首页 > 最新文献

Journal of Primary Care and Community Health最新文献

英文 中文
Determinants of Familiarity and Experience with HIV Pre-Exposure Prophylaxis in Primary Care Providers in Ontario, Canada. 加拿大安大略省初级保健提供者对HIV暴露前预防的熟悉程度和经验的决定因素。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 DOI: 10.1177/21501319251315566
Jorge Martinez-Cajas, Beatriz Alvarado, Carmela Rapino, Emma Nagy, T Hugh Guan, Nicholas Cofie, Nancy Dalgarno, Pilar Camargo, Bradley Stoner

Background: Despite increased access to HIV pre-exposure prophylaxis (PrEP) in Canada, familiarity and experience among primary care providers (PCPs)-including family doctors and those working with key populations-remains limited. To understand the barriers and facilitators of PrEP familiarity and experience, we conducted a situational analysis in PCPs in sub-urban and rural Ontario.

Methods: We surveyed a non-probabilistic sample of PCPs using an online questionnaire, designed with the Consolidated Framework for Implementation Research (CFIR). Poisson regressions with robust variance were used to assess the relationship between CFIR domains, sociodemographic, and practice characteristics on both PrEP familiarity and experience.

Results: A total of 54 PCPs participated (6% response rate), comprising 80% physicians and 20% nurses. Nearly 30% of the sample worked with key populations, including sexual health clinics and community care centers, 18% of respondents reported high familiarity with PrEP, and 44% reported PrEP experience (referred, started a conversation, or prescribed). PrEP familiarity and experience were associated with working in an organization serving key populations, working with gender minorities, and having colleagues providing PrEP. Providers with a positive perception of PrEP and its necessity for populations at risk were more likely to have PrEP-related experience. Higher familiarity and experience were reported by PCPs with specific clinical skills related to PrEP, and with the perception that PrEP was compatible with their practice as primary provider.

Conclusions: Our findings suggest that organizational support, and additional training and education would facilitate PrEP provision by PCPs in suburban/rural Ontario.

背景:尽管加拿大艾滋病毒暴露前预防(PrEP)的可及性有所提高,但初级保健提供者(pcp)——包括家庭医生和与关键人群打交道的医生——对其的熟悉程度和经验仍然有限。为了了解PrEP熟悉度和经验的障碍和促进因素,我们对安大略省郊区和农村的pcp进行了情境分析。方法:我们使用一份采用实施研究统一框架(CFIR)设计的在线问卷调查了pcp的非概率样本。采用稳健方差的泊松回归来评估CFIR领域、社会人口学和实践特征对PrEP熟悉度和经验之间的关系。结果:共有54名pcp参与调查,回复率为6%,其中医生占80%,护士占20%。近30%的样本与关键人群合作,包括性健康诊所和社区护理中心,18%的受访者表示对PrEP非常熟悉,44%的受访者表示有PrEP经验(转诊、开始交谈或开处方)。对PrEP的熟悉程度和经验与在服务重点人群的组织中工作、与性别少数群体合作以及有同事提供PrEP相关。对PrEP及其对高危人群的必要性有积极看法的提供者更有可能拥有PrEP相关经验。具有与PrEP相关的特定临床技能的pcp报告了更高的熟悉度和经验,并且认为PrEP与他们作为主要提供者的实践相兼容。结论:我们的研究结果表明,组织支持和额外的培训和教育将促进安大略省郊区/农村pcp提供PrEP。
{"title":"Determinants of Familiarity and Experience with HIV Pre-Exposure Prophylaxis in Primary Care Providers in Ontario, Canada.","authors":"Jorge Martinez-Cajas, Beatriz Alvarado, Carmela Rapino, Emma Nagy, T Hugh Guan, Nicholas Cofie, Nancy Dalgarno, Pilar Camargo, Bradley Stoner","doi":"10.1177/21501319251315566","DOIUrl":"10.1177/21501319251315566","url":null,"abstract":"<p><strong>Background: </strong>Despite increased access to HIV pre-exposure prophylaxis (PrEP) in Canada, familiarity and experience among primary care providers (PCPs)-including family doctors and those working with key populations-remains limited. To understand the barriers and facilitators of PrEP familiarity and experience, we conducted a situational analysis in PCPs in sub-urban and rural Ontario.</p><p><strong>Methods: </strong>We surveyed a non-probabilistic sample of PCPs using an online questionnaire, designed with the Consolidated Framework for Implementation Research (CFIR). Poisson regressions with robust variance were used to assess the relationship between CFIR domains, sociodemographic, and practice characteristics on both PrEP familiarity and experience.</p><p><strong>Results: </strong>A total of 54 PCPs participated (6% response rate), comprising 80% physicians and 20% nurses. Nearly 30% of the sample worked with key populations, including sexual health clinics and community care centers, 18% of respondents reported high familiarity with PrEP, and 44% reported PrEP experience (referred, started a conversation, or prescribed). PrEP familiarity and experience were associated with working in an organization serving key populations, working with gender minorities, and having colleagues providing PrEP. Providers with a positive perception of PrEP and its necessity for populations at risk were more likely to have PrEP-related experience. Higher familiarity and experience were reported by PCPs with specific clinical skills related to PrEP, and with the perception that PrEP was compatible with their practice as primary provider.</p><p><strong>Conclusions: </strong>Our findings suggest that organizational support, and additional training and education would facilitate PrEP provision by PCPs in suburban/rural Ontario.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251315566"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11755537/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143025226","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Implementing an Online Instrument to Measure Nurse Practitioner Workload: A Feasibility Study. 实施一种测量护士工作量的在线仪器:可行性研究。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 DOI: 10.1177/21501319251321302
Kelley Kilpatrick, Véronique Landry, Eric Nguemeleu Tchouaket, André Daigle, Mira Jabbour

Introduction/objectives: Nurse practitioners (NPs) improve access to care in community-based primary care. Determining an appropriate workload for NPs is complex. The number of patients seen by NPs represents an important consideration. We sought to determine the feasibility, acceptability and appropriateness of implementing the online NP workload measurement index (NP-WI).

Methods: Feasibility study supported by the Theoretical Framework of Acceptability, conducted across 3 health regions in Québec, Canada. Data were collected from January to July 2024 using the online NP-WI (n = 66), 8-item acceptability questionnaire (n = 47), weekly implementation team meetings with NPs and decision-makers (n = 11), field notes and interviews (n = 13). Data analysis completed using descriptive statistics and content analysis, with data integration using joint displays.

Results: NPs indicated that the NP-WI was easy to use. Acceptability scores were positively rated. Daily data entry took 5 to 7 min to complete. NPs deemed a 4-week collection period sufficient to capture a representative workload sample. The NP-WI captured patient, provider and organizational characteristics and the number of patients seen by NPs.

Conclusions: NP-WI implementation was feasible. The instrument can support healthcare workforce planning with more adequate estimations of NP workload in community-based primary care, and provide greater equity in resource allocation and distribution of NP workload.

简介/目标:执业护士(NPs)改善社区初级保健服务的可及性。为np确定适当的工作负载是很复杂的。NPs看到的患者数量是一个重要的考虑因素。我们试图确定实施在线NP工作量测量指数(NP- wi)的可行性、可接受性和适当性。方法:在可接受性理论框架的支持下,在加拿大魁省的3个卫生区域进行可行性研究。数据收集于2024年1月至7月,采用在线NP-WI (n = 66)、8项可接受性问卷(n = 47)、每周与np和决策者举行的实施小组会议(n = 11)、实地记录和访谈(n = 13)。数据分析采用描述性统计和内容分析两种方法完成,数据集成采用联合显示。结果:NPs表明NP-WI易于使用。可接受性分数被积极评价。每天的数据输入需要5到7分钟才能完成。NPs认为4周的收集期足以捕获具有代表性的工作负载样本。NP-WI记录了患者、提供者和组织的特征以及np所见过的患者数量。结论:NP-WI实施是可行的。该工具可以通过更充分地估计社区初级保健中的NP工作量来支持医疗保健人力规划,并在资源分配和NP工作量分配方面提供更大的公平性。
{"title":"Implementing an Online Instrument to Measure Nurse Practitioner Workload: A Feasibility Study.","authors":"Kelley Kilpatrick, Véronique Landry, Eric Nguemeleu Tchouaket, André Daigle, Mira Jabbour","doi":"10.1177/21501319251321302","DOIUrl":"10.1177/21501319251321302","url":null,"abstract":"<p><strong>Introduction/objectives: </strong>Nurse practitioners (NPs) improve access to care in community-based primary care. Determining an appropriate workload for NPs is complex. The number of patients seen by NPs represents an important consideration. We sought to determine the feasibility, acceptability and appropriateness of implementing the online NP workload measurement index (NP-WI).</p><p><strong>Methods: </strong>Feasibility study supported by the Theoretical Framework of Acceptability, conducted across 3 health regions in Québec, Canada. Data were collected from January to July 2024 using the online NP-WI (<i>n</i> = 66), 8-item acceptability questionnaire (<i>n</i> = 47), weekly implementation team meetings with NPs and decision-makers (<i>n</i> = 11), field notes and interviews (<i>n</i> = 13). Data analysis completed using descriptive statistics and content analysis, with data integration using joint displays.</p><p><strong>Results: </strong>NPs indicated that the NP-WI was easy to use. Acceptability scores were positively rated. Daily data entry took 5 to 7 min to complete. NPs deemed a 4-week collection period sufficient to capture a representative workload sample. The NP-WI captured patient, provider and organizational characteristics and the number of patients seen by NPs.</p><p><strong>Conclusions: </strong>NP-WI implementation was feasible. The instrument can support healthcare workforce planning with more adequate estimations of NP workload in community-based primary care, and provide greater equity in resource allocation and distribution of NP workload.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251321302"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11840855/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143459855","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Determining Patient Panel Size in Primary Care: A Meta-Narrative Review. 确定初级保健患者小组规模:一项元叙述综述。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 DOI: 10.1177/21501319251321294
Abd Moain Abu Dabrh, Wigdan H Farah, Heidi M McLeod, Parisa Biazar, Arya B Mohabbat, Bala Munipalli, Rachel Garofalo, Robert J Stroebel, Nilay Shah, Kurt B Angstman, Richard J Presutti, Bryan Farford, Jennifer L Horn, Summer V Allen, Adam I Perlman, Ana Lucia Chong Lau, Larry J Prokop, M Hassan Murad

The optimal patient panel size (PPS) in primary care and the factors determining it remain unclear. We conducted a meta-narrative review of the literature to evaluate factors influencing PPS and assess its association with patient outcomes. A comprehensive search of electronic databases was performed from inception through December 2023, focusing on original studies reporting factors used to determine PPS and related outcomes (eg, clinical outcomes, process measures, and resource utilization). A total of 48 studies were included, identifying 7 key factors influencing PPS. Smaller panels were associated with improved patient satisfaction, continuity of care, and health promotion, while clinical outcomes, utilization, and costs showed minimal impact by PPS. Panel size was primarily associated with patient age, sex, comorbidities, and practice type and structure. Community-based centers typically managed smaller panels, often staffed by female clinicians and serving socioeconomically disadvantaged populations with greater health needs than hospital-based practices. Female clinicians were also independently associated with managing smaller panels, higher quality care indicators, fewer emergency department visits, and improved patient satisfaction. Determining the ideal PPS is a multifaceted process influenced by practice setting, patient demographics, and clinician characteristics. While practice-related factors showed limited association with PPS, patient-reported outcomes were more closely linked to it. Primary care practices should tailor panel sizes to their patient populations, emphasizing a patient-centered approach and ensuring adequate infrastructure support to optimize care delivery.

初级保健的最佳患者小组大小(PPS)及其决定因素尚不清楚。我们对文献进行了元叙述回顾,以评估影响PPS的因素,并评估其与患者预后的关系。从开始到2023年12月,对电子数据库进行了全面的搜索,重点是报告用于确定PPS和相关结果的因素的原始研究(例如,临床结果、过程测量和资源利用)。共纳入48项研究,确定了影响PPS的7个关键因素。较小的小组与提高患者满意度、护理连续性和健康促进相关,而PPS对临床结果、利用率和成本的影响最小。小组大小主要与患者年龄、性别、合并症、实践类型和结构相关。以社区为基础的中心通常管理较小的小组,通常由女性临床医生担任工作人员,为社会经济上处于不利地位的人群提供服务,这些人群比以医院为基础的做法有更多的健康需求。女性临床医生还独立地与管理更小的小组、更高质量的护理指标、更少的急诊科就诊和更高的患者满意度相关。确定理想的PPS是一个多方面的过程,受实践环境、患者人口统计学和临床医生特征的影响。虽然与实践相关的因素显示与PPS的关联有限,但患者报告的结果与PPS的关系更为密切。初级保健实践应根据患者群体调整小组规模,强调以患者为中心的方法,并确保充分的基础设施支持,以优化护理提供。
{"title":"Determining Patient Panel Size in Primary Care: A Meta-Narrative Review.","authors":"Abd Moain Abu Dabrh, Wigdan H Farah, Heidi M McLeod, Parisa Biazar, Arya B Mohabbat, Bala Munipalli, Rachel Garofalo, Robert J Stroebel, Nilay Shah, Kurt B Angstman, Richard J Presutti, Bryan Farford, Jennifer L Horn, Summer V Allen, Adam I Perlman, Ana Lucia Chong Lau, Larry J Prokop, M Hassan Murad","doi":"10.1177/21501319251321294","DOIUrl":"10.1177/21501319251321294","url":null,"abstract":"<p><p>The optimal patient panel size (PPS) in primary care and the factors determining it remain unclear. We conducted a meta-narrative review of the literature to evaluate factors influencing PPS and assess its association with patient outcomes. A comprehensive search of electronic databases was performed from inception through December 2023, focusing on original studies reporting factors used to determine PPS and related outcomes (eg, clinical outcomes, process measures, and resource utilization). A total of 48 studies were included, identifying 7 key factors influencing PPS. Smaller panels were associated with improved patient satisfaction, continuity of care, and health promotion, while clinical outcomes, utilization, and costs showed minimal impact by PPS. Panel size was primarily associated with patient age, sex, comorbidities, and practice type and structure. Community-based centers typically managed smaller panels, often staffed by female clinicians and serving socioeconomically disadvantaged populations with greater health needs than hospital-based practices. Female clinicians were also independently associated with managing smaller panels, higher quality care indicators, fewer emergency department visits, and improved patient satisfaction. Determining the ideal PPS is a multifaceted process influenced by practice setting, patient demographics, and clinician characteristics. While practice-related factors showed limited association with PPS, patient-reported outcomes were more closely linked to it. Primary care practices should tailor panel sizes to their patient populations, emphasizing a patient-centered approach and ensuring adequate infrastructure support to optimize care delivery.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251321294"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11843711/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143459897","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Workplace Violence Against Primary Care Physicians in Chengdu, China: A Cross-sectional Survey. 中国成都初级保健医生的工作场所暴力:一项横断面调查。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-03-12 DOI: 10.1177/21501319251318837
Xin Zeng, Chuan Zou, Hongxia Tao, Xueming Huang, Yu Lei, Chunyao Xiao, Tao Peng, Jing Shen, Wai Kit Wong

Background: The purpose of this study is to examine workplace violence (WPV) toward primary care physicians (PCPs), including prevalence, associated factors, impacts, and response to WPV in Chengdu, China.

Methods: We used an online cross-sectional design to collect data from October to November 2022 with a structured self-administered questionnaire from a purposive sample of 568 PCPs in Chengdu city.

Results: Among the 490 valid questionnaires, 44.3% of respondents reported at least encountered 1 type of WPV in the preceding year, with 38.0% experiencing emotional abuse, 24.5% threats, 9.8% experiencing physical assault, 5.5% verbal sexual harassment, and 1.6% sexual abuse. The common perpetrators of WPV were patients (81.6%) and their relatives (44.2%). A multilevel analysis showed that PCPs without night shift had lower odds of experiencing WPV (odds ratios [OR] = 0.461, 95% confidence interval [CI] = 0.299-0.700, P = .0004), while higher education levels were associated with increased odds (OR = 1.835, 95% CI = 1.126-3.005, P = .015). The common reasons of causing WPV perceived by PCPs were "rejected unreasonable demands" (81.6%), "unmet the expectations" (51.2%), and "waiting too long" (47.9%). In response to WPV, 80.6% of PCPs had communicated positively with patients, 61.8% informed superiors, and 23.5% called security guards/police officers, but still 10.6% took no action. Most respondents (82.9%) did not receive training on how to deal with WPV. After experiencing WPV, PCPs reported low work efficiency (56.2%), decreased patient trust (32.7%), and anxious feelings (32.7%).

Conclusions: This study revealed a moderate prevalence of violence against PCPs in primary care settings. Most PCPs lack coping strategies to handle WPV and suffer many negative effects. It is imperative that PCPs receive formal training in WPV management, and our study provides evidence to support such training programs.

背景:本研究的目的是调查中国成都初级保健医生(pcp)的工作场所暴力(WPV),包括患病率、相关因素、影响和对WPV的反应。方法:采用在线横断面设计,于2022年10月至11月对成都市568名pcp进行结构化自填问卷调查,收集数据。结果:在490份有效问卷中,44.3%的受访者表示在前一年至少遭遇过1种类型的家庭暴力,其中38.0%的人遭受过精神虐待,24.5%的人遭受过威胁,9.8%的人遭受过身体攻击,5.5%的人遭受过言语性骚扰,1.6%的人遭受过性虐待。WPV的常见肇事者为患者及其亲属(44.2%),占81.6%。一项多水平分析显示,没有夜班的pcp发生WPV的几率较低(比值比[OR] = 0.461, 95%可信区间[CI] = 0.299-0.700, P = 0.0004),而高等教育水平与WPV的几率增加相关(OR = 1.835, 95% CI = 1.126-3.005, P = 0.015)。pcp认为造成WPV的常见原因是“拒绝不合理的要求”(81.6%)、“未达到预期”(51.2%)和“等待时间太长”(47.9%)。针对WPV, 80.6%的pcp与患者积极沟通,61.8%的pcp告知上级,23.5%的pcp呼叫保安/警察,但仍有10.6%的pcp没有采取任何行动。大多数受访者(82.9%)没有接受过如何处理WPV的培训。经历WPV后,pcp报告工作效率低下(56.2%),患者信任度下降(32.7%),焦虑感(32.7%)。结论:本研究揭示了初级保健机构中针对pcp的暴力发生率中等。大多数pcp缺乏应对策略来处理WPV,并遭受许多负面影响。pcp必须接受WPV管理方面的正式培训,我们的研究提供了支持此类培训计划的证据。
{"title":"Workplace Violence Against Primary Care Physicians in Chengdu, China: A Cross-sectional Survey.","authors":"Xin Zeng, Chuan Zou, Hongxia Tao, Xueming Huang, Yu Lei, Chunyao Xiao, Tao Peng, Jing Shen, Wai Kit Wong","doi":"10.1177/21501319251318837","DOIUrl":"10.1177/21501319251318837","url":null,"abstract":"<p><strong>Background: </strong>The purpose of this study is to examine workplace violence (WPV) toward primary care physicians (PCPs), including prevalence, associated factors, impacts, and response to WPV in Chengdu, China.</p><p><strong>Methods: </strong>We used an online cross-sectional design to collect data from October to November 2022 with a structured self-administered questionnaire from a purposive sample of 568 PCPs in Chengdu city.</p><p><strong>Results: </strong>Among the 490 valid questionnaires, 44.3% of respondents reported at least encountered 1 type of WPV in the preceding year, with 38.0% experiencing emotional abuse, 24.5% threats, 9.8% experiencing physical assault, 5.5% verbal sexual harassment, and 1.6% sexual abuse. The common perpetrators of WPV were patients (81.6%) and their relatives (44.2%). A multilevel analysis showed that PCPs without night shift had lower odds of experiencing WPV (odds ratios [OR] = 0.461, 95% confidence interval [CI] = 0.299-0.700, <i>P</i> = .0004), while higher education levels were associated with increased odds (OR = 1.835, 95% CI = 1.126-3.005, <i>P</i> = .015). The common reasons of causing WPV perceived by PCPs were \"rejected unreasonable demands\" (81.6%), \"unmet the expectations\" (51.2%), and \"waiting too long\" (47.9%). In response to WPV, 80.6% of PCPs had communicated positively with patients, 61.8% informed superiors, and 23.5% called security guards/police officers, but still 10.6% took no action. Most respondents (82.9%) did not receive training on how to deal with WPV. After experiencing WPV, PCPs reported low work efficiency (56.2%), decreased patient trust (32.7%), and anxious feelings (32.7%).</p><p><strong>Conclusions: </strong>This study revealed a moderate prevalence of violence against PCPs in primary care settings. Most PCPs lack coping strategies to handle WPV and suffer many negative effects. It is imperative that PCPs receive formal training in WPV management, and our study provides evidence to support such training programs.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251318837"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11905042/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143606620","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Shifting Patterns of Vaccine Delivery Before and After COVID-19: The Declining Role of Primary Care. COVID-19前后疫苗提供模式的转变:初级保健作用的下降
IF 3 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-07-17 DOI: 10.1177/21501319251356376
Jeongyoung Park, Annie Didden, Andrew W Bazemore, Yalda Jabbarpour, LaTasha Seliby-Perkins

Introduction/objectives: Vaccination rates in the United States have seen a concerning decline in recent years. Primary care, as the front line of healthcare for most individuals, is critical in reversing this trend. This study investigates trends in vaccine delivery amongst healthcare providers before and after Coronavirus Disease 2019 (COVID-19).

Methods: The delivery of vaccinations were enumerated by provider type using a combination of 2017 to 2021 Medicare Part B Fee-For-Service claims and the 2013 to 2021 Medical Expenditure Panel Survey (MEPS).

Results: Our findings reveal a notable decline in primary care physician (PCP)-administered vaccinations, with mass immunizers and non-physician providers increasingly assuming this role. Medicare claims showed that the vaccine delivery by PCPs decreased over time, from 46.2% in 2017 to 32.3% in 2021, while the vaccine delivery by mass immunizers increased over time, from 45.2% in 2017 to 60.5% in 2021. Similarly, MEPS data showed that PCPs accounted for 53.6% of vaccination visits in the pre-pandemic period but only 22.9% during the pandemic.

Conclusions: The COVID-19 pandemic profoundly disrupted vaccine delivery, reshaping the roles of PCPs and other providers. This study highlights the need to better integrate primary care into future vaccine distribution frameworks to ensure broad and equitable access in the post-pandemic era.

前言/目标:近年来,美国的疫苗接种率出现了令人担忧的下降。初级保健作为大多数个人保健的第一线,对于扭转这一趋势至关重要。本研究调查了2019冠状病毒病(COVID-19)前后医疗保健提供者接种疫苗的趋势。方法:结合2017年至2021年医疗保险B部分按服务收费索赔和2013年至2021年医疗支出小组调查(MEPS),按提供者类型列举疫苗接种的交付情况。结果:我们的研究结果显示,初级保健医生(PCP)接种疫苗的比例显著下降,大规模免疫接种者和非医生提供者越来越多地承担起这一角色。医疗保险索赔显示,pcp的疫苗交付率随着时间的推移而下降,从2017年的46.2%下降到2021年的32.3%,而大规模免疫接种者的疫苗交付率随着时间的推移而增加,从2017年的45.2%上升到2021年的60.5%。同样,MEPS数据显示,在大流行前,pcp占疫苗接种量的53.6%,但在大流行期间仅占22.9%。结论:COVID-19大流行严重扰乱了疫苗的提供,重塑了pcp和其他提供者的角色。这项研究强调需要更好地将初级保健纳入未来的疫苗分发框架,以确保在大流行后时代广泛和公平地获得疫苗。
{"title":"Shifting Patterns of Vaccine Delivery Before and After COVID-19: The Declining Role of Primary Care.","authors":"Jeongyoung Park, Annie Didden, Andrew W Bazemore, Yalda Jabbarpour, LaTasha Seliby-Perkins","doi":"10.1177/21501319251356376","DOIUrl":"10.1177/21501319251356376","url":null,"abstract":"<p><strong>Introduction/objectives: </strong>Vaccination rates in the United States have seen a concerning decline in recent years. Primary care, as the front line of healthcare for most individuals, is critical in reversing this trend. This study investigates trends in vaccine delivery amongst healthcare providers before and after Coronavirus Disease 2019 (COVID-19).</p><p><strong>Methods: </strong>The delivery of vaccinations were enumerated by provider type using a combination of 2017 to 2021 Medicare Part B Fee-For-Service claims and the 2013 to 2021 Medical Expenditure Panel Survey (MEPS).</p><p><strong>Results: </strong>Our findings reveal a notable decline in primary care physician (PCP)-administered vaccinations, with mass immunizers and non-physician providers increasingly assuming this role. Medicare claims showed that the vaccine delivery by PCPs decreased over time, from 46.2% in 2017 to 32.3% in 2021, while the vaccine delivery by mass immunizers increased over time, from 45.2% in 2017 to 60.5% in 2021. Similarly, MEPS data showed that PCPs accounted for 53.6% of vaccination visits in the pre-pandemic period but only 22.9% during the pandemic.</p><p><strong>Conclusions: </strong>The COVID-19 pandemic profoundly disrupted vaccine delivery, reshaping the roles of PCPs and other providers. This study highlights the need to better integrate primary care into future vaccine distribution frameworks to ensure broad and equitable access in the post-pandemic era.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251356376"},"PeriodicalIF":3.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12276413/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144650874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Association Between Patient-Reported Social Risks and the HOUSES Index: A Rural-Urban Comparison. 病人报告的社会风险与住房指数之间的关系:一个城乡比较。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-09-02 DOI: 10.1177/21501319251369673
Jessica L Sosso, Karen M Fischer, Chung-Il Wi, Dominika A Jegen, Marc Matthews, Julie Maxson, Matthew E Bernard, Stephen K Stacey, Randy M Foss, Brandon Hidaka, Rachael Passmore, Gregory M Garrison, Tom D Thacher

Introduction/objectives: Little is known about the prevalence of patient-reported social risk factors and the use of the HOUSES Index, a simple, reliable method of assessing socioeconomic status (SES) based on publicly available housing data, in a predominantly rural, primary care population.

Methods: We conducted a cross-sectional analysis of adult patients paneled to family medicine clinicians in a US Midwest health system as of December 31, 2022. Patients' listed address determined HOUSES Index as quartile rank (Q1 lowest SES) and rural/urban status. Social risk data including housing, food, transportation, finances, and violence were collected from health record questionnaires. A mixed effect model was used to assess associations between social risk, HOUSES Index, and rurality.

Results: Of the 352 355 patients included, rural patients were more likely than urban patients to report all social risk factors and had lower SES as measured by HOUSES quartiles. In the mixed effects analysis, HOUSES quartile was independently predictive of reporting an at-risk social risk factor (Q1 vs Q4 OR = 2.27, 95% CI = 2.19-2.37), but rurality was not (OR = 1.02, 95% CI = 0.97-1.07) after adjusting for HOUSES.

Conclusions: The increased prevalence of social risk factors among rural residents is largely explained by individual SES measured by HOUSES Index.

前言/目标:对于患者报告的社会风险因素的普遍程度和house指数(一种基于公开住房数据评估社会经济地位(SES)的简单、可靠方法)在主要是农村初级保健人口中的使用情况知之甚少。方法:我们对截至2022年12月31日美国中西部卫生系统家庭医学临床医生的成年患者进行了横断面分析。患者所列地址决定了house指数为四分位数排名(Q1最低SES)和农村/城市状况。从健康记录问卷中收集社会风险数据,包括住房、食物、交通、财务和暴力。采用混合效应模型评估社会风险、住房指数和乡村性之间的关系。结果:在352 355例纳入的患者中,农村患者比城市患者更有可能报告所有社会风险因素,并且通过house四分位数测量的SES较低。在混合效应分析中,house四分位数能够独立预测存在风险的社会风险因素(Q1 vs Q4 OR = 2.27, 95% CI = 2.19-2.37),但在调整house后,乡村性不能(OR = 1.02, 95% CI = 0.97-1.07)。结论:农村居民社会风险因素患病率的增加,在很大程度上是由house指数测量的个体SES所解释的。
{"title":"The Association Between Patient-Reported Social Risks and the HOUSES Index: A Rural-Urban Comparison.","authors":"Jessica L Sosso, Karen M Fischer, Chung-Il Wi, Dominika A Jegen, Marc Matthews, Julie Maxson, Matthew E Bernard, Stephen K Stacey, Randy M Foss, Brandon Hidaka, Rachael Passmore, Gregory M Garrison, Tom D Thacher","doi":"10.1177/21501319251369673","DOIUrl":"10.1177/21501319251369673","url":null,"abstract":"<p><strong>Introduction/objectives: </strong>Little is known about the prevalence of patient-reported social risk factors and the use of the HOUSES Index, a simple, reliable method of assessing socioeconomic status (SES) based on publicly available housing data, in a predominantly rural, primary care population.</p><p><strong>Methods: </strong>We conducted a cross-sectional analysis of adult patients paneled to family medicine clinicians in a US Midwest health system as of December 31, 2022. Patients' listed address determined HOUSES Index as quartile rank (Q1 lowest SES) and rural/urban status. Social risk data including housing, food, transportation, finances, and violence were collected from health record questionnaires. A mixed effect model was used to assess associations between social risk, HOUSES Index, and rurality.</p><p><strong>Results: </strong>Of the 352 355 patients included, rural patients were more likely than urban patients to report all social risk factors and had lower SES as measured by HOUSES quartiles. In the mixed effects analysis, HOUSES quartile was independently predictive of reporting an at-risk social risk factor (Q1 vs Q4 OR = 2.27, 95% CI = 2.19-2.37), but rurality was not (OR = 1.02, 95% CI = 0.97-1.07) after adjusting for HOUSES.</p><p><strong>Conclusions: </strong>The increased prevalence of social risk factors among rural residents is largely explained by individual SES measured by HOUSES Index.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251369673"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12409062/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144973554","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reaching Across the Divide: Integrating Equitable Community-Based Qualitative Methods and Trusted Engagement Strategies Into Arizona's Statewide Maternal and Child Community Assessment. 跨越鸿沟:将公平的基于社区的定性方法和可信的参与策略整合到亚利桑那州的全州母婴社区评估中。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-09-20 DOI: 10.1177/21501319251376284
Martha Moore-Monroy, Sheila Soto, Kizil A Yusoof, Michelle Perez-Coronado, Tania Felix, Rodrigo Valenzuela Cordova, Kathryn Margaret Tucker Ortiz Y Pino, Kelly N B Palmer, Martin Celaya, John E Ehiri

Maternal mortality in the U.S. remains a pressing public health issue, with African American and Indigenous populations experiencing significantly higher rates. In Arizona, maternal mortality reached 30.0 deaths per 100,000 births in 2023, well above the national average. To address persistent maternal and child health (MCH) inequities, the Arizona Department of Health Services, in collaboration with a university and other strategic partners, conducted the 2025 Arizona Statewide Title V Maternal and Child Health Needs Assessment using community-engaged research (CeNR) approaches. Qualitative methods, including the River of Life (ROL) and Community Forums (CF), were employed to elevate diverse community voices, particularly from underserved rural, border, and minoritized populations. Key priorities identified included improving access to mental health care, addressing childcare shortages, expanding transportation and healthcare access, and strengthening culturally and linguistically appropriate services. The ROL approach revealed 8 social drivers of health, while CFs highlighted actionable solutions rooted in lived experience. Findings underscore the need for upstream policy investments and community-informed strategies to reduce maternal health disparities and improve statewide MCH outcomes. This participatory process demonstrates the value of engaging historically marginalized communities in shaping programs and policies that directly impact their health and well-being.

美国的产妇死亡率仍然是一个紧迫的公共卫生问题,非洲裔美国人和土著人口的死亡率明显更高。在亚利桑那州,2023年孕产妇死亡率达到30.0 / 10万,远高于全国平均水平。为了解决持续存在的妇幼保健不平等问题,亚利桑那州卫生服务部与一所大学和其他战略伙伴合作,利用社区参与研究(CeNR)方法,开展了2025年亚利桑那州全州第五章妇幼保健需求评估。定性方法,包括生命之河(ROL)和社区论坛(CF),被用来提升不同社区的声音,特别是来自服务不足的农村、边境和少数民族人口的声音。确定的主要优先事项包括改善获得精神保健的机会,解决儿童保育短缺问题,扩大交通和保健服务,以及加强与文化和语言相适应的服务。ROL方法揭示了健康的8个社会驱动因素,而cf则强调了基于生活经验的可行解决方案。调查结果强调需要上游政策投资和社区知情战略,以减少孕产妇健康差距和改善全州妇幼保健成果。这一参与性过程表明,让历史上被边缘化的社区参与制定直接影响其健康和福祉的项目和政策的价值。
{"title":"Reaching Across the Divide: Integrating Equitable Community-Based Qualitative Methods and Trusted Engagement Strategies Into Arizona's Statewide Maternal and Child Community Assessment.","authors":"Martha Moore-Monroy, Sheila Soto, Kizil A Yusoof, Michelle Perez-Coronado, Tania Felix, Rodrigo Valenzuela Cordova, Kathryn Margaret Tucker Ortiz Y Pino, Kelly N B Palmer, Martin Celaya, John E Ehiri","doi":"10.1177/21501319251376284","DOIUrl":"10.1177/21501319251376284","url":null,"abstract":"<p><p>Maternal mortality in the U.S. remains a pressing public health issue, with African American and Indigenous populations experiencing significantly higher rates. In Arizona, maternal mortality reached 30.0 deaths per 100,000 births in 2023, well above the national average. To address persistent maternal and child health (MCH) inequities, the Arizona Department of Health Services, in collaboration with a university and other strategic partners, conducted the 2025 Arizona Statewide Title V Maternal and Child Health Needs Assessment using community-engaged research (CeNR) approaches. Qualitative methods, including the River of Life (ROL) and Community Forums (CF), were employed to elevate diverse community voices, particularly from underserved rural, border, and minoritized populations. Key priorities identified included improving access to mental health care, addressing childcare shortages, expanding transportation and healthcare access, and strengthening culturally and linguistically appropriate services. The ROL approach revealed 8 social drivers of health, while CFs highlighted actionable solutions rooted in lived experience. Findings underscore the need for upstream policy investments and community-informed strategies to reduce maternal health disparities and improve statewide MCH outcomes. This participatory process demonstrates the value of engaging historically marginalized communities in shaping programs and policies that directly impact their health and well-being.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251376284"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12450262/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145102858","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Utilizing the Human Animal Bond to Promote Preventive Care Engagement in Underserved Communities: A Descriptive Study of 2 U.S. One Health Clinics. 利用人与动物的纽带促进服务不足社区的预防保健参与:对2家美国一家健康诊所的描述性研究。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-09-09 DOI: 10.1177/21501319251369270
Kimberly Aguirre Siliezar, Sonny Patel, Reema Chande, Alaina Joiner, MacKenzie C Hoover, Mary W Mathis, Janet Hendrickson, Julio Siliezar, Kristin Jankowski

Introduction/objectives: The purpose of this descriptive study was to strengthen understanding of the human-animal bond and the impact of One Health Clinics (OHCs) on the communities they serve. We aimed to assess how joint access to veterinary care and human health services enables community members to engage with healthcare for themselves.

Methods: Individuals attending 2 OHCs in the United States were surveyed to gain insight into reasons for attending OHCs, attitudes on the human-animal bond, healthcare access and utilization, and pet owner satisfaction and trust toward medical and veterinary professionals. Both clinics operated in areas with limited medical and veterinary healthcare access, but varied in clinic structure and availability of human healthcare volunteers.

Results: A total of 175 surveys were analyzed. Most participants attended primarily for veterinary services (Clinic A: 91%, Clinic B: 75%). However, a significantly higher proportion of Clinic B participants received health screenings (91% vs 32%, P < .0001), learned new health information (48% vs 31%, P = .0129), and were provided with follow-up health resources (84% vs 51%, P = .000007). Across both sites, the majority expressed high trust in medical and veterinary providers (Clinic A: 84%-95%, Clinic B: 90%-98%) and reported high satisfaction with the care received. Most participants considered their pets vital family members (Clinic A: 81%, Clinic B: 93%), and many credited their pets with supporting physical activity and reducing feelings of depression and loneliness. Importantly, a majority of respondents at both clinics indicated they were more likely to seek healthcare for themselves if veterinary services were also available (Clinic A: 56%, Clinic B: 72%).

Conclusions: These findings suggest that OHCs have the potential to enhance access to human healthcare in underserved communities by utilizing veterinary services as a point of engagement. Participants reported a strong bond with their pet. Based on reported levels of trust and satisfaction, the OHC model may help strengthen relationships between underserved communities and human healthcare and veterinary professionals.

前言/目的:本描述性研究的目的是加强对人与动物之间的联系以及“一个健康诊所”(OHCs)对其所服务社区的影响的理解。我们的目的是评估如何联合获得兽医护理和人类健康服务,使社区成员自己参与医疗保健。方法:对在美国参加2家宠物健康中心的个体进行调查,了解他们参加宠物健康中心的原因、对人-动物关系的态度、医疗保健的获取和利用以及宠物主人对医疗和兽医专业人员的满意度和信任度。这两个诊所都在医疗和兽医保健服务有限的地区开展业务,但诊所结构和人类保健志愿者的可用性各不相同。结果:共分析175份问卷。大多数参与者主要是为了兽医服务(诊所A: 91%,诊所B: 75%)。然而,诊所B参与者接受健康筛查的比例明显更高(91%对32%,P P =。0129),并提供随访卫生资源(84%对51%,P = 0.000007)。在这两个地点,大多数人对医疗和兽医提供者表示高度信任(诊所A: 84%-95%,诊所B: 90%-98%),并对所接受的护理表示高度满意。大多数参与者认为他们的宠物是重要的家庭成员(诊所A: 81%,诊所B: 93%),许多人认为他们的宠物支持身体活动,减少抑郁和孤独的感觉。重要的是,这两个诊所的大多数受访者表示,如果也有兽医服务,他们更有可能为自己寻求医疗保健(诊所a: 56%,诊所B: 72%)。结论:这些发现表明,卫生保健中心有潜力利用兽医服务作为参与点,在服务不足的社区提高人类卫生保健的可及性。参与者报告说,他们与宠物的关系很密切。根据报告的信任和满意度水平,OHC模式可能有助于加强服务不足的社区与人类卫生保健和兽医专业人员之间的关系。
{"title":"Utilizing the Human Animal Bond to Promote Preventive Care Engagement in Underserved Communities: A Descriptive Study of 2 U.S. One Health Clinics.","authors":"Kimberly Aguirre Siliezar, Sonny Patel, Reema Chande, Alaina Joiner, MacKenzie C Hoover, Mary W Mathis, Janet Hendrickson, Julio Siliezar, Kristin Jankowski","doi":"10.1177/21501319251369270","DOIUrl":"10.1177/21501319251369270","url":null,"abstract":"<p><strong>Introduction/objectives: </strong>The purpose of this descriptive study was to strengthen understanding of the human-animal bond and the impact of One Health Clinics (OHCs) on the communities they serve. We aimed to assess how joint access to veterinary care and human health services enables community members to engage with healthcare for themselves.</p><p><strong>Methods: </strong>Individuals attending 2 OHCs in the United States were surveyed to gain insight into reasons for attending OHCs, attitudes on the human-animal bond, healthcare access and utilization, and pet owner satisfaction and trust toward medical and veterinary professionals. Both clinics operated in areas with limited medical and veterinary healthcare access, but varied in clinic structure and availability of human healthcare volunteers.</p><p><strong>Results: </strong>A total of 175 surveys were analyzed. Most participants attended primarily for veterinary services (Clinic A: 91%, Clinic B: 75%). However, a significantly higher proportion of Clinic B participants received health screenings (91% vs 32%, <i>P</i> < .0001), learned new health information (48% vs 31%, <i>P</i> = .0129), and were provided with follow-up health resources (84% vs 51%, <i>P</i> = .000007). Across both sites, the majority expressed high trust in medical and veterinary providers (Clinic A: 84%-95%, Clinic B: 90%-98%) and reported high satisfaction with the care received. Most participants considered their pets vital family members (Clinic A: 81%, Clinic B: 93%), and many credited their pets with supporting physical activity and reducing feelings of depression and loneliness. Importantly, a majority of respondents at both clinics indicated they were more likely to seek healthcare for themselves if veterinary services were also available (Clinic A: 56%, Clinic B: 72%).</p><p><strong>Conclusions: </strong>These findings suggest that OHCs have the potential to enhance access to human healthcare in underserved communities by utilizing veterinary services as a point of engagement. Participants reported a strong bond with their pet. Based on reported levels of trust and satisfaction, the OHC model may help strengthen relationships between underserved communities and human healthcare and veterinary professionals.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251369270"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12420967/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145024351","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advanced Clinical Practice. 高级临床实践。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-09-28 DOI: 10.1177/21501319251350911
Gemma Hurley, Jennifer Egbunike
{"title":"Advanced Clinical Practice.","authors":"Gemma Hurley, Jennifer Egbunike","doi":"10.1177/21501319251350911","DOIUrl":"10.1177/21501319251350911","url":null,"abstract":"","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251350911"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12477382/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145186821","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring Explainable Machine Learning for Predicting and Interpreting Self-Reported Diabetes among Tennessee Adults: Insights from the 2023 Behavioral Risk Factor Surveillance System (BRFSS). 探索可解释的机器学习预测和解释田纳西州成年人自我报告的糖尿病:来自2023年行为风险因素监测系统(BRFSS)的见解。
IF 2.5 Q1 PRIMARY HEALTH CARE Pub Date : 2025-01-01 Epub Date: 2025-12-01 DOI: 10.1177/21501319251400546
Mustapha Aliyu Muhammad, Jamilu Sani, Mohamed Mustaf Ahmed

Background: Diabetes remains a major public health concern in the United States, particularly in Tennessee, where prevalence rates exceed national averages. Traditional statistical approaches may not fully capture the non-linear interactions among predictors. This study applied both traditional approaches and machine learning (ML) techniques to predict and identify key contributing factors associated with self-reported diabetes using the 2023 Behavioral Risk Factor Surveillance System (BRFSS) dataset.

Methods: A cross-sectional analysis was conducted on 5634 (weighted population 5 614 486) adults from the Tennessee BRFSS dataset. Sociodemographic, behavioral, and health-related variables were analyzed. Data processing, exploratory analysis, and modeling were performed in Python using Pandas, NumPy, Scikit-learn, and SHAP. Seven algorithms were tested: Logistic Regression, Support Vector Machine, K-Nearest Neighbors, Decision Tree, Random Forest, Gradient Boosting, and XGBoost, with stratified 5-fold cross-validation. Models were evaluated using accuracy, precision, recall, balanced accuracy, F1-score, AUROC, and PR-AUC.

Results: The Gradient Boosting model demonstrated the best overall performance, achieving an accuracy of 82%, precision of 48%, recall of 32%, F1-score of 37%, AUROC of 0.80, and PR-AUC of 0.45. Key predictors included high blood pressure, high cholesterol, body mass index, comorbidity burden, and physical inactivity. SHAP analysis revealed that both clinical factors and social determinants substantially influenced diabetes risk.

Conclusion: This study highlights the strong potential of machine learning, particularly Gradient Boosting, in predicting self-reported diabetes. Integrating SHAP analysis enhanced interpretability by revealing how the above factors interact to influence diabetes risk, underscoring the value of explainable AI for precision public health and targeted prevention strategies.

背景:糖尿病在美国仍然是一个主要的公共卫生问题,特别是在田纳西州,其患病率超过全国平均水平。传统的统计方法可能无法完全捕捉预测因子之间的非线性相互作用。本研究采用传统方法和机器学习(ML)技术,使用2023年行为风险因素监测系统(BRFSS)数据集预测和识别与自我报告糖尿病相关的关键影响因素。方法:对来自田纳西州BRFSS数据集的5634名成年人(加权人口5 614 486人)进行横断面分析。分析了社会人口学、行为和健康相关变量。在Python中使用Pandas、NumPy、Scikit-learn和SHAP进行数据处理、探索性分析和建模。我们测试了七种算法:逻辑回归、支持向量机、k近邻、决策树、随机森林、梯度增强和XGBoost,并进行了分层的5次交叉验证。使用准确性、精密度、召回率、平衡准确性、f1评分、AUROC和PR-AUC对模型进行评估。结果:梯度增强模型整体表现最佳,准确率为82%,精密度为48%,召回率为32%,f1得分为37%,AUROC为0.80,PR-AUC为0.45。主要预测因素包括高血压、高胆固醇、体重指数、合并症负担和缺乏身体活动。SHAP分析显示,临床因素和社会决定因素都对糖尿病风险有重大影响。结论:这项研究强调了机器学习,特别是梯度增强,在预测自我报告的糖尿病方面的强大潜力。通过揭示上述因素如何相互作用影响糖尿病风险,整合SHAP分析增强了可解释性,强调了可解释人工智能对精确公共卫生和有针对性的预防策略的价值。
{"title":"Exploring Explainable Machine Learning for Predicting and Interpreting Self-Reported Diabetes among Tennessee Adults: Insights from the 2023 Behavioral Risk Factor Surveillance System (BRFSS).","authors":"Mustapha Aliyu Muhammad, Jamilu Sani, Mohamed Mustaf Ahmed","doi":"10.1177/21501319251400546","DOIUrl":"10.1177/21501319251400546","url":null,"abstract":"<p><strong>Background: </strong>Diabetes remains a major public health concern in the United States, particularly in Tennessee, where prevalence rates exceed national averages. Traditional statistical approaches may not fully capture the non-linear interactions among predictors. This study applied both traditional approaches and machine learning (ML) techniques to predict and identify key contributing factors associated with self-reported diabetes using the 2023 Behavioral Risk Factor Surveillance System (BRFSS) dataset.</p><p><strong>Methods: </strong>A cross-sectional analysis was conducted on 5634 (weighted population 5 614 486) adults from the Tennessee BRFSS dataset. Sociodemographic, behavioral, and health-related variables were analyzed. Data processing, exploratory analysis, and modeling were performed in Python using Pandas, NumPy, Scikit-learn, and SHAP. Seven algorithms were tested: Logistic Regression, Support Vector Machine, K-Nearest Neighbors, Decision Tree, Random Forest, Gradient Boosting, and XGBoost, with stratified 5-fold cross-validation. Models were evaluated using accuracy, precision, recall, balanced accuracy, F1-score, AUROC, and PR-AUC.</p><p><strong>Results: </strong>The Gradient Boosting model demonstrated the best overall performance, achieving an accuracy of 82%, precision of 48%, recall of 32%, F1-score of 37%, AUROC of 0.80, and PR-AUC of 0.45. Key predictors included high blood pressure, high cholesterol, body mass index, comorbidity burden, and physical inactivity. SHAP analysis revealed that both clinical factors and social determinants substantially influenced diabetes risk.</p><p><strong>Conclusion: </strong>This study highlights the strong potential of machine learning, particularly Gradient Boosting, in predicting self-reported diabetes. Integrating SHAP analysis enhanced interpretability by revealing how the above factors interact to influence diabetes risk, underscoring the value of explainable AI for precision public health and targeted prevention strategies.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"16 ","pages":"21501319251400546"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12669510/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145649626","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Primary Care and Community Health
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1