Literature DB >> 33299925

A context-adaptive smoking cessation system using videos.

Golnoush Asaeikheybari1, Monica Webb Hooper2, Ming-Chun Huang1.   

Abstract

Cigarette smoking is the primary preventable cause of death and disease worldwide. Studies reveal that smoking is associated with psychiatric symptoms, sociodemographic characteristics, social stressors, and lack of social support. In general, smokers report poorer mental health and benefit from support to be able to quit smoking (Jorm et al., 1999). In this paper, a tailored smoking cessation system has been developed in which the counseling and support is delivered via video-messaging. The system engages users in adaptive motivating video access. Users can interact with the system and the system selects the best matching video for them by processing their messages using Natural Language Processing (NLP). We have tailored 77 videos for interactive contents that encompass important issues users might face during the process of smoking cessation. A novel application-based data driven approach has been taken for categorizing videos to push to participants. The approach is based on analyzing 750 messages of people in the cessation process. We observed that most of the messages' contents were about smoking health effects, cravings, triggers, relapse, positive mood, low cessation self efficacy, medications, and culturally specific targeting inquiries. Considering these categories, videos are categorized to the corresponding groups by an intelligent approach. The information underlying the data driven categories allows for improving and facilitating smoking status assessment. The system has the potential for improving future smoking cessation decision-making adaptive interventions and health monitoring systems. The goal is to tailor the system to meet the needs of the users in real-time and maximize the potential impact.

Entities:  

Keywords:  Bidirectional messaging; Natural Language Processing (NLP); Smoking cessation; mHealth

Year:  2020        PMID: 33299925      PMCID: PMC7720880          DOI: 10.1016/j.smhl.2020.100148

Source DB:  PubMed          Journal:  Smart Health (Amst)        ISSN: 2352-6483


  11 in total

1.  Efficacy of a DVD-based smoking cessation intervention for African Americans.

Authors:  Monica Webb Hooper; Elizabeth A Baker; Robert G Robinson
Journal:  Nicotine Tob Res       Date:  2014-05-16       Impact factor: 4.244

2.  Do u smoke after txt? Results of a randomised trial of smoking cessation using mobile phone text messaging.

Authors:  A Rodgers; T Corbett; D Bramley; T Riddell; M Wills; R-B Lin; M Jones
Journal:  Tob Control       Date:  2005-08       Impact factor: 7.552

3.  Text2Quit: results from a pilot test of a personalized, interactive mobile health smoking cessation program.

Authors:  Lorien C Abroms; Meenakshi Ahuja; Yvonne Kodl; Lalida Thaweethai; Justin Sims; Jonathan P Winickoff; Richard A Windsor
Journal:  J Health Commun       Date:  2012

4.  African-American physicians and smoking cessation counseling.

Authors:  B A Berman; A K Yancey; R Bastani; S C Grosser; A Staveren; R A Williams; D Lee
Journal:  J Natl Med Assoc       Date:  1997-08       Impact factor: 1.798

5.  Smoking and mental health: results from a community survey.

Authors:  A F Jorm; B Rodgers; P A Jacomb; H Christensen; S Henderson; A E Korten
Journal:  Med J Aust       Date:  1999-01-18       Impact factor: 7.738

6.  Is making smoking status a vital sign sufficient to increase cessation support actions in clinical practice?

Authors:  Raymond Boyle; Leif I Solberg
Journal:  Ann Fam Med       Date:  2004 Jan-Feb       Impact factor: 5.166

Review 7.  Nicotine replacement therapy for smoking cessation.

Authors:  C Silagy; T Lancaster; L Stead; D Mant; G Fowler
Journal:  Cochrane Database Syst Rev       Date:  2004

8.  Development of an interactive, Web-delivered system to increase provider-patient engagement in smoking cessation.

Authors:  Rajani S Sadasivam; Kathryn Delaughter; Katie Crenshaw; Heather J Sobko; Jessica H Williams; Heather L Coley; Midge N Ray; Daniel E Ford; Jeroan J Allison; Thomas K Houston
Journal:  J Med Internet Res       Date:  2011-10-18       Impact factor: 5.428

9.  Patterns of use of an automated interactive personalized coaching program for smoking cessation.

Authors:  James Balmford; Ron Borland; Peter Benda
Journal:  J Med Internet Res       Date:  2008-12-17       Impact factor: 5.428

10.  Randomized controlled trial to assess the short-term effectiveness of tailored web- and text-based facilitation of smoking cessation in primary care (iQuit in practice).

Authors:  Felix Naughton; James Jamison; Sue Boase; Melanie Sloan; Hazel Gilbert; A Toby Prevost; Dan Mason; Susan Smith; James Brimicombe; Robert Evans; Stephen Sutton
Journal:  Addiction       Date:  2014-04-24       Impact factor: 6.526

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