AIMC Topic: Medication Adherence

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Stakeholders' Perspectives on Medication Adherence Enhancing Interventions.

Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research May 1, 2025
With an approximately 50% prevalence rate, medication nonadherence is a significant healthcare challenge that increases the risk of potentially avoidable adverse events and associated costs ranging from $949 to $44 190 per person annually. The ISPOR ...
Humans Quality of Life Medication Adherence Adherence Interventions Patient Reported Outcome Measures Stakeholder Participation
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BEAMER: A Data Informed Model to Improve Adherence Behaviour.

Studies in health technology and informatics Jul 24, 2024
OBJECTIVE: In this poster, we will present the BEAMER model, an emerging disease-agnostic model to improve adherence behaviour based on actionable factors and promote optimal health outcomes for all.
Machine Learning Medication Adherence Patient Compliance Humans
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Results From a Pilot Study of an Automated Directly Observed Therapy Intervention Using Artificial Intelligence With Conditional Economic Incentives Among Young Adults With HIV.

Journal of acquired immune deficiency syndromes (1999) Jun 1, 2024
BACKGROUND: Despite improvements in antiretroviral therapy (ART) availability, suboptimal adherence is common among youth with HIV (YWH) and can increase drug resistance and poor clinical outcomes. Our study examined an innovative mobile app-based in...
Mobile Applications Motivation California Anti-HIV Agents Medication Adherence Florida Male Adolescent Female Humans Directly Observed Therapy Pilot Projects HIV Infections Artificial Intelligence Young Adult Viral Load Adult
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Overcoming Low Adherence to Chronic Medications by Improving their Effectiveness using a Personalized Second-generation Digital System.

Current pharmaceutical biotechnology Jan 1, 2024
INTRODUCTION: Low adherence to chronic treatment regimens is a significant barrier to improving clinical outcomes in patients with chronic diseases. Low adherence is a result of multiple factors.
Medication Adherence Chronic Disease Reminder Systems Humans Artificial Intelligence Precision Medicine
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A deep learning-based medication behavior monitoring system.

Mathematical biosciences and engineering : MBE Jan 28, 2021
The internet of things (IoT) and deep learning are emerging technologies in diverse research fields, including the provision of IT services in medical domains. In the COVID-19 era, intelligent medication behavior monitoring systems for stable patient...
Biomedical Engineering Assessment of Medication Adherence Directly Observed Therapy COVID-19 Drug Treatment Internet of Things Wearable Electronic Devices Computer Systems Medication Adherence Monitoring, Physiologic Equipment Design Pandemics SARS-CoV-2 Deep Learning Neural Networks, Computer Software Humans
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A Machine Learning Approach to Detecting Low Medication State with Wearable Technologies.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2020
Medication adherence is a critical component and implicit assumption of the patient life cycle that is often violated, incurring financial and medical costs to both patients and the medical system at large. As obstacles to medication adherence are co...
Humans Machine Learning Wearable Electronic Devices Medication Adherence
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Super learner analysis of real-time electronically monitored adherence to antiretroviral therapy under constrained optimization and comparison to non-differentiated care approaches for persons living with HIV in rural Uganda.

Journal of the International AIDS Society Mar 1, 2020
INTRODUCTION: Real-time electronic adherence monitoring (EAM) systems could inform on-going risk assessment for HIV viraemia and be used to personalize viral load testing schedules. We evaluated the potential of real-time EAM (transferred via cellula...
HIV Infections Viral Load Anti-HIV Agents Cohort Studies Medication Adherence HIV-1 Female Humans Adult Drug Monitoring Machine Learning Uganda Male CD4 Lymphocyte Count Longitudinal Studies Viremia
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Medication Adherence and Stroke Prevention: What Real World Data Tells Us.

Acta neurologica Taiwanica Dec 15, 2019
Medication adherence, by definition,(2) is "the extent to which a patient acts in accordance with the prescribed interval and dose of a dosing regimen." Poor medication adherence can interfere with the ability to treat many diseases, leading to great...
Quality of Life Humans Retrospective Studies Medication Adherence Stroke
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Data for Adherence Decision Support.

Studies in health technology and informatics Jan 1, 2019
Technological interventions aimed at addressing medication non-adherence have shown some promise but do not deliver the full potential of an Internet of Things based Adherence Decision Support (ADS) system due, in part, to a lack high-resolution defi...
Pilot Projects Medication Adherence Data Collection Artificial Intelligence Decision Support Techniques
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Medhere: A Smartwatch-based Medication Adherence Monitoring System using Machine Learning and Distributed Computing.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2018
Poor medication adherence threatens an individual's health and is responsible for substantial medical costs in the United States annually. In order to improve medication adherence rates and provide timely reminders, we developed a smartwatch applicat...
Algorithms Computers Medication Adherence Machine Learning Monitoring, Physiologic
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