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The impact of determinants of health on the relationship between stigma and health in people living with HIV. 健康决定因素对艾滋病毒感染者污名化与健康之间关系的影响。
IF 1.2 4区 医学 Q4 HEALTH POLICY & SERVICES Pub Date : 2024-12-01 Epub Date: 2024-09-17 DOI: 10.1080/09540121.2024.2401379
Jason M Lo Hog Tian, James R Watson, Janet A Parsons, Robert G Maunder, Michael Murphy, Lynne Cioppa, A McGee, Wayne Bristow, Anthony R Boni, Monisola E Ajiboye, Sean B Rourke

Determinants of health are important drivers of health states, yet there is little work examining their role in the relationship between HIV stigma and health. This study uses moderation analysis to examine how determinants of health affect the relationship between enacted, internalized, and anticipated stigma and mental health. Quantitative data was collected on 337 participants in Ontario, Canada at baseline (t1) between August 2018 and September 2019 and at follow-up (t2) between February 2021 and October 2021. Separate moderation models were created with each determinant of health (age, gender, sexual orientation, ethnicity, geographic region, education, employment, and basic needs) acting as the moderator between types of stigma at t1 and mental health at t2. Age was a significant moderator for the relationship between internalized and enacted stigma at t1 and mental health at t2. Region was a moderator for enacted and anticipated stigma and mental health. Sexual orientation was a moderator for anticipated stigma and mental health. Lastly, having basic needs was a moderator for enacted and anticipated stigma and mental health. Our findings suggest that intervention strategies may be more effective by incorporating supports for these determinants of health in addition to stigma reduction to improve mental health.

健康的决定因素是健康状况的重要驱动因素,但很少有研究探讨这些因素在 HIV 耻辱感与健康关系中的作用。本研究采用调节分析法来研究健康决定因素如何影响已形成、内化和预期的污名化与心理健康之间的关系。在 2018 年 8 月至 2019 年 9 月的基线(t1)和 2021 年 2 月至 2021 年 10 月的随访(t2)期间,收集了加拿大安大略省 337 名参与者的定量数据。分别建立了健康决定因素(年龄、性别、性取向、种族、地理区域、教育、就业和基本需求)的调节模型,以调节 t1 阶段的污名类型与 t2 阶段的心理健康之间的关系。年龄是 t1 阶段内化成见和形成成见与 t2 阶段心理健康之间关系的重要调节因素。地区是已形成鄙视和预期鄙视与心理健康之间的调节因子。性取向是预期成见与心理健康的调节因子。最后,满足基本需求也是已形成和预期成见与心理健康的调节因素。我们的研究结果表明,除了减少成见以改善心理健康外,如果干预策略能够结合对这些健康决定因素的支持,可能会更加有效。
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引用次数: 0
Perceptions of the attributes of new long-acting HIV pre-exposure prophylaxis formulations compared with a daily, oral dose among South African young women: a qualitative study. 南非年轻女性对新型长效艾滋病暴露前预防制剂与每日口服制剂的属性比较:一项定性研究。
IF 1.2 4区 医学 Q4 HEALTH POLICY & SERVICES Pub Date : 2024-12-01 Epub Date: 2024-08-06 DOI: 10.1080/09540121.2024.2383878
Patience Shamu, Saiqa Mullick, Nicola J Christofides

Oral PrEP is highly effective against the acquisition of HIV but is underutilised by young women. New options, like the monthly dapivirine vaginal ring (DVR) and injectable long-acting cabotegravir (CAB-LA), are emerging. However, little is known about young women's perceptions of these alternatives. This qualitative study explored perceptions of the attributes of PrEP technologies in South Africa. Young women accessing sexual health services were purposively selected to participate in 22 in-depth interviews, five focus group discussions and two workshops using the nominal group technique, between August 2022 and March 2023. A thematic approach guided by the diffusion of innovation attributes, including relative advantage, compatibility with the student's lives, complexity of the technology, and trialability, was used for data analysis. The DVR was the least preferred because of lower efficacy, the perceived complexity of inserting it in the vagina and some safety concerns. Oral PrEP, which some had tried and discontinued, was least compatible with students' busy schedules. Integrating PrEP and contraceptives with similar return visit patterns could enhance service delivery. Intensive demand creation campaigns will be needed to increase PrEP utilisation and dispel myths about the vaginal ring.

口服 PrEP 对预防艾滋病病毒感染非常有效,但年轻女性对它的利用率却很低。新的选择正在出现,如每月一次的达匹韦林阴道环(DVR)和可注射的长效卡博替拉韦(CAB-LA)。然而,人们对年轻女性对这些替代品的看法知之甚少。这项定性研究探讨了南非对 PrEP 技术特性的看法。在 2022 年 8 月至 2023 年 3 月期间,研究人员有目的性地挑选了接受性健康服务的年轻女性参加了 22 次深入访谈、5 次焦点小组讨论和 2 次采用名义小组技术的研讨会。数据分析采用了以创新扩散属性为指导的主题方法,包括相对优势、与学生生活的兼容性、技术的复杂性和可试用性。DVR 最不受欢迎,因为其疗效较低、插入阴道的复杂性和一些安全问题。口服 PrEP 最不符合学生繁忙的日程安排,有些学生尝试过口服 PrEP 后又停止使用。将 PrEP 和具有类似回访模式的避孕药具结合起来,可以加强服务的提供。为提高 PrEP 的使用率并消除对阴道环的误解,需要开展密集的需求创造活动。
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引用次数: 0
Childhood sexual trauma and opioid use among older adults living with HIV. 感染艾滋病毒的老年人童年时期的性创伤与阿片类药物的使用。
IF 16.4 4区 医学 Q4 HEALTH POLICY & SERVICES Pub Date : 2024-12-01 Epub Date: 2024-08-12 DOI: 10.1080/09540121.2024.2390066
Monique J Brown, Sravya Sunkara, Amandeep Kaur, Prince Nii Ossah Addo, Daniel Amoatika, Elizabeth Crouch

Childhood sexual abuse (CSA) has been linked to substance use and substance use disorders in adulthood. However, there have been limited studies examining the relationship between CSA and opioid use among older adults living with HIV (OALH). Therefore, the aim of this study was to determine the association between CSA and opioid use among OALH (n = 91). Data were obtained from an HIV clinic population in South Carolina using paper-and-pen, and online questionnaires. CSA was operationalized using six questions from the Early Trauma Inventory-Self Report Form (Yes vs. No). Opioid use was self-report of the use of opioids including: heroin, fentanyl, Oxycontin, Vicodin, codeine, morphine (used vs. never used). Nested crude and multivariable logistic regression models adjusting for sociodemographic confounders were used to determine the association between CSA and opioid use. After adjusting for race, gender, age, and education, OALH who were CSA survivors were 21 times more likely to currently use opioids compared to OALH who were not exposed to CSA (adjusted OR: 21.1; 95% CI: 1.78-250.0). The association seen between CSA history and opioid use may be due to unresolved trauma among OALH. Trauma-informed interventions addressing CSA may help to reduce opioid use among OALH.

童年性虐待(CSA)与成年后的药物使用和药物使用障碍有关。然而,对感染艾滋病毒的老年人(OALH)中 CSA 与阿片类药物使用之间关系的研究却很有限。因此,本研究旨在确定 OALH(n = 91)中 CSA 与阿片类药物使用之间的关系。研究使用纸笔问卷和在线问卷从南卡罗来纳州的一家艾滋病诊所人群中获取数据。CSA 采用早期创伤量表-自我报告表(是与否)中的六个问题进行操作。阿片类药物使用情况是对阿片类药物使用情况的自我报告,包括:海洛因、芬太尼、奥施康定、维柯丁、可待因、吗啡(使用过与从未使用过)。使用嵌套粗略和多变量逻辑回归模型(调整社会人口混杂因素)来确定 CSA 与阿片类药物使用之间的关联。在对种族、性别、年龄和教育程度进行调整后,与未接触过 CSA 的 OALH 相比,CSA 幸存者目前使用阿片类药物的可能性要高出 21 倍(调整后 OR:21.1;95% CI:1.78-250.0)。CSA史与阿片类药物使用之间的关联可能是由于OALH中的创伤未得到解决。针对 CSA 的创伤干预措施可能有助于减少 OALH 中阿片类药物的使用。
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引用次数: 0
Utility of the Alcohol Use Disorder Inventory Test in determining caseness for alcohol use disorder among persons receiving antiretroviral therapy. 酒精使用障碍量表测试在确定接受抗逆转录病毒治疗者是否患有酒精使用障碍方面的实用性。
IF 1.2 4区 医学 Q4 HEALTH POLICY & SERVICES Pub Date : 2024-12-01 Epub Date: 2024-06-13 DOI: 10.1080/09540121.2024.2365853
Ashraf Kagee, Wylene Saal, Adelle Sterley

We sought to determine the utility of the Alcohol Use Disorder Identification Test (AUDIT) in screening for alcohol use disorder (AUD) among 688 users of antiretroviral therapy (ART). We used the receiver operating characteristic (ROC) curve analysis to assess whether the AUDIT reliably detected AUD against the Structured Clinical Interview for the DSM (SCID). Of the samples, 22.09% (CI: 19.05% to 25.38%) of participants met the diagnostic criteria for AUD. Among men (n = 135) and women (n = 553), the prevalence estimates were 31.9% and 19.7%, respectively. For men, a cut-off score of 6 predicted AUD with 88.36% (95%CI: 74.92-96.11) sensitivity and 88.04% (95%CI: 79.61-93.88) specificity. For women, a cut-off score of 4 on the AUDIT yielded an optimal sensitivity of 92.66% (95% CI: 86.05%-96.78%) and a specificity of 93.24% (95% CI: 90.49-95.40%). For men, the AUDIT yielded a positive predictive value (PPV) of 75.55% (95% CI: 66.26%-85.87%) and a negative predictive value (NPV) of 91.49% (95% CI: 87.63-97.37%); for women the PPV and NPV were 77.09% (70.34%-82.68%) and 98.11% (96.37%-99.02%), respectively. The instrument's good sensitivity and specificity indicate it is likely to be useful for screening and referral of ART users who are probably cases of AUD.

我们试图确定酒精使用障碍鉴定测试(AUDIT)在筛查 688 名抗逆转录病毒疗法(ART)使用者中酒精使用障碍(AUD)的实用性。我们使用受试者操作特征曲线(ROC)分析来评估 AUDIT 与 DSM 结构化临床访谈(SCID)相比是否能可靠地检测出 AUD。在样本中,22.09%(CI:19.05% 至 25.38%)的参与者符合 AUD 的诊断标准。在男性(n = 135)和女性(n = 553)中,患病率估计值分别为 31.9% 和 19.7%。对于男性,6 分临界值预测 AUD 的灵敏度为 88.36%(95%CI:74.92-96.11),特异度为 88.04%(95%CI:79.61-93.88)。对于女性而言,AUDIT 临界值为 4 分的最佳灵敏度为 92.66%(95%CI:86.05%-96.78%),特异度为 93.24%(95%CI:90.49%-95.40%)。对于男性,AUDIT 的阳性预测值 (PPV) 为 75.55%(95% CI:66.26%-85.87%),阴性预测值 (NPV) 为 91.49%(95% CI:87.63%-97.37%);对于女性,PPV 和 NPV 分别为 77.09%(70.34%-82.68%)和 98.11%(96.37%-99.02%)。该工具良好的灵敏度和特异性表明,它可能有助于筛查和转诊可能患有 AUD 的抗逆转录病毒疗法使用者。
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引用次数: 0
Antiretroviral therapy adherence among peripartum women with HIV in Kenya: an explanatory mixed methods study using dry blood spot measures and narrative interviews. 肯尼亚感染艾滋病毒的围产期妇女坚持抗逆转录病毒疗法的情况:一项采用干血斑测量法和叙述性访谈法的解释性混合方法研究。
IF 16.4 4区 医学 Q4 HEALTH POLICY & SERVICES Pub Date : 2024-12-01 Epub Date: 2024-08-06 DOI: 10.1080/09540121.2024.2383885
K Hampanda, H Grubbs, J Castillo-Mancilla, P L Anderson, J Thorne, A Helova, J M Turan, M Onono, L L Abuogi

ABSTRACTAdherence to antiretroviral therapy (ART) remains sub-optimal among pregnant and postpartum women with HIV (PPWH) in high HIV prevalence low resource settings with few effective behavioral interventions. A large body of qualitative literature has established general barriers and facilitators to ART adherence in PPWH at various levels (individual, interpersonal, structural). However, research exploring the underlying behavioral mechanisms of ART adherence in PPWH with objectively verified adherence biomarkers is extremely limited. We conducted 24 in-depth interviews with postpartum women in western Kenya who had linked ART drug concentrations obtained from three dried blood spot samples across the peripartum period. Among PPWH with a low drug concentration (n = 13) compared to those with continuously high drug concentrations (n = 11), distinct themes emerged related to HIV status disclosure, social support, interactions with the health system, and health beliefs. By combining ART biomarkers with patient reported challenges, there is the potential for real-time interventions to support sustained ART adherence among PPWH and improve maternal and infant health outcomes.

ABSTRACTA 在艾滋病病毒感染率高、资源匮乏、几乎没有有效行为干预措施的情况下,感染艾滋病病毒的孕妇和产后妇女(PPWH)坚持抗逆转录病毒疗法(ART)的情况仍未达到最佳。大量定性文献已从不同层面(个人、人际、结构)确定了阻碍孕妇和产后妇女坚持抗逆转录病毒疗法的一般障碍和促进因素。然而,利用客观验证的坚持抗逆转录病毒疗法生物标志物来探索 PPWH 坚持抗逆转录病毒疗法的潜在行为机制的研究却极为有限。我们对肯尼亚西部的产后妇女进行了 24 次深入访谈,这些妇女在整个围产期都在使用从三个干血斑样本中获得的抗逆转录病毒疗法药物浓度。与药物浓度持续偏高的产妇(11 人)相比,药物浓度偏低的产妇(13 人)与药物浓度持续偏高的产妇(11 人)在 HIV 感染状况披露、社会支持、与医疗系统的互动以及健康信念方面出现了不同的主题。通过将抗逆转录病毒疗法生物标志物与患者报告的挑战相结合,有可能采取实时干预措施,支持 PPWH 持续坚持抗逆转录病毒疗法,改善母婴健康状况。
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引用次数: 0
An empirical test of the chronic illness quality of life model: the prominent role of barrier to health care and social support. 慢性病生活质量模型的实证检验:医疗保健障碍和社会支持的突出作用。
IF 1.2 4区 医学 Q4 HEALTH POLICY & SERVICES Pub Date : 2024-12-01 Epub Date: 2024-07-24 DOI: 10.1080/09540121.2024.2378375
Reyhaneh Sardarzehi, Seyed Ahmad Seyed Alinaghi, Amir Sam Kianimoghadam, Abbas Masjedi-Arani, Maryam Bakhtiari, Seyed Ali Dehghan Manshadi, Minoo Mohraz

The Chronic Illness Quality of Life (CIQOL) model highlights satisfaction with life in individuals with a chronic illness (i.e., HIV-related diseases) determined by factors such as barriers to health care, AIDS-related discrimination, social support, physical well-being, and engagement coping. Despite the empirical evidence supporting the CIQOL model, its validation in the Iranian population has not yet been conducted. This study aimed to validate the CIQOL model among Iranian patients with HIV-related diseases. Four hundred fifty-two patients completed the study questionnaire including Barriers to Care Scale (BACS), Satisfaction with Life Scale (SWLS), Chronic Illness Anticipated Stigma Scale (CIASS), Social Provision Scale (SPS), The Functional Assessment of Human Immunodeficiency Virus Infection (FAHI), and the Brief COPE Scale. Structural equation modeling (SEM) was used to analyze the data. The assumed model demonstrated an acceptable level of fit to study data. Findings showed that this model could explain 39% of variances in life satisfaction in Iranian patients with HIV-related diseases. Therefore, in psychological interventions aimed at enhancing life satisfaction, the CIQOL model factors especially barriers to health care and social support can be taken into consideration.

慢性病生活质量(CIQOL)模型强调了慢性病患者(即艾滋病毒相关疾病患者)的生活满意度,这些满意度由医疗保健障碍、艾滋病相关歧视、社会支持、身体健康和参与应对等因素决定。尽管有实证证据支持 CIQOL 模型,但尚未在伊朗人群中进行验证。本研究旨在验证伊朗 HIV 相关疾病患者的 CIQOL 模型。452 名患者填写了研究问卷,包括护理障碍量表(BACS)、生活满意度量表(SWLS)、慢性病预期耻辱感量表(CIASS)、社会供应量表(SPS)、人体免疫缺陷病毒感染功能评估(FAHI)和简明 COPE 量表。结构方程模型(SEM)用于分析数据。假定模型与研究数据的拟合程度可以接受。研究结果表明,该模型可以解释伊朗 HIV 相关疾病患者生活满意度中 39% 的差异。因此,在旨在提高生活满意度的心理干预中,可以考虑 CIQOL 模型因素,尤其是医疗保健障碍和社会支持。
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引用次数: 0
Reducing the risk of HIV/AIDS transmission using intervention mapping: a systematic review. 利用干预制图降低艾滋病毒/艾滋病传播风险:系统综述。
IF 1.2 4区 医学 Q4 HEALTH POLICY & SERVICES Pub Date : 2024-12-01 Epub Date: 2024-09-03 DOI: 10.1080/09540121.2024.2390062
Junjie Chen, Wenhui Liu, Jiehong Chen, Chunhua Ma

Intervention mapping (IM) is a planning approach that reflects the intricate decision-making process involved in the design of behavior interventions. The development and implementation of IM is complex in preventing HIV/AIDS transmission. Therefore, it is significant to conduct a perfect preliminary work to successfully implement HIV/AIDS prevention. The objectives of this review were to collect and evaluate the data of the first three steps using IM to prevent HIV/AIDS transmission, and summarize the key points in the preliminary steps of IM. A total of 18 studies were identified, and six studies completely described the tasks in the first three steps of IM. Three studies described the logic model of the problem (n = 3). Six studies reported the matrix of behavior changes (n = 6), including personal and environmental determinants. Among the selected determinants, most studies reported the personal level determinants (self-efficacy and skills, knowledge, attitudes, and norms). The most used practical applications in reducing HIV/AIDS risk behaviors were video roles (n = 8) and role-model stories (n = 5). The review may be helpful for healthcare professionals to carefully design and implement the key procedures of the first three steps of the IM programs for people with HIV/AIDS in preventing HIV/AIDS transmission.

干预规划(IM)是一种规划方法,反映了行为干预设计中错综复杂的决策过程。在预防艾滋病毒/艾滋病传播的过程中,IM 的制定和实施非常复杂。因此,开展完善的前期工作对成功实施艾滋病预防具有重要意义。本综述的目的是收集和评估使用 IM 预防 HIV/AIDS 传播的前三个步骤的数据,并总结 IM 前期步骤的要点。共确定了 18 项研究,其中 6 项研究完整地描述了 IM 前三个步骤的任务。三项研究描述了问题的逻辑模型(n = 3)。六项研究报告了行为改变的矩阵(n = 6),包括个人和环境决定因素。在选定的决定因素中,大多数研究报告了个人层面的决定因素(自我效能和技能、知识、态度和规范)。在减少艾滋病毒/艾滋病危险行为方面,使用最多的实际应用是视频角色(8 个)和榜样故事(5 个)。本综述有助于医护人员精心设计和实施针对艾滋病感染者的 IM 项目前三个步骤中的关键步骤,以预防艾滋病的传播。
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引用次数: 0
HIV and hepatitis C virus-related misinformation may contribute to rising rates of infection and suboptimal clinical outcomes among persons with substance use. 与艾滋病毒和丙型肝炎病毒相关的错误信息可能会导致药物滥用者的感染率上升和临床疗效不理想。
IF 16.4 4区 医学 Q4 HEALTH POLICY & SERVICES Pub Date : 2024-12-01 Epub Date: 2024-07-11 DOI: 10.1080/09540121.2024.2372730
Alejandro De La Hoz, Kristin Graves, Judith A Bernstein, Sabrina A Assoumou

HIV and hepatitis C virus (HCV) infection rates among persons, who use drugs, have risen during the US overdose crisis. We elicited patient perspectives about these interconnected infections to identify the areas of misinformation that might prevent appropriate management. We used in-depth interviews and thematic analysis of coded data collected from patients (N = 24) at detox and from key informants (N = 10). Seventy-one per cent reported injecting drugs. We found that patient narratives included misinformation about HIV and HCV transmission, natural history and treatment. Some participants thought that activities such as sharing drinkware or food with persons with HIV could lead to infection, while others believed that mainly men who have sex with men were at risk. Despite significant improvements in treatment, some participants still believed that HIV was a fatal condition, while others noted that treatment was only necessary at later stages. Some participants thought that HCV was a common, mild infection that might not need immediate attention, and others stated that individuals who were actively using drugs were ineligible for treatment. The current study exposes a considerable level of misinformation about HIV prevention and about the importance and benefits of HCV therapy. Educational interventions are necessary to counter misinformation identified.

在美国吸毒过量危机期间,吸毒者中的 HIV 和丙型肝炎病毒 (HCV) 感染率有所上升。我们征求了患者对这些相互关联的感染的看法,以确定可能妨碍适当管理的错误信息领域。我们对戒毒患者(24 人)和主要信息提供者(10 人)进行了深入访谈,并对编码数据进行了主题分析。71%的患者表示曾注射毒品。我们发现,患者的叙述中包含了关于 HIV 和 HCV 传播、自然病史和治疗的错误信息。一些参与者认为,与艾滋病病毒感染者共用饮料或食物等活动可能会导致感染,而另一些人则认为,主要是男男性行为者面临感染风险。尽管在治疗方面取得了重大进展,但一些与会者仍然认为艾滋病毒是一种致命的疾病,而另一些与会者则指出,只有在晚期才有必要进行治疗。一些参与者认为,丙型肝炎病毒是一种常见的轻度感染,可能不需要立即治疗,而另一些人则表示,正在积极吸毒的人没有资格接受治疗。当前的研究揭示了有关艾滋病预防以及 HCV 治疗的重要性和益处的大量错误信息。有必要采取教育干预措施来消除已发现的错误信息。
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引用次数: 0
Self-efficacy and consistent condom use by people living with HIV and seroconcordant and serodiscordant sexual partners in the Ceará, Brazil. 巴西塞阿拉州艾滋病病毒感染者、血清一致和血清不一致性伴侣的自我效能和坚持使用安全套的情况。
IF 1.2 4区 医学 Q4 HEALTH POLICY & SERVICES Pub Date : 2024-12-01 Epub Date: 2024-05-15 DOI: 10.1080/09540121.2024.2354225
Larissa Rodrigues Siqueira, Gilmara Holanda da Cunha, Marcos Venícios de Oliveira Lopes, Maiara Bezerra Dantas, Maria Elisa Curado Gomes, Wilson Correia de Abreu, Simone de Sousa Paiva

The objectives were to assess the self-efficacy and consistent condom use by people living with HIV (PLHIV). A cross-sectional, comparative study was carried out in outpatient clinics in Ceará State, Brazil, with a sample of 190 PLHIV, 95 serodiscordant and 95 seroconcordant. Interviews were conducted using the Socio-Demographic, Clinical, Epidemiological and Vulnerability Form and the Condom Use Self-Efficacy Scale. Descriptive analysis, associations between variables, odds ratio and 95% confidence interval were determined. P < 0.05 was considered statistically significant. Of the sample, 43.1% consistently used condoms (50.5% serodiscordant and 35.7% seroconcordant). Serodiscordant PLHIV without guidance on HIV prevention (P = 0.027) and without access to testing (P = 0.002) had lower self-efficacy and 11.5 times more chances for inconsistent condom use (P = 0.006), while those satisfied with follow-up in health were less likely to use condoms inconsistently (P = 0.011). We conclude that there is low consistent use of condoms among PLHIV, which increases the risk of HIV transmission and the acquisition of other sexually transmitted infections. Consistent condom use was greater among serodiscordant individuals, although there was no difference in self-efficacy in condom use between the groups.

研究目的是评估艾滋病病毒感染者(PLHIV)的自我效能感和持续使用安全套的情况。我们在巴西塞阿拉州的门诊诊所开展了一项横断面比较研究,抽样调查了 190 名艾滋病毒感染者,其中 95 人血清不一致,95 人血清一致。采用社会人口学、临床、流行病学和易感性表格以及安全套使用自我效能量表进行了访谈。确定了描述性分析、变量之间的关联、几率比例和 95% 的置信区间。结果表明,对健康状况满意(P = 0.027)和无法获得检测(P = 0.002)的人自我效能较低,不一致使用安全套的几率是其他人的 11.5 倍(P = 0.006),而对后续健康状况满意的人不一致使用安全套的几率较低(P = 0.011)。我们的结论是,艾滋病毒感染者中坚持使用安全套的比例较低,这增加了艾滋病毒传播和感染其他性传播疾病的风险。在血清不一致的人群中,安全套的持续使用率更高,尽管不同人群在安全套使用的自我效能感方面没有差异。
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引用次数: 0
Use of machine learning approaches to predict transition of retention in care among people living with HIV in South Carolina: a real-world data study. 使用机器学习方法预测南卡罗来纳州艾滋病毒感染者继续接受护理的过渡情况:一项真实世界数据研究。
IF 16.4 4区 医学 Q4 HEALTH POLICY & SERVICES Pub Date : 2024-12-01 Epub Date: 2024-06-04 DOI: 10.1080/09540121.2024.2361245
Ruilie Cai, Xueying Yang, Yunqing Ma, Hao H Zhang, Bankole Olatosi, Sharon Weissman, Xiaoming Li, Jiajia Zhang

Maintaining retention in care (RIC) for people living with HIV (PLWH) helps achieve viral suppression and reduce onward transmission. This study aims to identify the best machine learning model that predicts the RIC transition over time. Extracting from the enhanced HIV/AIDS reporting system, this study included 9765 PLWH from 2005 to 2020 in South Carolina. Transition of RIC was defined as the change of RIC status in each two-year time window. We applied seven classifiers, such as Random Forest, Support Vector Machine, eXtreme Gradient Boosting and Long-short-term memory, for each lagged response to predict the subsequent year's RIC transition. Classification performance was assessed using balanced prediction accuracy, the area under the curve (AUC), recall, precision and F1 scores. The proportion of the four categories of RIC transition was 13.59%, 29.78%, 9.06% and 47.57%, respectively. Support Vector Machine was the best approach for every lag model based on both the F1 score (0.713, 0.717 and 0.719) and AUC (0.920, 0.925 and 0.928). The findings could facilitate the risk augment of PLWH who are prone to follow-up so that clinicians and policymakers could come up with more specific strategies and relocate resources for intervention to keep them sustained in HIV care.

保持对艾滋病病毒感染者(PLWH)的持续关怀(RIC)有助于实现病毒抑制和减少继续传播。本研究旨在找出能预测 RIC 随时间变化的最佳机器学习模型。本研究从增强型艾滋病报告系统中提取数据,纳入了 2005 年至 2020 年南卡罗来纳州的 9765 名艾滋病毒感染者。RIC 过渡定义为每两年时间窗口中 RIC 状态的变化。我们针对每个滞后响应应用了随机森林、支持向量机、极梯度提升和长短期记忆等七种分类器来预测下一年的 RIC 过渡。使用平衡预测准确率、曲线下面积(AUC)、召回率、精确率和 F1 分数评估分类性能。四类 RIC 过渡的比例分别为 13.59%、29.78%、9.06% 和 47.57%。根据 F1 分数(0.713、0.717 和 0.719)和 AUC(0.920、0.925 和 0.928),支持向量机是每个滞后模型的最佳方法。这些研究结果有助于对容易出现随访问题的 PLWH 进行风险评估,从而使临床医生和政策制定者能够制定出更具体的策略,并调配资源进行干预,使他们能够持续接受 HIV 护理。
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Aids Care-Psychological and Socio-Medical Aspects of Aids/hiv
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