Literature DB >> 33264099

Smartphone-Based Virtual Agents to Help Individuals With Sleep Concerns During COVID-19 Confinement: Feasibility Study.

Pierre Philip1,2,3, Lucile Dupuy1,3, Charles M Morin4,5, Etienne de Sevin1,3, Stéphanie Bioulac1,2,3, Jacques Taillard1,3, Fuschia Serre1,3, Marc Auriacombe1,3, Jean-Arthur Micoulaud-Franchi1,2,3.   

Abstract

BACKGROUND: The COVID-19 crisis and consequent confinement restrictions have caused significant psychosocial stress and reports of sleep complaints, which require early management, have increased during recent months. To help individuals concerned about their sleep, we developed a smartphone-based app called KANOPEE that allows users to interact with a virtual agent dedicated to autonomous screening and delivering digital behavioral interventions.
OBJECTIVE: Our objective was to assess the feasibility of this app, in terms of inclusion rate, follow-up rate, perceived trust and acceptance of the virtual agent, and effects of the intervention program, in the context of COVID-19 confinement in France.
METHODS: The virtual agent is an artificial intelligence program using decision tree architecture and interacting through natural body motion and natural voice. A total of 2069 users aged 18 years and above downloaded the free app during the study period (April 22 to May 5, 2020). These users first completed a screening interview based on the Insomnia Severity Index (ISI) conducted by the virtual agent. If the users were positive for insomnia complaints (ISI score >14), they were eligible to join the 2-stage intervention program: (1) complete an electronic sleep diary for 1 week and (2) follow personalized sleep recommendations for 10 days. We collected and analyzed the following measures: sociodemographic information, ISI scores and sleep/wake schedules, and acceptance and trust of the agent.
RESULTS: Approximately 76% (1574/2069) of the app users completed the screening interview with the virtual agent. The virtual agent was well accepted by 27.4% (431/1574) of the users who answered the acceptance and trust questionnaires on its usability, satisfaction, benevolence, and credibility. Of the 773 screened users who reported sleep complaints (ISI score >14), 166 (21.5%) followed Step 1 of the intervention, and only 47 of those (28.3%) followed Step 2. Users who completed Step 1 found that their insomnia complaints (baseline mean ISI score 18.56, mean ISI score after Step 1 15.99; P<.001) and nocturnal sleep quality improved significantly after 1 week. Users who completed Step 2 also showed an improvement compared to the initial measures (baseline mean ISI score 18.87, mean ISI score after Step 2 14.68; P<.001). Users that were most severely affected (ISI score >21) did not respond to either intervention.
CONCLUSIONS: These preliminary results suggest that the KANOPEE app is a promising solution to screen populations for sleep complaints and that it provides acceptable and practical behavioral advice for individuals reporting moderately severe insomnia. ©Pierre Philip, Lucile Dupuy, Charles M Morin, Etienne de Sevin, Stéphanie Bioulac, Jacques Taillard, Fuschia Serre, Marc Auriacombe, Jean-Arthur Micoulaud-Franchi. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 18.12.2020.

Entities:  

Keywords:  COVID-19; agent; app; behavior; eHealth; feasibility; intervention; mobile phone; sleep; sleep disorders; smartphone; stress; technology acceptance; virtual agent

Mesh:

Year:  2020        PMID: 33264099      PMCID: PMC7752183          DOI: 10.2196/24268

Source DB:  PubMed          Journal:  J Med Internet Res        ISSN: 1438-8871            Impact factor:   7.076


  26 in total

1.  Validation of the Insomnia Severity Index as an outcome measure for insomnia research.

Authors:  C H. Bastien; A Vallières; C M. Morin
Journal:  Sleep Med       Date:  2001-07       Impact factor: 3.492

Review 2.  Efficacy of internet-delivered cognitive-behavioral therapy for insomnia - A systematic review and meta-analysis of randomized controlled trials.

Authors:  Robert Zachariae; Marlene S Lyby; Lee M Ritterband; Mia S O'Toole
Journal:  Sleep Med Rev       Date:  2015-10-24       Impact factor: 11.609

3.  Acceptance of virtual agents in a homecare context: Evaluation of excessive daytime sleepiness in apneic patients during interventions by continuous positive airway pressure (CPAP) providers.

Authors:  Lucile Dupuy; Jean-Arthur Micoulaud-Franchi; Pierre Philip
Journal:  J Sleep Res       Date:  2020-06-18       Impact factor: 3.981

4.  Detecting alcoholism. The CAGE questionnaire.

Authors:  J A Ewing
Journal:  JAMA       Date:  1984-10-12       Impact factor: 56.272

5.  A randomized, placebo-controlled trial of online cognitive behavioral therapy for chronic insomnia disorder delivered via an automated media-rich web application.

Authors:  Colin A Espie; Simon D Kyle; Chris Williams; Jason C Ong; Neil J Douglas; Peter Hames; June S L Brown
Journal:  Sleep       Date:  2012-06-01       Impact factor: 5.849

6.  Psychological Support System for Hospital Workers During the Covid-19 Outbreak: Rapid Design and Implementation of the Covid-Psy Hotline.

Authors:  Pierre A Geoffroy; Véronique Le Goanvic; Olivier Sabbagh; Charlotte Richoux; Aviv Weinstein; Geoffrey Dufayet; Michel Lejoyeux
Journal:  Front Psychiatry       Date:  2020-05-28       Impact factor: 4.157

7.  Virtual human as a new diagnostic tool, a proof of concept study in the field of major depressive disorders.

Authors:  Pierre Philip; Jean-Arthur Micoulaud-Franchi; Patricia Sagaspe; Etienne De Sevin; Jérôme Olive; Stéphanie Bioulac; Alain Sauteraud
Journal:  Sci Rep       Date:  2017-02-16       Impact factor: 4.379

8.  Digital Health Strategies to Fight COVID-19 Worldwide: Challenges, Recommendations, and a Call for Papers.

Authors:  Guy Fagherazzi; Catherine Goetzinger; Mohammed Ally Rashid; Gloria A Aguayo; Laetitia Huiart
Journal:  J Med Internet Res       Date:  2020-06-16       Impact factor: 5.428

9.  Trust and acceptance of a virtual psychiatric interview between embodied conversational agents and outpatients.

Authors:  Pierre Philip; Lucile Dupuy; Marc Auriacombe; Fushia Serre; Etienne de Sevin; Alain Sauteraud; Jean-Arthur Micoulaud-Franchi
Journal:  NPJ Digit Med       Date:  2020-01-07

10.  Digital health management during and beyond the COVID-19 pandemic: Opportunities, barriers, and recommendations.

Authors:  Becky Inkster; Ross O'Brien; Emma Selby; Smriti Joshi; Vinod Subramanian; Madhura Kadaba; Knut Schroeder; Suzi Godson; Kerstyn Comley; Sebastian J Volmer; Bilal A Mateen
Journal:  JMIR Ment Health       Date:  2020-06-01
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  14 in total

Review 1.  Overview of sleep management during COVID-19.

Authors:  Philip M Becker
Journal:  Sleep Med       Date:  2021-04-24       Impact factor: 4.842

2.  Day-to-day associations between nightly sleep and next-day well-being amid the COVID-19 pandemic in North America.

Authors:  Jin H Wen; Patrick Klaiber; Anita DeLongis; Danica C Slavish; Nancy L Sin
Journal:  Sleep Health       Date:  2021-10-29

Review 3.  Clinical applications of artificial intelligence in sleep medicine: a sleep clinician's perspective.

Authors:  Anuja Bandyopadhyay; Cathy Goldstein
Journal:  Sleep Breath       Date:  2022-03-09       Impact factor: 2.816

4.  The Impact of COVID-19 Lockdown on Daily Activities, Cognitions, and Stress in a Lonely and Distressed Population: Temporal Dynamic Network Analysis.

Authors:  Shuyan Liu; Stephan Heinzel; Matthias Haucke; Andreas Heinz
Journal:  J Med Internet Res       Date:  2022-03-17       Impact factor: 7.076

5.  Internet-Delivered Cognitive Behavioral Therapy for Insomnia Comorbid With Chronic Pain: Randomized Controlled Trial.

Authors:  Tobias Wiklund; Peter Molander; Philip Lindner; Gerhard Andersson; Björn Gerdle; Elena Dragioti
Journal:  J Med Internet Res       Date:  2022-04-29       Impact factor: 7.076

6.  Sleep in Older Adults and Its Possible Relations With COVID-19.

Authors:  Gabriel Natan Pires; Isabela Antunes Ishikura; Sandra Doria Xavier; Caetano Petrella; Ronaldo Delmonte Piovezan; Ellen Maria Sampaio Xerfan; Monica Levy Andersen; Sergio Tufik
Journal:  Front Aging Neurosci       Date:  2021-06-11       Impact factor: 5.750

7.  COVID-19 associated nervous system manifestations.

Authors:  Fatima Khatoon; Kartikay Prasad; Vijay Kumar
Journal:  Sleep Med       Date:  2021-07-09       Impact factor: 4.842

8.  Effectiveness and Acceptance of a Smartphone-Based Virtual Agent Screening for Alcohol and Tobacco Problems and Associated Risk Factors During COVID-19 Pandemic in the General Population.

Authors:  Marc Auriacombe; Lucie Fournet; Lucile Dupuy; Jean-Arthur Micoulaud-Franchi; Etienne de Sevin; Sarah Moriceau; Emmanuelle Baillet; Jean-Marc Alexandre; Fuschia Serre; Pierre Philip
Journal:  Front Psychiatry       Date:  2021-07-16       Impact factor: 5.435

9.  Transition age youth mental health: addressing the gap with telemedicine.

Authors:  Susheel K Khetarpal; Lauren S Auster; Elizabeth Miller; Tina R Goldstein
Journal:  Child Adolesc Psychiatry Ment Health       Date:  2022-02-02       Impact factor: 3.033

Review 10.  Effectiveness of Digital Cognitive Behavioral Therapy for Insomnia in Young People: Preliminary Findings from Systematic Review and Meta-Analysis.

Authors:  Hsin-Jung Tsai; Albert C Yang; Jun-Ding Zhu; Yu-Yun Hsu; Teh-Fu Hsu; Shih-Jen Tsai
Journal:  J Pers Med       Date:  2022-03-16
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