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Deniz-Garcia A, Fabelo H, Rodriguez-Almeida AJ, Zamora-Zamorano G, Castro-Fernandez M, Alberiche Ruano MDP, Solvoll T, Granja C, Schopf TR, Callico GM, Soguero-Ruiz C, Wägner AM. Quality, Usability, and Effectiveness of mHealth Apps and the Role of Artificial Intelligence: Current Scenario and Challenges. J Med Internet Res 2023; 25:e44030. [PMID: 37140973 PMCID: PMC10196903 DOI: 10.2196/44030] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 02/19/2023] [Accepted: 03/10/2023] [Indexed: 03/12/2023] Open
Abstract
The use of artificial intelligence (AI) and big data in medicine has increased in recent years. Indeed, the use of AI in mobile health (mHealth) apps could considerably assist both individuals and health care professionals in the prevention and management of chronic diseases, in a person-centered manner. Nonetheless, there are several challenges that must be overcome to provide high-quality, usable, and effective mHealth apps. Here, we review the rationale and guidelines for the implementation of mHealth apps and the challenges regarding quality, usability, and user engagement and behavior change, with a special focus on the prevention and management of noncommunicable diseases. We suggest that a cocreation-based framework is the best method to address these challenges. Finally, we describe the current and future roles of AI in improving personalized medicine and provide recommendations for developing AI-based mHealth apps. We conclude that the implementation of AI and mHealth apps for routine clinical practice and remote health care will not be feasible until we overcome the main challenges regarding data privacy and security, quality assessment, and the reproducibility and uncertainty of AI results. Moreover, there is a lack of both standardized methods to measure the clinical outcomes of mHealth apps and techniques to encourage user engagement and behavior changes in the long term. We expect that in the near future, these obstacles will be overcome and that the ongoing European project, Watching the risk factors (WARIFA), will provide considerable advances in the implementation of AI-based mHealth apps for disease prevention and health promotion.
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Affiliation(s)
- Alejandro Deniz-Garcia
- Endocrinology and Nutrition Department, Complejo Hospitalario Universitario Insular Materno Infantil, Las Palmas de Gran Canaria, Spain
| | - Himar Fabelo
- Complejo Hospitalario Universitario Insular - Materno Infantil, Fundación Canaria Instituto de Investigación Sanitaria de Canarias, Las Palmas de Gran Canaria, Spain
- Research Institute for Applied Microelectronics, Universidad de Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
| | - Antonio J Rodriguez-Almeida
- Research Institute for Applied Microelectronics, Universidad de Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
| | - Garlene Zamora-Zamorano
- Endocrinology and Nutrition Department, Complejo Hospitalario Universitario Insular Materno Infantil, Las Palmas de Gran Canaria, Spain
- Instituto Universitario de Investigaciones Biomédicas y Sanitarias, Universidad de Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
| | - Maria Castro-Fernandez
- Research Institute for Applied Microelectronics, Universidad de Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
| | - Maria Del Pino Alberiche Ruano
- Endocrinology and Nutrition Department, Complejo Hospitalario Universitario Insular Materno Infantil, Las Palmas de Gran Canaria, Spain
- Instituto Universitario de Investigaciones Biomédicas y Sanitarias, Universidad de Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
| | - Terje Solvoll
- Norwegian Centre for E-health Research, University Hospital of North-Norway, Tromsø, Norway
- Faculty of Nursing and Health Sciences, Nord University, Bodø, Norway
| | - Conceição Granja
- Norwegian Centre for E-health Research, University Hospital of North-Norway, Tromsø, Norway
- Faculty of Nursing and Health Sciences, Nord University, Bodø, Norway
| | - Thomas Roger Schopf
- Norwegian Centre for E-health Research, University Hospital of North-Norway, Tromsø, Norway
| | - Gustavo M Callico
- Research Institute for Applied Microelectronics, Universidad de Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
| | - Cristina Soguero-Ruiz
- Departamento de Teoría de la Señal y Comunicaciones y Sistemas Telemáticos y Computación, Universidad Rey Juan Carlos, Madrid, Spain
| | - Ana M Wägner
- Endocrinology and Nutrition Department, Complejo Hospitalario Universitario Insular Materno Infantil, Las Palmas de Gran Canaria, Spain
- Instituto Universitario de Investigaciones Biomédicas y Sanitarias, Universidad de Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
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Mohammadzadeh Z, Eghtedar S, Ayatollahi H, Jebraeily M. Effectiveness of a self-management mobile app on the quality of life of women with breast cancer: a study in a developing country. BMC Womens Health 2022; 22:446. [PMID: 36368982 PMCID: PMC9652046 DOI: 10.1186/s12905-022-02020-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Accepted: 10/21/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Self-management involves taking responsibility for personal health and taking the initiative to do so. This can be accomplished by learning information and skills that will help consider the difficulties may encounter during and after cancer treatment. With this perspective, we have aimed to develop a self-management mobile app for women with breast cancer in Iran and evaluate its impact on the quality of life of patients. METHOD This study is a methodological study in 2021. We developed the app during three phases. The first phase aimed at identifying educational content and designing user experience, the second phase aimed at developing and implementing the app, and the third phase aimed at evaluating pre-and post-implementation. RESULT In this study, an Android app for self-management women with breast cancer was developed. According to the results of the pre-and post-implementations among the most significant changes were in the quality of life level, highest respectively: social avoidance (Pre: 6.41-Post: 3.56), negative feelings (Pre: 5.93 - Post: 3.40), sexual function (Pre: 6.80 - Post: 5.04), sexual interest (Pre: 6.41 - Post: 4.75) and pain (Pre: 6.37 - Post: 4.97). And least the changes respectively: distress-family (Pre: 7 - Post: 7), distress-recurrence (Pre: 4.49 - Post: 4.38), benefits (Pre: 2.47 - Post: 3.12), appearance (Pre: 4.10 - Post: 3.32). Also, we calculated the usability evaluation of this app with the system usability scale (SUS); the overall rating score was 83/100, an excellent level (> 80.3), and a grade A. CONCLUSION The study shows that a breast cancer self-management app can support and improve the quality of life of women with breast cancer. We conducted this study to show that by developing a self-management app, women with breast cancer can improve their quality of life, - by increasing their self-management skills.
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Affiliation(s)
- Zahra Mohammadzadeh
- Department of Health Information Technology, School of Allied Medical Sciences, Urmia University of Medical Sciences, Urmia, Iran
- Department of Health Information Management and Technology, School of Allied Medical Sciences, Kashan University of Medical Sciences, Kashan, Iran
| | - Samereh Eghtedar
- Department of Nursing Education, School of Nursing and Midwifery, Urmia University of Medical Sciences, Urmia, Iran
| | - Haleh Ayatollahi
- Department of Obstetrics and Gynecology, School of Medicine, Solid Tumor Research Center, Urmia University of Medical Sciences, Urmia, Iran
| | - Mohamad Jebraeily
- Department of Health Information Technology, School of Allied Medical Sciences, Urmia University of Medical Sciences, Urmia, Iran.
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Pinto M, Calafiore D, Piccirillo MC, Costa M, Taskiran OO, de Sire A. Breast Cancer Survivorship: the Role of Rehabilitation According to the International Classification of Functioning Disability and Health-a Scoping Review. Curr Oncol Rep 2022; 24:1163-1175. [PMID: 35403973 PMCID: PMC9467947 DOI: 10.1007/s11912-022-01262-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/08/2022] [Indexed: 12/20/2022]
Abstract
PURPOSE OF REVIEW The population of breast cancer (BC) survivors is growing due to earlier diagnosis and effective combined treatments. A scoping review was performed to explore the role of rehabilitation in BC survivorship and the major issues in BC survivors with International Classification of Functioning Disability and Health (ICF) perspective. RECENT FINDINGS The authors searched PubMed from January 1, 2018, up until November 9, 2021. The 65 selected publications were analyzed with the Comprehensive ICF BC Core Set (CCS) perspective and assigned to the categories of the CCS components along with the 3 areas of health (physical, mental, and social health). The multidimensional aspects of BC survivor disability are evident, whereas the topics of the articles concern several categories of the ICF BC CCS and all 3 areas of health. However, the current ICF BC CCS does not include certain categories related to emerging issues of BC survivorship recurring in the papers. Rehabilitation is crucial in BC survivorship management to give personalized answers to women beyond BC, and the ICF BC CCS remains an essential tool in rehabilitation assessment for BC survivors although it needs updating.
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Affiliation(s)
- Monica Pinto
- Rehabilitation Medicine Unit, Strategic Health Services Department, Istituto Nazionale Tumori -IRCCS - Fondazione G. Pascale, Naples, Italy
| | - Dario Calafiore
- Physical Medicine and Rehabilitation Unit, Department of Neurosciences, ASST Carlo Poma, Mantova, Italy
| | - Maria Carmela Piccirillo
- Clinical Trials Unit, Translational Research Department, Istituto Nazionale Tumori - IRCCS – Fondazione G. Pascale, Naples, Italy
| | - Massimo Costa
- Rehabilitation Medicine Unit, Department of Polyspecialistic Medicine, Cardarelli Hospital, Naples, Italy
| | - Ozden Ozyemisci Taskiran
- Department of Physical Medicine and Rehabilitation, Koç University School of Medicine, Istanbul, Turkey
| | - Alessandro de Sire
- Department of Medical and Surgical Sciences, Physical Medicine and Rehabilitation, University of Catanzaro “Magna Graecia,” Catanzaro, Catanzaro, Italy
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