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Related papers: Medication non adherence: finding solutions throug…

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Poor medication adherence presents serious economic and health problems including compromised treatment effectiveness, medical complications, and loss of billions of dollars in wasted medicine or procedures. Though various interventions…

Artificial Intelligence · Computer Science 2021-05-20 Chrisogonas Odhiambo , Pamela Wright , Cindy Corbett , Homayoun Valafar

Mental health has become a growing concern among university students. While medication is a common treatment, understanding how university students manage their medication for mental health symptoms in real-world practice has not been fully…

Human-Computer Interaction · Computer Science 2024-08-16 Jiachen Li , Justin Steinberg , Elizabeth Mynatt , Varun Mishra

Globally, the incidence of heart failure is increasing, and its principal treatment involves drug therapy. However, widespread non-adherence to therapies is prevalent among heart failure patients and often results in worsening health…

Applications · Statistics 2023-12-29 Nicole Fontana , Laura Savaré , Francesca Ieva

Estimating the needs of healthcare products and inventory management are still challenging issues in hospitals nowadays. Centers are supposed to cope with tight budgets and patient satisfaction at the same time. Some issues can be tackled…

Computers and Society · Computer Science 2021-09-27 Denis Koala , Zakaria Yahouni , Gülgün Alpan , Yannick Frein

Mobile health (mHealth) applications have become increasingly valuable in preventive healthcare and in reducing the burden on healthcare organizations. The aim of this paper is to investigate the factors that influence user acceptance of…

Computers and Society · Computer Science 2023-05-11 Shaojing Fan , Ramesh C. Jain , Mohan S. Kankanhalli

Background: Chronic diseases impose a sustained burden on healthcare systems through progressive deterioration and long-term costs. Although adherence-enhancing interventions are widely promoted, their return on investment (ROI) remains…

General Finance · Quantitative Finance 2025-10-09 Jinho Cha , Eunchan D. Cha , Emily Yoo , Hyoshin Song

This study reveals the important role of prevention care and medication adherence in reducing hospitalizations. By using a structured dataset of 1,171 patients, four machine learning models Logistic Regression, Gradient Boosting, Random…

Machine Learning · Computer Science 2025-04-11 Yixin Zhang , Yisong Chen

Management of chronic diseases such as heart failure (HF) is a major public health problem. A standard approach to managing chronic diseases by medical community is to have a committee of experts develop guidelines that all physicians…

Artificial Intelligence · Computer Science 2017-07-18 Zhuo Chen , Elmer Salazar , Kyle Marple , Gopal Gupta , Lakshman Tamil , Sandeep Das , Alpesh Amin

Health economic evaluations face the issues of non-compliance and missing data. Here, non-compliance is defined as non-adherence to a specific treatment, and occurs within randomised controlled trials (RCTs) when participants depart from…

Applications · Statistics 2019-02-26 Karla DiazOrdaz , Richard Grieve

Background: Effective use of mobile health technologies requires high participant adherence and retention. However, remote digital health studies often face high attrition and low adherence, potentially introducing bias and limiting…

Quantitative Methods · Quantitative Biology 2025-09-29 Dylan Hamitouche , Youcef Barkat , Deven Parekh , Eva Hammer , David Benrimoh

Recent research in causal inference has made important progress in addressing challenges to the external validity of trial findings. Such methods weight trial participant data to more closely resemble the distribution of effect-modifying…

Methodology · Statistics 2024-07-18 Justin M. Clark , Kollin W. Rott , James S. Hodges , Jared D. Huling

The dynamics of adoption of innovations is an important subject in many fields and areas, like technological development, industrial processes, social behavior, fashion or marketing. The number of adopters of a new technology generally…

Physics and Society · Physics 2017-06-28 Mirta B. Gordon , M. F. Laguna , S. Goncalves , J. R. Iglesias

Complementary and alternative medicine are commonly used concomitantly with conventional medications leading to adverse drug reactions and even fatality in some cases. Furthermore, the vast possibility of herb-drug interactions prevents…

Artificial Intelligence · Computer Science 2023-06-28 Andreia Martins , Eva Maia , Isabel Praça

Reducing potentially preventable readmissions has been identified as an important issue for decreasing Medicare costs and improving quality of care provided by hospitals. Based on previous research by medical professionals, preventable…

Applications · Statistics 2014-03-06 Saeede Ajorlou , Issac Shams , Kai Yang

Panel data consists of a collection of $N$ units that are observed over $T$ units of time. A policy or treatment is subject to staggered adoption if different units take on treatment at different times and remains treated (or never at all).…

Methodology · Statistics 2025-08-14 Eric Xia , Yuling Yan , Martin J. Wainwright

Factorial experiments are ubiquitous in the social and biomedical sciences, but when units fail to comply with each assigned factors, identification and estimation of the average treatment effects become impossible without strong…

Methodology · Statistics 2025-08-06 Matthew Blackwell , Nicole E. Pashley

The complex unfolding of the US opioid epidemic in the last 20 years has been the subject of a large body of medical and pharmacological research, and it has sparked a multidisciplinary discussion on how to implement interventions and…

Computers and Society · Computer Science 2021-02-23 Duilio Balsamo , Paolo Bajardi , Alberto Salomone , Rossano Schifanella

We discuss the identifiability of causal estimands for generalizability and transportability analyses, both under perfect and imperfect adherence to treatment assignment. We consider a setting where the trial data contain information on…

Methodology · Statistics 2022-11-10 Issa J. Dahabreh , Sarah E. Robertson , Miguel A. Hernán

Mild cognitive impairment (MCI) leading to dementia results in a constellation of psychiatric disorders including depression, mood disorders, schizophrenia and others. With increasing age, mild cognitive impairment leads to increased…

Neurons and Cognition · Quantitative Biology 2023-08-10 Sheng Mai

Low attendance levels in medical appointments have been associated with poor health outcomes and efficiency problems for service providers. To address this problem, healthcare managers could aim at improving attendance levels or minimizing…

Machine Learning · Computer Science 2020-12-11 David Barrera Ferro , Sally Brailsford , Cristián Bravo , Honora Smith