: Observational Study.

Authors:  Bianca Raffaelli; Jasper Mecklenburg; Lucas Hendrik Overeem; Simon Scholler; Markus A Dahlem; Tobias Kurth; Ana Sofia Oliveira Gonçalves; Uwe Reuter; Lars Neeb
Journal:  JMIR Mhealth Uhealth       Date:  2021-07-07       Impact factor: 4.773

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