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Full-Text Articles in Pharmacoeconomics and Pharmaceutical Economics

Application Of Interpretable Machine Learning Methods To Study The Disease Characteristics And Healthcare Expenditures In Hodgkin’S Lymphoma, Zasim Azhar Dil Hasan Siddiqui Jan 2024

Application Of Interpretable Machine Learning Methods To Study The Disease Characteristics And Healthcare Expenditures In Hodgkin’S Lymphoma, Zasim Azhar Dil Hasan Siddiqui

Graduate Theses, Dissertations, and Problem Reports (ETD)

Hodgkin’s lymphoma (HL) is a rare malignancy of lymphocytes that predominantly occurs in young adults aged 20-30 years or elderly individuals aged 65-75 years. Despite its low incidence, there were an estimated 223,512 HL survivors in the US in 2020. Hodgkin’s lymphoma shows a favorable prognosis among young adults, with a high cure rate of 85-90%; however, older adults experience poor prognosis, with a 5-year overall survival rate of 40-55% in patients over 60 years. HL survivors incur high total and out-of-pocket (OOP) healthcare expenditures, averaging $78,183 and $4,180 per patient in the first year after diagnosis, highlighting a considerable …


Treatment Patterns And Clinical And Economic Burden In Patients With Merkel Cell Carcinoma: Statistical And Machine Learning Approaches, Yves Mbous Jan 2024

Treatment Patterns And Clinical And Economic Burden In Patients With Merkel Cell Carcinoma: Statistical And Machine Learning Approaches, Yves Mbous

Graduate Theses, Dissertations, and Problem Reports (ETD)

Although considered a rare form of nonmelanoma skin cancer, Merkel Cell Carcinoma incidence rate has increased to 0.74 per 100,000 and projections expect this number to steadily rise over the next decades and to reach an average of 3,285 cases per year in 2025. MCC incidence increases significantly with age. Among those aged 40-44, it is 0.44, it rises to 1.0/100,000 in the 60-64 age group and soars to 9.8/100,000 among those ≥85 years and above. Due to the small number of cases, MCC is often managed using institutional practices or provider preferences. Formal clinical trials that enroll early stage …


Trajectories Of Medication Non-Adherence With Time-Varying Predictors And Association With Health Outcomes: A Comparison Of Classical Statistical Methods With Machine Learning Algorithms, Vasco Pontinha Jan 2022

Trajectories Of Medication Non-Adherence With Time-Varying Predictors And Association With Health Outcomes: A Comparison Of Classical Statistical Methods With Machine Learning Algorithms, Vasco Pontinha

Theses and Dissertations

Background: Medication adherence is a major obstacle to improving health care outcomes in long-term therapies for chronic diseases. According to the World Health Organization, interventions for improving medication adherence can have a higher impact on the health of the population than any other advance in medical treatments. Approximately 125,000 individuals die every year in the U.S. because of non-adherence to medication, representing societal costs of $100-289 billion. Previous research has successfully used group-based trajectories methods to identify similar longitudinal medication adherence trajectories. However, medication adherence is not an isolated behavior and is influenced by many factors that current interventions fail …


Association Of Incident Cancer To Low-Value Care And Healthcare Cost Burden Among Elderly Medicare Beneficiaries, Chibuzo Iloabuchi Jan 2021

Association Of Incident Cancer To Low-Value Care And Healthcare Cost Burden Among Elderly Medicare Beneficiaries, Chibuzo Iloabuchi

Graduate Theses, Dissertations, and Problem Reports (ETD)

In the United States (US), 25% of healthcare spending is considered wasteful because it is spent reimbursing low-value care. Low-value care is the utilization of healthcare services, medical tests, and procedures that have unclear or no clinical benefit to patients but still exposes them to risk. World-wide, low-value care imposes a significant economic burden on patients, payers, governments, and society. Cancer care among older adults > 65 years is one of the biggest drivers of healthcare expenditure in the US and accounts for nearly 40% of all spending, and low-value care among cancer patients is prevalent and contributes to the financial …