Objectives-This report describes the development and use of a method for analyzing the literal text from death certificates to enhance national mortality statistics on drug-involved deaths. Drug-involved deaths include drug overdose deaths as well as other deaths where, according to death certificate literal text, drugs were associated with or contributed to the death. Methods-The method uses final National Vital Statistics System-Mortality files linked to electronic files containing literal text information from death certificates. Software programs were designed to search the literal text from three fields of the death certificate (the cause of death from Part I, significant conditions contributing to the death from Part II, and a description of how the injury occurred from Box 43) to identify drug mentions as well as contextual information. The list of drug search terms was developed from existing drug classification systems as well as from manual review of the literal text. Literal text surrounding the identified drug search terms was analyzed to ascertain the context. Drugs mentioned in the death certificate literal text were assumed to be involved in the death unless contextual information suggested otherwise (e.g., "METHICILLIN RESISTANT STAPHYLOCOCCUS AUREUS INFECTION"). The literal text analysis method was assessed by comparing the results from application of the method with results based on ICD-10 codes, and by conducting a manual review of a sample of records.
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BMC Health Serv Res
January 2025
School of Public Health, Lanzhou University, Lanzhou, Gansu, China.
Background: China has always been a country with a high burden of tuberculosis. In order to end TB, the Chinese government launched three plans for TB prevention and control. The Chinese government implemented the National 13th Five-Year plan for Tuberculosis Prevention and Control (2016-2020) to promote TB prevention and control from policy, technology, health promotion and other aspects from 2016 to 2020.
View Article and Find Full Text PDFBMC Public Health
January 2025
Department of Psychiatry and Psychotherapy (Campus Charité Mitte), Charité - Universitätsmedizin Berlin, Berlin, Germany.
Background: In Burkina Faso, nearly half of the population is under 15 years old, and one in four adolescents experience depression. This underscores the critical need to enhance mental health literacy among adolescents and youth, empowering them to manage their mental well-being effectively. Comic books offer an engaging approach to health education, yet their effectiveness in addressing mental health remains largely untested.
View Article and Find Full Text PDFAlzheimers Dement
December 2024
Newcastle University, Newcastle Upon Tyne, United Kingdom.
Background: Older adults with dementia live with an average of four additional long-term conditions (multimorbidity), and experience frequent transitions between fragmented care settings. This can compromise their safety due to an increased risk of miscommunication, errors, and delays in receiving appropriate treatment. Unsafe transitions are also associated with increases in mortality, morbidity, and preventable readmissions.
View Article and Find Full Text PDFJB JS Open Access
January 2025
Department of Anesthesiology, University of California, Irvine, Medical Center, Orange, California.
Background: This study assesses the effectiveness of large language models (LLMs) in simplifying complex language within orthopaedic patient education materials (PEMs) and identifies predictive factors for successful text transformation.
Methods: We transformed 48 orthopaedic PEMs using GPT-4, GPT-3.5, Claude 2, and Llama 2.
Arch Public Health
January 2025
Fbeta GmbH, Berlin, Germany.
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