Literature DB >> 32832738

Microrandomized trials for promoting engagement in mobile health data collection: Adolescent/young adult oral chemotherapy adherence as an example.

Shuang Li1, Alexandra M Psihogios2,3, Elise R McKelvey2,4, Annisa Ahmed2, Mashfiqui Rabbi1, Susan Murphy1.   

Abstract

Long-term engagement with mobile health (mHealth) apps can provide critical data for improving empirical models for real-time health behaviors. To learn how to improve and maintain mHealth engagement, micro-randomized trials (MRTs) can be used to optimize different engagement strategies. In MRTs, participants are sequentially randomized, often hundreds or thousands of times, to different engagement strategies or treatments. The data gathered are then used to decide which treatment is optimal in which context. In this paper, we discuss an example MRT for youth with cancer, where we randomize different engagement strategies to improve self-reports on factors related to medication adherence. MRTs, moreover, can go beyond improving engagement, and we reference other MRTs to address substance abuse, sedentary behavior, and so on.

Entities:  

Year:  2020        PMID: 32832738      PMCID: PMC7437990          DOI: 10.1016/j.coisb.2020.07.002

Source DB:  PubMed          Journal:  Curr Opin Syst Biol        ISSN: 2452-3100


  54 in total

Review 1.  Acute Lymphoblastic Leukemia in Children.

Authors:  Stephen P Hunger; Charles G Mullighan
Journal:  N Engl J Med       Date:  2015-10-15       Impact factor: 91.245

2.  Standardized Effect Sizes for Preventive Mobile Health Interventions in Micro-randomized Trials.

Authors:  Brook Luers; Predrag Klasnja; Susan Murphy
Journal:  Prev Sci       Date:  2019-01

3.  The multiphase optimization strategy (MOST) and the sequential multiple assignment randomized trial (SMART): new methods for more potent eHealth interventions.

Authors:  Linda M Collins; Susan A Murphy; Victor Strecher
Journal:  Am J Prev Med       Date:  2007-05       Impact factor: 5.043

4.  Internet and mobile phone text messaging intervention for college smokers.

Authors:  William Riley; Jami Obermayer; Jersino Jean-Mary
Journal:  J Am Coll Health       Date:  2008 Sep-Oct

Review 5.  Achievements and Challenges for Real-Time Sensing of Analytes in Sweat within Wearable Platforms.

Authors:  Michael C Brothers; Madeleine DeBrosse; Claude C Grigsby; Rajesh R Naik; Saber M Hussain; Jason Heikenfeld; Steve S Kim
Journal:  Acc Chem Res       Date:  2019-01-28       Impact factor: 22.384

Review 6.  Effectiveness of financial incentives for longer-term smoking cessation: evidence of absence or absence of evidence?

Authors:  Andrea B Troxel; Kevin G Volpp
Journal:  Am J Health Promot       Date:  2012 Mar-Apr

7.  Feasibility of Obtaining Measures of Lifestyle From a Smartphone App: The MyHeart Counts Cardiovascular Health Study.

Authors:  Michael V McConnell; Anna Shcherbina; Aleksandra Pavlovic; Julian R Homburger; Rachel L Goldfeder; Daryl Waggot; Mildred K Cho; Mary E Rosenberger; William L Haskell; Jonathan Myers; Mary Ann Champagne; Emmanuel Mignot; Martin Landray; Lionel Tarassenko; Robert A Harrington; Alan C Yeung; Euan A Ashley
Journal:  JAMA Cardiol       Date:  2017-01-01       Impact factor: 14.676

8.  Bidirectional Associations Between Psychological States and Physical Activity in Adolescents: A mHealth Pilot Study.

Authors:  Christopher C Cushing; Tarrah B Mitchell; Carolina M Bejarano; Ryan W Walters; Christopher J Crick; Amy E Noser
Journal:  J Pediatr Psychol       Date:  2017-06-01

9.  A text message-based intervention for weight loss: randomized controlled trial.

Authors:  Kevin Patrick; Fred Raab; Marc A Adams; Lindsay Dillon; Marian Zabinski; Cheryl L Rock; William G Griswold; Gregory J Norman
Journal:  J Med Internet Res       Date:  2009-01-13       Impact factor: 5.428

10.  Investigating Intervention Components and Exploring States of Receptivity for a Smartphone App to Promote Physical Activity: Protocol of a Microrandomized Trial.

Authors:  Jan-Niklas Kramer; Florian Künzler; Varun Mishra; Bastien Presset; David Kotz; Shawna Smith; Urte Scholz; Tobias Kowatsch
Journal:  JMIR Res Protoc       Date:  2019-01-31
View more
  3 in total

1.  Power Constrained Bandits.

Authors:  Jiayu Yao; Emma Brunskill; Weiwei Pan; Susan Murphy; Finale Doshi-Velez
Journal:  Proc Mach Learn Res       Date:  2021-08

2.  Understanding Adolescent and Young Adult 6-Mercaptopurine Adherence and mHealth Engagement During Cancer Treatment: Protocol for Ecological Momentary Assessment.

Authors:  Alexandra M Psihogios; Mashfiqui Rabbi; Annisa Ahmed; Elise R McKelvey; Yimei Li; Jean-Philippe Laurenceau; Stephen P Hunger; Linda Fleisher; Ahna Lh Pai; Lisa A Schwartz; Susan A Murphy; Lamia P Barakat
Journal:  JMIR Res Protoc       Date:  2021-10-22

3.  Optimizing a Just-in-Time Adaptive Intervention to Improve Dietary Adherence in Behavioral Obesity Treatment: Protocol for a Microrandomized Trial.

Authors:  Stephanie P Goldstein; Fengqing Zhang; Predrag Klasnja; Adam Hoover; Rena R Wing; John Graham Thomas
Journal:  JMIR Res Protoc       Date:  2021-12-06
  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.