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Using Large Language Models to Detect and Understand Drug Discontinuation Events in Web-Based Forums: Development and Validation Study.
J Med Internet Res
January 2025
Department of Industrial and Systems Engineering, The University of Florida, GAINESVILLE, FL, United States.
Background: The implementation of large language models (LLMs), such as BART (Bidirectional and Auto-Regressive Transformers) and GPT-4, has revolutionized the extraction of insights from unstructured text. These advancements have expanded into health care, allowing analysis of social media for public health insights. However, the detection of drug discontinuation events (DDEs) remains underexplored.
View Article and Find Full Text PDF"Nobody Seemed to Notice My Work": The Lived Experiences of Home Care Workers Assisting People With Chronic Diseases: A Phenomenological Study.
J Prim Care Community Health
January 2025
University of Rome Tor Vergata, Roma, Lazio, Italy.
Introduction: Home care workers (HCWs) are paid caregivers who provide support to patients with chronic conditions and functional limitations. Additionally, they provide emotional support to patients and familial support. Although several qualitative studies have been conducted on HCWs, they focused more on studying prevalently the lived experiences about the workplace violence, the end of life, stressor and resilience, during the COVID-19 pandemic or focused more in dementia and heart failure, but not on feelings and working conditions.
View Article and Find Full Text PDFIdentification Checks and Underage Sales of Tobacco Products in New Jersey, 2019-2022.
JAMA Netw Open
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Rutgers Institute for Nicotine & Tobacco Studies, Rutgers University, New Brunswick, New Jersey.
Risk Factors for and Health Status of Socially Isolated Adults.
JAMA Netw Open
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Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute Landmark Center, Boston, Massachusetts.
Procedural Prescription Denials and Risk of Acute Care Utilization and Spending Among Medicaid Patients.
JAMA Netw Open
January 2025
Clinical Product Development, Waymark, San Francisco, California.
Importance: Rising prescription medication costs under Medicaid have led to increased procedural prescription denials by health plans. The effect of unresolved denials on chronic condition exacerbation and subsequent acute care utilization remains unclear.
Objective: To examine whether procedural prescription denials are associated with increased net spending through downstream acute care utilization among Medicaid patients not obtaining prescribed medication following a denial.
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