确定HIV暴露前预防候选人的健康记录优化:一个社区知情的模型开发方法。

IF 3.4 2区 医学 Q2 INFECTIOUS DISEASES
AIDS patient care and STDs Pub Date : 2025-07-01 Epub Date: 2025-06-27 DOI:10.1089/apc.2025.0022
Meredith E Clement, Jennifer Thomas, Clare Kelsey, Tonya Jagneaux, Catherine O'Neal, Stephen Lim, Shannon Widman, Julia Marcus, Nwora Lance Okeke, Sarah Wilson
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引用次数: 0

摘要

基于电子健康记录(EHR)的模型识别可能受益于暴露前预防(PrEP)的个体优于传统的风险评分,并可能减轻与PrEP启动相关的挑战。实施前的工作对于确保算法根据当地情况进行优化至关重要,特别是考虑到美国艾滋病毒流行的地区差异。为了了解新奥尔良和路易斯安那州巴吞鲁日卫生系统中基于ehr模型的衍生和实施情况,我们与社区倡导者进行了焦点小组讨论(fgd),并与急诊科、初级保健和艾滋病毒培训的临床医生进行了深度访谈(IDIs)。我们询问了他们对艾滋病毒流行病学和PrEP摄取的看法,并寻求对局部相关变量的建议,以优化模型的性能。对fgd和idi进行录音,并使用专题分析进行分析。从2023年1月至3月,共有18名社区倡导者和12名临床医生参与了fdd。社区倡导者不相信PrEP降低了当地的艾滋病毒发病率,主要是由于缺乏包容性营销。临床医生指出,提高PrEP使用率需要更好地获得教育、PrEP提供者和负担得起的药物。社区倡导者建议在模特中加入性侵犯史和怀孕次数;临床医生建议增加乙肝、更多的性传播感染治疗方式、监禁史和阿片类药物使用。为了优化模型实施,社区倡导者强调需要尊重和同情地传达模型输出,临床医生建议让辅助人员参与PrEP讨论。尽管有证据支持使用基于ehr的模型来确定PrEP候选项目,但当地利益相关者可以为优化模型性能和实施提供独特的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
HEalth Record Optimization for Identifying Candidates for HIV PRe-Exposure Prophylaxis: A Community-Informed Approach to Model Development.

Electronic health record (EHR)-based models to identify individuals who may benefit from pre-exposure prophylaxis (PrEP) outperform traditional risk scores and may alleviate challenges associated with PrEP initiation. Pre-implementation work is critical to ensure algorithms are optimized for the local context, particularly given regional differences in the US HIV epidemic. To inform the derivation and implementation of EHR-based models within health systems in New Orleans and Baton Rouge, Louisiana, we conducted focus group discussions (FGDs) with community advocates and in-depth interviews (IDIs) with emergency department, primary care, and HIV-trained clinicians. We asked about their perspectives on HIV epidemiology and PrEP uptake and sought suggestions for locally relevant variables to optimize model performance. FGDs and IDIs were audio-recorded and analyzed using thematic analysis. From January to March 2023, FGDs were conducted with 18 community advocates and IDIs with 12 clinicians. Community advocates did not believe that PrEP had reduced local HIV incidence, primarily due to a lack of inclusive marketing. Clinicians noted that improving PrEP uptake would require better access to education, PrEP providers, and affordable medication. Community advocates suggested adding sexual assault history and number of pregnancies to the model; clinicians suggested adding hepatitis B, more sexually transmitted infection treatment modalities, incarceration history, and opiate use. To optimize model implementation, community advocates emphasized the need to convey model output respectfully and compassionately, and clinicians suggested involving ancillary staff in PrEP discussions. Although evidence supports the use of EHR-based models to identify PrEP candidates, local stakeholders can provide unique insight into optimizing model performance and implementation.

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来源期刊
AIDS patient care and STDs
AIDS patient care and STDs 医学-传染病学
CiteScore
7.00
自引率
22.40%
发文量
67
审稿时长
6-12 weeks
期刊介绍: AIDS Patient Care and STDs is the foremost journal providing the latest developments and research in diagnostics and therapeutics designed to prolong the lifespan and improve quality of life for HIV/AIDS patients. The Journal delivers cutting-edge clinical, basic science, sociologic, and behavior-based investigations in HIV/AIDS and other sexually transmitted infections. Clinical trials, quantitative and qualitative analyses of pilot studies, comprehensive reviews, and case reports are presented from leading experts and scientists around the world. AIDS Patient Care and STDs coverage includes: Prominent AIDS medications, therapies, and antiretroviral agents HIV/AIDS-related diseases, infections, and complications Challenges of medication adherence Current prevention techniques for HIV The latest news and developments on other STDs Treatment/prevention options, including pre- and post-exposure prophylaxis
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