Literature DB >> 30342690

Feasibility and usability of an ontology-based mobile intervention for patients with hypertension.

Tyler S Wheeler1, T Michael Vallis2, Nicholas B Giacomantonio2, Samina R Abidi2.   

Abstract

BACKGROUND: Lifestyle changes and the adoption of healthy behaviours are well established recommendations for the management of hypertension-a risk factor for cardiovascular and kidney disease. Mobile health interventions offer unique advantages and novel approaches to helping individuals make and maintain such behaviour changes; however, current interventions often lack theoretical and scientific grounding.
OBJECTIVE: The goal of this study is to effectively model the knowledge, concepts and relationships relevant to the management of a chronic illness like hypertension, and to implement this knowledge model within a mobile self-management application that can be used by patients.
METHODS: A behaviour modification approach based on COM-B (capability, opportunity, motivation, behaviour) Model and the associated Behaviour Change Wheel was developed. An ontology-based knowledge model was implemented to formally conceptualise relevant knowledge in hypertension clinical practice guidelines, behaviour change models and associated behaviour change strategies. A hypertension management decision support framework was designed and implemented as a proof-of-concept mobile phone application (EmpowerBP) using the aforementioned model. The usability of this pilot application was tested using think-aloud protocol by eight individuals with hypertension while performing predefined tasks. Thematic analysis with inductive thematic coding was performed to identify specific feedback and areas for improvement.
RESULTS: The most common positive feedback included participants finding application resources interesting or helpful and liking the user interface. The most common negative feedback was finding the included salt calculator confusing or laborious to use and finding the profile creation questionnaire too long. The derived themes were: features, profile creation, resources, scenario, usability, user interface.
CONCLUSIONS: The ontology knowledge model formalises variables, properties, and relationships such that they can be used for problem solving. By integrating and computerising complex knowledge from clinical practice guidelines, behaviour change theories, and associated behaviour change strategies, it is possible to model existing information about the management of hypertension as an ontology. This proof-of-concept application creates clinical and behavioural profiles of a user to provide them with personalised management strategies, rooted in established behaviour change theory, that will engage and empower them to manage their condition. Given the nature of ontological models, this approach can be easily modified to address a variety of chronic illnesses.
Copyright © 2018 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Behaviour change; Chronic disease self-management; Hypertension; Mobile health; Ontology

Mesh:

Year:  2018        PMID: 30342690     DOI: 10.1016/j.ijmedinf.2018.08.002

Source DB:  PubMed          Journal:  Int J Med Inform        ISSN: 1386-5056            Impact factor:   4.046


  5 in total

Review 1.  Mobile Health Interventions and RCTs: Structured Taxonomy and Research Framework.

Authors:  Alan Yang; Neetu Singh; Upkar Varshney
Journal:  J Med Syst       Date:  2022-09-07       Impact factor: 4.920

2.  Using Goal-Directed Design to Create a Mobile Health App to Improve Patient Compliance With Hypertension Self-Management: Development and Deployment.

Authors:  Ning Deng; Jiye An; Huilong Duan; Zheyu Wang; Yumeng Ji; Li Ma; Fang Liu; Mingwei Chi
Journal:  JMIR Mhealth Uhealth       Date:  2020-02-25       Impact factor: 4.773

3.  Using clinical reasoning ontologies to make smarter clinical decision support systems: a systematic review and data synthesis.

Authors:  Pavithra I Dissanayake; Tiago K Colicchio; James J Cimino
Journal:  J Am Med Inform Assoc       Date:  2020-01-01       Impact factor: 4.497

4.  The Effectiveness of Self-Management of Hypertension in Adults Using Mobile Health: Systematic Review and Meta-Analysis.

Authors:  Ran Li; Ning Liang; Fanlong Bu; Therese Hesketh
Journal:  JMIR Mhealth Uhealth       Date:  2020-03-27       Impact factor: 4.773

Review 5.  Efficacy of Mobile Health in Patients With Low Back Pain: Systematic Review and Meta-analysis of Randomized Controlled Trials.

Authors:  Mingrong Chen; Tingting Wu; Chunmei Chen; Meina Lv; Zongwei Fang; Zhiwei Zeng; Jiafen Qian; Shaojun Jiang; Wenjun Chen; Jinhua Zhang
Journal:  JMIR Mhealth Uhealth       Date:  2021-06-11       Impact factor: 4.773

  5 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.