ArticleAnnals of medicine2022
Application of machine learning algorithms for localized syringe services program policy implementation - Florida, 2017.
Article in Annals of medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
7 citing papers in PubMed, 1 synthesis or guideline pooled it, 7 citations in OpenAlex.
- Analysis of the use of digital technologies in the preliminary diagnosis of dermatological diseases: a systematic review.Archives of dermatological research · 2024Pooled it
- Identifying communities at elevated risk of hepatitis C infection in Los Angeles County: an ecological study using machine learning.BMC public health · 2026Article
- AI Methods for Implementation Science (AIM-IS): developing a framework, toolkit, and reporting standard for the responsible use of AI in implementation practice and research.Implementation science : IS · 2026Article
- Natural Language Processing for Identification of Hospitalized People Who Use Drugs: Cohort Study.JMIR AI · 2025Article
- Prevalence and Modes of Transmission of Hepatitis C Virus Infection: A Historical Worldwide Review.Viruses · 2024Review
- Applying Machine Learning Techniques to Implementation Science.Online journal of public health informatics · 2024Article
- Development and validation of a LASSO-based prediction model for immunosuppressive medication nonadherence in kidney transplant recipients.Renal failure · 2023Article
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundPeople who inject drugs (PWID) are at an amplified vulnerability for experiencing a multitude of harms related to their substance use, including viral (e.g. HIV, Hepatitis C) and bacterial infections (e.g. endocarditis). Implementation of evidence-based interventions, such as syringe services programs (SSPs), remains imperative, particularly in locations at an increased risk of HIV outbreaks. This study aims to identify communities in Florida that are high-priority locations for SSP implementation by examining state-level data related to the substance use and overdose crises.
methodsState-level surveillance data were aggregated at the ZIP Code Tabulation Area (ZCTA) (
resultsThe final model retained three variables of importance: (1) the number of drug-associated skin and soft tissue infection hospitalizations, (2) the number of chronic HCV infections in people aged 18-39, and 3) the number of drug-associated endocarditis hospitalizations. High-priority SSP implementation locations were identified in both urban and rural communities outside of current Ending the HIV Epidemic counties.
conclusionSSPs are long researched, safe, and effective evidence-based programs that offer a variety of services that reduce disease transmission and assist with combating the overdose crisis. Opportunities to increase services in needed regions across the state now exist in Florida as supported by the expansion of the Infectious Disease Elimination Act of 2019. This study provides details where potential areas of concern may be and highlights regions where future evidence-based harm reduction programs, such as SSPs, would be useful to reduce opioid overdoses and disease transmission among PWID.Key messagesThe rate of acute HCV in Florida in 2017 was 1.9 per 100,000, nearly twice the national average.Serious injection related infections among PWID are significant indicators of acute HCV infection.High-priority SSP implementation locations in Florida were identified in both urban and rural communities, including those outside of current
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