Literature DB >> 27745684

Evaluating Digital Health Interventions: Key Questions and Approaches.

Elizabeth Murray1, Eric B Hekler2, Gerhard Andersson3, Linda M Collins4, Aiden Doherty5, Chris Hollis6, Daniel E Rivera7, Robert West8, Jeremy C Wyatt9.   

Abstract

Digital health interventions have enormous potential as scalable tools to improve health and healthcare delivery by improving effectiveness, efficiency, accessibility, safety, and personalization. Achieving these improvements requires a cumulative knowledge base to inform development and deployment of digital health interventions. However, evaluations of digital health interventions present special challenges. This paper aims to examine these challenges and outline an evaluation strategy in terms of the research questions needed to appraise such interventions. As they are at the intersection of biomedical, behavioral, computing, and engineering research, methods drawn from all of these disciplines are required. Relevant research questions include defining the problem and the likely benefit of the digital health intervention, which in turn requires establishing the likely reach and uptake of the intervention, the causal model describing how the intervention will achieve its intended benefit, key components, and how they interact with one another, and estimating overall benefit in terms of effectiveness, cost effectiveness, and harms. Although RCTs are important for evaluation of effectiveness and cost effectiveness, they are best undertaken only when: (1) the intervention and its delivery package are stable; (2) these can be implemented with high fidelity; and (3) there is a reasonable likelihood that the overall benefits will be clinically meaningful (improved outcomes or equivalent outcomes at lower cost). Broadening the portfolio of research questions and evaluation methods will help with developing the necessary knowledge base to inform decisions on policy, practice, and research.
Copyright © 2016 American Journal of Preventive Medicine. Published by Elsevier Inc. All rights reserved.

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Year:  2016        PMID: 27745684      PMCID: PMC5324832          DOI: 10.1016/j.amepre.2016.06.008

Source DB:  PubMed          Journal:  Am J Prev Med        ISSN: 0749-3797            Impact factor:   5.043


  57 in total

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2.  Cost of diabetic foot disease to the National Health Service in England.

Authors:  M Kerr; G Rayman; W J Jeffcoate
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Review 4.  If it does not significantly change HbA1c levels why should we waste time on it? A plea for the prioritization of psychological well-being in people with diabetes.

Authors:  A Jones; M Vallis; F Pouwer
Journal:  Diabet Med       Date:  2014-12-10       Impact factor: 4.359

Review 5.  Epidemiology of depression and diabetes: a systematic review.

Authors:  Tapash Roy; Cathy E Lloyd
Journal:  J Affect Disord       Date:  2012-10       Impact factor: 4.839

6.  Access to diabetes self-management education.

Authors:  Mark Peyrot; Richard R Rubin
Journal:  Diabetes Educ       Date:  2008 Jan-Feb       Impact factor: 2.140

Review 7.  Adaptive e-learning to improve dietary behaviour: a systematic review and cost-effectiveness analysis.

Authors:  J Harris; L Felix; A Miners; E Murray; S Michie; E Ferguson; C Free; K Lock; J Landon; P Edwards
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8.  Strategies for improving participation in diabetes education. A qualitative study.

Authors:  Ingmar Schäfer; Marc Pawels; Claudia Küver; Nadine Janis Pohontsch; Martin Scherer; Hendrik van den Bussche; Hanna Kaduszkiewicz
Journal:  PLoS One       Date:  2014-04-14       Impact factor: 3.240

9.  Negotiating the 'grey area between normal social drinking and being a smelly tramp': a qualitative study of people searching for help online to reduce their drinking.

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Journal:  BMC Health Serv Res       Date:  2014-08-27       Impact factor: 2.655

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  163 in total

1.  Using Machine Learning to Predict Young People's Internet Health and Social Service Information Seeking.

Authors:  W Scott Comulada; Cameron Goldbeck; Ellen Almirol; Heather J Gunn; Manuel A Ocasio; M Isabel Fernández; Elizabeth Mayfield Arnold; Adriana Romero-Espinoza; Stacey Urauchi; Wilson Ramos; Mary Jane Rotheram-Borus; Jeffrey D Klausner; Dallas Swendeman
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2.  Behavior science in the evolving world of digital health: considerations on anticipated opportunities and challenges.

Authors:  Madalina Sucala; Heather Cole-Lewis; Danielle Arigo; Megan Oser; Stephanie Goldstein; Eric B Hekler; Michael A Diefenbach
Journal:  Transl Behav Med       Date:  2021-03-16       Impact factor: 3.046

3.  Clinical Trial Recruitment and Retention of College Students with Type 1 Diabetes via Social Media: An Implementation Case Study.

Authors:  Lauren E Wisk; Eliza B Nelson; Kara M Magane; Elissa R Weitzman
Journal:  J Diabetes Sci Technol       Date:  2019-04-22

Review 4.  Digital Health Technologies to Promote Lifestyle Change and Adherence.

Authors:  Numan Khan; Francoise A Marvel; Jane Wang; Seth S Martin
Journal:  Curr Treat Options Cardiovasc Med       Date:  2017-08

Review 5.  Evaluation in Life Cycle of Information Technology (ELICIT) framework: Supporting the innovation life cycle from business case assessment to summative evaluation.

Authors:  Polina V Kukhareva; Charlene Weir; Guilherme Del Fiol; Gregory A Aarons; Teresa Y Taft; Chelsey R Schlechter; Thomas J Reese; Rebecca L Curran; Claude Nanjo; Damian Borbolla; Catherine J Staes; Keaton L Morgan; Heidi S Kramer; Carole H Stipelman; Julie H Shakib; Michael C Flynn; Kensaku Kawamoto
Journal:  J Biomed Inform       Date:  2022-02-12       Impact factor: 6.317

6.  Estimating the impact of engagement with digital health interventions on patient outcomes in randomized trials.

Authors:  Lyndsay A Nelson; Andrew J Spieker; Lindsay S Mayberry; Candace McNaughton; Robert A Greevy
Journal:  J Am Med Inform Assoc       Date:  2021-12-28       Impact factor: 4.497

Review 7.  Optimizing Digital Integrated Care via Micro-Randomized Trials.

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Journal:  Clin Pharmacol Ther       Date:  2018-04-19       Impact factor: 6.875

8.  Effectiveness of Digital Interventions for Reducing Behavioral Risks of Cardiovascular Disease in Nonclinical Adult Populations: Systematic Review of Reviews.

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9.  Cancer Clinicians' Views Regarding an App That Helps Patients With Cancer Meet Their Information Needs: Qualitative Interview Study.

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10.  Impact of Digital Educational Interventions to Support Parents Caring for Acutely Ill Children at Home and Factors That Affect Their Use: Protocol for a Systematic Review.

Authors:  Madison Milne-Ives; Sarah Neill; Natasha Bayes; Mitch Blair; Jane Blewitt; Lucy Bray; Enitan D Carrol; Bernie Carter; Rob Dawson; Paul Dimitri; Monica Lakhanpaul; Damian Roland; Alison Tavare; Edward Meinert
Journal:  JMIR Res Protoc       Date:  2021-06-30
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