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Artificial Intelligence Solutions to Increase Medication Adherence in Patients With Non-communicable Diseases

Artificial intelligence (AI) tools are increasingly being used within healthcare for various purposes, including helping patients to adhere to drug regimens. The aim of this narrative review was to describe: (1) studies on AI tools that can be used to measure and increase medication adherence in pat...

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Autores principales: Babel, Aditi, Taneja, Richi, Mondello Malvestiti, Franco, Monaco, Alessandro, Donde, Shaantanu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8521858/
https://www.ncbi.nlm.nih.gov/pubmed/34713142
http://dx.doi.org/10.3389/fdgth.2021.669869
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author Babel, Aditi
Taneja, Richi
Mondello Malvestiti, Franco
Monaco, Alessandro
Donde, Shaantanu
author_facet Babel, Aditi
Taneja, Richi
Mondello Malvestiti, Franco
Monaco, Alessandro
Donde, Shaantanu
author_sort Babel, Aditi
collection PubMed
description Artificial intelligence (AI) tools are increasingly being used within healthcare for various purposes, including helping patients to adhere to drug regimens. The aim of this narrative review was to describe: (1) studies on AI tools that can be used to measure and increase medication adherence in patients with non-communicable diseases (NCDs); (2) the benefits of using AI for these purposes; (3) challenges of the use of AI in healthcare; and (4) priorities for future research. We discuss the current AI technologies, including mobile phone applications, reminder systems, tools for patient empowerment, instruments that can be used in integrated care, and machine learning. The use of AI may be key to understanding the complex interplay of factors that underly medication non-adherence in NCD patients. AI-assisted interventions aiming to improve communication between patients and physicians, monitor drug consumption, empower patients, and ultimately, increase adherence levels may lead to better clinical outcomes and increase the quality of life of NCD patients. However, the use of AI in healthcare is challenged by numerous factors; the characteristics of users can impact the effectiveness of an AI tool, which may lead to further inequalities in healthcare, and there may be concerns that it could depersonalize medicine. The success and widespread use of AI technologies will depend on data storage capacity, processing power, and other infrastructure capacities within healthcare systems. Research is needed to evaluate the effectiveness of AI solutions in different patient groups and establish the barriers to widespread adoption, especially in light of the COVID-19 pandemic, which has led to a rapid increase in the use and development of digital health technologies.
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spelling pubmed-85218582021-10-27 Artificial Intelligence Solutions to Increase Medication Adherence in Patients With Non-communicable Diseases Babel, Aditi Taneja, Richi Mondello Malvestiti, Franco Monaco, Alessandro Donde, Shaantanu Front Digit Health Digital Health Artificial intelligence (AI) tools are increasingly being used within healthcare for various purposes, including helping patients to adhere to drug regimens. The aim of this narrative review was to describe: (1) studies on AI tools that can be used to measure and increase medication adherence in patients with non-communicable diseases (NCDs); (2) the benefits of using AI for these purposes; (3) challenges of the use of AI in healthcare; and (4) priorities for future research. We discuss the current AI technologies, including mobile phone applications, reminder systems, tools for patient empowerment, instruments that can be used in integrated care, and machine learning. The use of AI may be key to understanding the complex interplay of factors that underly medication non-adherence in NCD patients. AI-assisted interventions aiming to improve communication between patients and physicians, monitor drug consumption, empower patients, and ultimately, increase adherence levels may lead to better clinical outcomes and increase the quality of life of NCD patients. However, the use of AI in healthcare is challenged by numerous factors; the characteristics of users can impact the effectiveness of an AI tool, which may lead to further inequalities in healthcare, and there may be concerns that it could depersonalize medicine. The success and widespread use of AI technologies will depend on data storage capacity, processing power, and other infrastructure capacities within healthcare systems. Research is needed to evaluate the effectiveness of AI solutions in different patient groups and establish the barriers to widespread adoption, especially in light of the COVID-19 pandemic, which has led to a rapid increase in the use and development of digital health technologies. Frontiers Media S.A. 2021-06-29 /pmc/articles/PMC8521858/ /pubmed/34713142 http://dx.doi.org/10.3389/fdgth.2021.669869 Text en Copyright © 2021 Babel, Taneja, Mondello Malvestiti, Monaco and Donde. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Digital Health
Babel, Aditi
Taneja, Richi
Mondello Malvestiti, Franco
Monaco, Alessandro
Donde, Shaantanu
Artificial Intelligence Solutions to Increase Medication Adherence in Patients With Non-communicable Diseases
title Artificial Intelligence Solutions to Increase Medication Adherence in Patients With Non-communicable Diseases
title_full Artificial Intelligence Solutions to Increase Medication Adherence in Patients With Non-communicable Diseases
title_fullStr Artificial Intelligence Solutions to Increase Medication Adherence in Patients With Non-communicable Diseases
title_full_unstemmed Artificial Intelligence Solutions to Increase Medication Adherence in Patients With Non-communicable Diseases
title_short Artificial Intelligence Solutions to Increase Medication Adherence in Patients With Non-communicable Diseases
title_sort artificial intelligence solutions to increase medication adherence in patients with non-communicable diseases
topic Digital Health
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8521858/
https://www.ncbi.nlm.nih.gov/pubmed/34713142
http://dx.doi.org/10.3389/fdgth.2021.669869
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