The Mining Minds digital health and wellness framework

被引:29
|
作者
Banos, Oresti [1 ]
Amin, Muhammad Bilal [1 ]
Khan, Wajahat Ali [1 ]
Afzal, Muhammad [1 ]
Hussain, Maqbool [1 ]
Kang, Byeong Ho [2 ]
Lee, Sungyong [1 ]
机构
[1] Kyung Hee Univ, Dept Comp Engn, 1732 Deokyoungdae Ro, Yongin 446701, South Korea
[2] Univ Tasmania, Sch Comp & Informat Syst, Churchill Ave Hobart, Hobart 7005, Australia
关键词
Human behavior; Digital health; dHealth framework; Quantified self; Wearable sensors; Big data; Cloud computing; Context-awareness; Knowledge bases; User experience; LIFE-STYLE; MEDICINE; SYSTEMS; EMERGENCE; PLATFORM; SENSOR;
D O I
10.1186/s12938-016-0179-9
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Background: The provision of health and wellness care is undergoing an enormous transformation. A key element of this revolution consists in prioritizing prevention and proactivity based on the analysis of people's conducts and the empowerment of individuals in their self-management. Digital technologies are unquestionably destined to be the main engine of this change, with an increasing number of domain-specific applications and devices commercialized every year; however, there is an apparent lack of frameworks capable of orchestrating and intelligently leveraging, all the data, information and knowledge generated through these systems. Methods: This work presents Mining Minds, a novel framework that builds on the core ideas of the digital health and wellness paradigms to enable the provision of personalized support. Mining Minds embraces some of the most prominent digital technologies, ranging from Big Data and Cloud Computing to Wearables and Internet of Things, as well as modern concepts and methods, such as context-awareness, knowledge bases or analytics, to holistically and continuously investigate on people's lifestyles and provide a variety of smart coaching and support services. Results: This paper comprehensively describes the efficient and rational combination and interoperation of these technologies and methods through Mining Minds, while meeting the essential requirements posed by a framework for personalized health and wellness support. Moreover, this work presents a realization of the key architectural components of Mining Minds, as well as various exemplary user applications and expert tools to illustrate some of the potential services supported by the proposed framework. Conclusions: Mining Minds constitutes an innovative holistic means to inspect human behavior and provide personalized health and wellness support. The principles behind this framework uncover new research ideas and may serve as a reference for similar initiatives.
引用
收藏
页数:22
相关论文
共 50 条
  • [31] Effectiveness of the Wellness Together Canada Portal as a Digital Mental Health Intervention in Canada: Protocol for a Randomized Controlled Trial
    Basnet, Syaron
    Chaiton, Michael
    JMIR RESEARCH PROTOCOLS, 2024, 13
  • [32] Digital health services in Bangladesh-The need for a sustainable design framework
    Zahid, Arnob
    Yadav, Uday N.
    Mistry, Sabuj K.
    WORLD MEDICAL & HEALTH POLICY, 2023, 15 (04): : 682 - 695
  • [33] Strategic framework to Support the evaluation of complex and innovative digital health projects
    Alami, Hassane
    Fortin, Jean-Paul
    Gagnon, Marie-Pierre
    Lamothe, Lise
    Ghandour, El Kebir
    Ahmed, Mohamed Ali Ag
    Roy, Denis
    SANTE PUBLIQUE, 2020, 32 (2-3): : 221 - 228
  • [34] Intended Use of the National Nursing and Midwifery Digital Health Capability Framework
    Woods, Leanna
    Cummings, Elizabeth
    Dobroff, Naomi
    Nowlan, Shelley
    Almond, Helen
    Procter, Paula
    Ryan, Angela
    Makeham, Meredith
    Griffin, Ken
    Reeves, Julie
    Schaper, Louise
    HEALTHIER LIVES, DIGITALLY ENABLED, 2021, 276 : 106 - 112
  • [35] Digital health: Promises, challenges, and fears. A literature review
    del Rio Canal, M.
    Roux, P.
    Bruchez, C.
    Santiago-Delefosse, M.
    PRATIQUES PSYCHOLOGIQUES, 2017, 23 (01) : 61 - 77
  • [36] An Empirical Framework for Assessment of the Effects of Digital Technologies on Sustainability Accounting and Reporting in the European Union
    Varzaru, Anca Antoaneta
    ELECTRONICS, 2022, 11 (22)
  • [37] Toward an Ethical Framework for the Text Mining of Social Media for Health Research: A Systematic Review
    Ford, Elizabeth
    Shepherd, Scarlett
    Jones, Kerina
    Hassan, Lamiece
    FRONTIERS IN DIGITAL HEALTH, 2021, 2
  • [38] Advancing digital health in information systems research: Insights from a text mining analysis
    Weissenfels, Silke
    Nissen, Anika
    Smolnik, Stefan
    ELECTRONIC MARKETS, 2025, 35 (01)
  • [39] Big Data Based m-Health Application to Prevent Health Hazards: A Design Science Framework
    Alharbi, Ibraheem
    Alyoubi, Bader
    Hoque, Md. Rakibul
    Almazmomi, Najah
    TELEMEDICINE AND E-HEALTH, 2019, 25 (04) : 326 - 331
  • [40] PROMPT: Process Mining and Paravector Tensor-Based Physical Health Monitoring Framework
    Khowaja, Sunder Ali
    Khuwaja, Parus
    Dev, Kapal
    Jarwar, Muhammad Aslam
    IEEE SENSORS JOURNAL, 2023, 23 (02) : 989 - 996