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Exploring opioid management challenges in chronic non-cancer pain: findings from a mixed-methods study among general practitioners in Germany. 探索阿片类药物管理在慢性非癌性疼痛中的挑战:来自德国全科医生的混合方法研究结果。
IF 2.4 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-06-04 DOI: 10.1093/fampra/cmaf032
Sabrina Brinkmöller, Regina Poß-Doering, Alexandra Balzer, Cinara Paul, Viktoria S Wurmbach, Marco R Zugaj, Michel Wensing, Cornelia Straßner

Background: Prescribing high-potency opioids for chronic non-cancer pain has increased in Germany, despite limited evidence of long-term efficacy. General practitioners write approximately 87% of all opioid prescriptions. The guideline "Long-term use of opioids for chronic non-cancer pain" (LONTS) provides recommendations for responsible opioid management, but its uptake in primary care remains unclear.

Objective: This study investigates how general practitioners apply LONTS guideline recommendations and identifies barriers to implementation.

Methods: A mixed-methods study was conducted, including an online questionnaire to detect deviations from LONTS recommendations, followed by semi-structured telephone interviews to explore barriers for guideline adherence.

Results: A total of 131 questionnaires and 21 interviews with general practitioners were analyzed. 45% of questionnaire participants were unfamiliar with the LONTS guideline. Four key gaps were identified: (i) Nearly 40% of general practitioners rarely or never set individualized treatment goals for chronic pain patients; (ii) 49% preferred combining long-acting opioids at fixed intervals with short-acting opioids on demand; (iii) 17% used short-acting opioid monotherapy, considered a treatment error; (iv) 44% did not discuss opioid reduction or discontinuation after 6 months of effective pain relief. Qualitative analysis identified key barriers: lack of integration into daily routines, anticipating patients' fear of pain recurrence, and preference for personal experience over evidence.

Conclusion: General practitioners in Germany may struggle to implement LONTS recommendations for opioid use in chronic non-cancer pain. Targeted strategies are needed to promote and improve the adoption of these guidelines in primary care.

背景:在德国,处方高效阿片类药物治疗慢性非癌性疼痛的情况有所增加,尽管长期疗效的证据有限。大约87%的阿片类药物处方是全科医生开的。指南“长期使用阿片类药物治疗慢性非癌性疼痛”(LONTS)为负责任的阿片类药物管理提供了建议,但其在初级保健中的应用仍不清楚。目的:本研究调查全科医生如何应用LONTS指南建议并确定实施的障碍。方法:进行了一项混合方法的研究,包括一份在线问卷来检测与LONTS建议的偏差,然后是半结构化的电话访谈来探索指南遵守的障碍。结果:共对131份问卷和21份全科医生访谈进行分析。45%的问卷参与者不熟悉LONTS指南。发现了四个关键差距:(i)近40%的全科医生很少或从未为慢性疼痛患者设定个性化治疗目标;(ii) 49%的人倾向于按需结合长效阿片类药物和短效阿片类药物;(iii) 17%使用短效阿片类药物单一疗法,被认为是治疗错误;44%的患者在6个月有效缓解疼痛后没有讨论阿片类药物的减少或停药。定性分析确定了主要障碍:缺乏融入日常生活,预测患者对疼痛复发的恐惧,以及对个人经验的偏好高于证据。结论:德国的全科医生可能难以实施LONTS建议的阿片类药物在慢性非癌性疼痛中的使用。需要有针对性的战略来促进和改进这些准则在初级保健中的采用。
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引用次数: 0
An analysis of primary care safety-nets' preventive service provision with a new composite reporting measure. 用一种新的综合报告措施分析初级保健安全网的预防性服务提供。
IF 2.4 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-06-04 DOI: 10.1093/fampra/cmaf033
Rose Goueth, Nicole Cook, Brenda M McGrath, Matthew W H Jones, Suparna M Navale, Rae Crist, Anna R Templeton, Yui Nishiike, Kurt C Stange

Background: The 2024 Final Rule for physician fee schedule under the Medicare Prospective Centers for Medicare & Medicaid Services (CMS) has sunset and combined seven screening and quality measures for traditional Medicare Merit-Based Incentive Payment System (MIPS) reporting with a single composite clinical quality process measure, Preventive Care and Wellness (PCW). While composites offer benefits including statistical efficiency and increased stability over time, the contextless nature of composite scores may result in disadvantaging low-resource primary care health centers ("health centers") serving medically underserved communities that face healthcare access and outcome challenges.

Objective: Evaluate the CMS composite score metric in health centers to identify characteristics that are associated with higher versus lower composite scores.

Methods: We conducted a 4-year (2019-2022) retrospective data analysis with more than 1.5 million patients from 191 primary care health centers within the OCHIN national network of community health organizations (CHOs). The primary outcome is a modified version of the PCW. Generalized linear mixed models assessed clinic factors associated with score variation, accounting for repeated measures.

Results: Our analysis demonstrated that prepandemic scores started to recover by the end of 2022 (0.6644 vs. 0.6153) and that five factors (pediatric or 65+ patients, Hispanic adults, uninsured patients, and clinic encounter volumes in Q2 and Q4) significantly affected clinic score variation over time.

Conclusions: Our analyses show that preventive service delivery in health centers has nearly recovered from pandemic declines. Differences in subpopulations highlight the importance of context in interpreting health centers' score variation.

背景:医疗保险和医疗补助服务(CMS)前瞻性医疗保险中心(Medicare Prospective Centers for Medicare & Medicaid Services, CMS)下的2024年医生收费时间表最终规则已经到期,并结合了传统医疗保险绩效激励支付系统(MIPS)报告的七项筛选和质量措施,以及单一的综合临床质量过程措施,预防保健和健康(PCW)。虽然复合评分带来的好处包括统计效率和随着时间的推移而增加的稳定性,但复合评分的无上下文性质可能导致资源匮乏的初级保健卫生中心(“卫生中心”)处于不利地位,这些中心为医疗服务不足的社区服务,面临医疗保健获取和结果挑战。目的:评估医疗中心的CMS综合评分指标,以确定与较高和较低综合评分相关的特征。方法:我们对OCHIN国家社区卫生组织(CHOs)网络内191个初级保健卫生中心的150多万名患者进行了为期4年(2019-2022)的回顾性数据分析。主要成果是修改后的PCW。广义线性混合模型评估与评分变化相关的临床因素,考虑到重复测量。结果:我们的分析表明,到2022年底,大流行前的得分开始恢复(0.6644对0.6153),五个因素(儿科或65岁以上患者、西班牙裔成年人、未保险患者和第二季度和第四季度的诊所就诊量)显著影响了临床得分随时间的变化。结论:我们的分析表明,卫生中心提供的预防性服务几乎已经从大流行的下降中恢复过来。亚群的差异突出了在解释卫生中心得分差异时环境的重要性。
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引用次数: 0
An unexpected ending. 出乎意料的结局。
IF 2.2 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-06-04 DOI: 10.1093/fampra/cmaf058
Timothy Smilnak
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引用次数: 0
Causal mediation analysis: what is it and how can it be used to inform practice and policy? 因果中介分析:它是什么?它如何被用来为实践和政策提供信息?
IF 2.4 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-06-04 DOI: 10.1093/fampra/cmaf043
Pamela Fernainy, Claire Godard-Sebillotte, Anais Lacasse, Géraldine Layani, Cristina Longo, Janusz Kaczorowski, Maria Alejandra Rodriguez, Marie-Eve Poitras, Mylaine Breton, Marie-Thérèse Lussier, Yves Couturier, Catherine Hudon, Nadia Sourial

Background: Causal mediation, a quantitative analysis method, has the potential to be a valuable addition to any primary care provider, researcher, or student's toolbox.

Objective: This manuscript describes the theory behind causal mediation, provides a running example to help understand the application of this method in research, and explains how the results may be applied practically to help design appropriate interventions.

Methods and application: Causal mediation allows an exploration of the mechanism of action of a primary care intervention on an outcome that may pass through a third variable that is on the causal pathway, a mediator. Causal mediation analysis allows the decomposition of the total effect of an intervention on an outcome into both direct and indirect effects. Careful interpretation of generated results can guide decision-makers when devising or refining interventions or policies that affect patient health outcomes in primary care.

Conclusion: Causal mediation has been used in many disciplines and is well-positioned to answer varied research questions. However, the full extent of its potential has yet to be realized.

背景:因果中介是一种定量分析方法,有可能成为任何初级保健提供者、研究人员或学生工具箱中有价值的补充。目的:本文描述了因果中介背后的理论,提供了一个运行的例子来帮助理解这种方法在研究中的应用,并解释了如何将结果实际应用于帮助设计适当的干预措施。方法和应用:因果中介允许探索初级保健干预对结果的作用机制,该结果可能通过因果途径上的第三个变量,即中介。因果中介分析允许将干预对结果的总影响分解为直接和间接影响。仔细解释产生的结果可以指导决策者在设计或完善影响初级保健患者健康结果的干预措施或政策时。结论:因果中介已在许多学科中使用,并且很好地定位于回答各种研究问题。但是,它的潜力还没有充分发挥出来。
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引用次数: 0
Evaluation of behavioral change intentions among primary healthcare physicians with the use of telemedicine. 使用远程医疗对初级保健医生行为改变意图的评价。
IF 2.4 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-06-04 DOI: 10.1093/fampra/cmaf039
Maria Eulália Vinadé Chagas, Tiago Sigal Linhares, Gabriela De Oliveira Laguna Silva, Gabriel Ricardo Fernandes, Mariana Motta Dias da Silva, Gabriela Tizianel Aguilar, Andressa Dutra Dode, Fabiane Raquel Motter, Sabrina Dalbosco Gadenz, Deysi Heck Fernandes, Felipe Cezar Cabral, Hilda Maria Rodrigues Moleda Constant, Stephan Sperling, Taís de Campos Moreira

Background: In primary health care (PHC), telemedicine consultations ensure access to current treatments and provide real-time feedback, promoting continuous education and training for future scenarios.

Objective: This study aimed to evaluate the behavioral change intentions of PHC physicians regarding the application of knowledge gained from teleconsultations in their clinical practice.

Methods: We conducted a cross-sectional study involving PHC physicians from northeastern Brazil who engaged in telemedicine consultations with specialists. Data were collected between May and December 2023. The continuing professional development-Reaction questionnaire was used to assess behavior change intentions among the physicians.

Results: According to median responses, PHC physicians demonstrated high individual motivation to apply the information discussed. Their positive perception of facilitators and barriers, along with the perceived approval or disapproval from key individuals, influenced their adoption of knowledge from the teleconsultations. Univariate linear modeling, used to assess the impact of demographic and professional variables, identified female physicians as statistically significant (P = .030) in Factor 1. Participating physicians showed a strong intention to apply knowledge acquired through teleconsultations in their clinical practice, regardless of their academic background, professional experience, age, workload, or demographic characteristics.

Conclusion: Telemedicine consultations offer valuable learning opportunities by providing access to standardized information, facilitating the adoption of evidence-based practices, and enhancing physicians' confidence in applying new knowledge.

背景:在初级卫生保健(PHC)中,远程医疗咨询确保获得当前治疗并提供实时反馈,促进针对未来情况的持续教育和培训。目的:本研究旨在评估初级保健医生在临床实践中应用远程会诊知识的行为改变意图。方法:我们进行了一项横断面研究,涉及来自巴西东北部的初级保健医生,他们与专家进行远程医疗咨询。数据收集于2023年5月至12月。采用持续专业发展反应问卷评估医师行为改变意愿。结果:根据中位反应,初级保健医生表现出较高的个人动机来应用所讨论的信息。他们对促进者和障碍的积极认知,以及对关键个体的认可或不认可,影响了他们对远程咨询知识的采用。单变量线性模型用于评估人口统计学和专业变量的影响,发现女性医生在因子1中具有统计学显著性(P = 0.030)。参与调查的医生表现出将远程会诊获得的知识应用于临床实践的强烈意愿,无论他们的学术背景、专业经验、年龄、工作量或人口特征如何。结论:远程医疗会诊提供了宝贵的学习机会,提供了获取标准化信息的途径,促进了循证实践的采用,增强了医生应用新知识的信心。
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引用次数: 0
Effectiveness of interactive dashboards to optimize prescribing in general practice: a systematic review. 交互式仪表板优化处方在一般实践中的有效性:系统回顾。
IF 2.4 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-06-04 DOI: 10.1093/fampra/cmaf036
Caroline McCarthy, Patrick Moynagh, Áine Mannion, Ashely Wei, Barbara Clyne, Frank Moriarty

Background: The World Health Organisation's Medication Without Harm campaign aims to reduce severe avoidable medication-related harm by 50%. This systematic review explored the characteristics of interventions that provide visual and longitudinal feedback on prescribing (interactive dashboards), in general practice and the effect of these interventions on prescribing-related outcomes.

Methods: This systematic review was registered prospectively and reported in line with PRISMA guidelines. Multiple databases and grey literature were searched in November 2023 to identify interventional studies that explored the effect of interactive dashboards on prescribing-related outcomes in general practice. Two independent researchers conducted screening, data extraction, and risk of bias assessment. Interventions were described narratively, and a random-effects meta-analysis was performed for comparable studies.

Results: Ten randomized controlled trials, one controlled before-and-after study, and three interrupted time series were included. Seven studies reported a significant positive effect on prescribing-related outcomes, with an effect seen more often for studies focussing on potentially inappropriate prescribing (PIP) (four out of six). Three of the eight studies that focussed on antibiotic prescribing demonstrated a significant effect. A meta-analysis of three RCTs involving 160 general practices and 198 135 patients demonstrated the overall odds of PIP was 0.92 (95%CI: 0.78-1.06, I2 = 70.1%) in the intervention compared to the control group.

Conclusion: Interactive dashboards show promise for supporting safe and effective prescribing in general practice, but current evidence is inconclusive. Future research should focus on developing core outcome sets to facilitate future meta-analyses of effectiveness as well as optimizing their implementation and understanding how to sustain user engagement.

背景:世界卫生组织的“无伤害用药”运动旨在将可避免的严重药物相关伤害减少50%。本系统综述探讨了在一般实践中提供处方视觉和纵向反馈(交互式仪表板)的干预措施的特点,以及这些干预措施对处方相关结果的影响。方法:本系统综述采用前瞻性注册,并按照PRISMA指南进行报道。我们于2023年11月检索了多个数据库和灰色文献,以确定探讨交互式仪表板对全科实践中处方相关结果影响的干预性研究。两名独立研究人员进行了筛选、数据提取和偏倚风险评估。对干预措施进行叙述,并对可比研究进行随机效应荟萃分析。结果:纳入10项随机对照试验、1项前后对照研究和3项中断时间序列。七项研究报告了对处方相关结果的显著积极影响,对潜在不适当处方(PIP)的研究(六项研究中有四项)的影响更为常见。八项关于抗生素处方的研究中有三项显示了显著的效果。一项涉及160名全科医生和198 135名患者的三项随机对照试验的荟萃分析显示,与对照组相比,干预组PIP的总几率为0.92 (95%CI: 0.78-1.06, I2 = 70.1%)。结论:交互式仪表板有望在一般实践中支持安全有效的处方,但目前的证据尚无定论。未来的研究应侧重于开发核心结果集,以促进未来的有效性元分析,以及优化其实施和了解如何维持用户参与度。
{"title":"Effectiveness of interactive dashboards to optimize prescribing in general practice: a systematic review.","authors":"Caroline McCarthy, Patrick Moynagh, Áine Mannion, Ashely Wei, Barbara Clyne, Frank Moriarty","doi":"10.1093/fampra/cmaf036","DOIUrl":"10.1093/fampra/cmaf036","url":null,"abstract":"<p><strong>Background: </strong>The World Health Organisation's Medication Without Harm campaign aims to reduce severe avoidable medication-related harm by 50%. This systematic review explored the characteristics of interventions that provide visual and longitudinal feedback on prescribing (interactive dashboards), in general practice and the effect of these interventions on prescribing-related outcomes.</p><p><strong>Methods: </strong>This systematic review was registered prospectively and reported in line with PRISMA guidelines. Multiple databases and grey literature were searched in November 2023 to identify interventional studies that explored the effect of interactive dashboards on prescribing-related outcomes in general practice. Two independent researchers conducted screening, data extraction, and risk of bias assessment. Interventions were described narratively, and a random-effects meta-analysis was performed for comparable studies.</p><p><strong>Results: </strong>Ten randomized controlled trials, one controlled before-and-after study, and three interrupted time series were included. Seven studies reported a significant positive effect on prescribing-related outcomes, with an effect seen more often for studies focussing on potentially inappropriate prescribing (PIP) (four out of six). Three of the eight studies that focussed on antibiotic prescribing demonstrated a significant effect. A meta-analysis of three RCTs involving 160 general practices and 198 135 patients demonstrated the overall odds of PIP was 0.92 (95%CI: 0.78-1.06, I2 = 70.1%) in the intervention compared to the control group.</p><p><strong>Conclusion: </strong>Interactive dashboards show promise for supporting safe and effective prescribing in general practice, but current evidence is inconclusive. Future research should focus on developing core outcome sets to facilitate future meta-analyses of effectiveness as well as optimizing their implementation and understanding how to sustain user engagement.</p>","PeriodicalId":12209,"journal":{"name":"Family practice","volume":"42 4","pages":""},"PeriodicalIF":2.4,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12134530/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144215381","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Health care experiences of female sex workers: a qualitative study. 女性性工作者的保健经历:一项定性研究。
IF 2.4 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-06-04 DOI: 10.1093/fampra/cmaf048
Özlem Kızıltaş, İzzet Fidancı, Hilal Aksoy, Duygu Ayhan Başer

Background: Sex workers face significant barriers to accessing health services, including stigma, economic constraints, and safety concerns. In Turkey, this group is often subjected to discrimination and prejudiced approaches when accessing sexual health services, which reduces the uptake of health services. This study aims to analyze the health care experiences of sex workers in depth.

Methods: The study conducted semi-structured in-depth interviews with 16 women working as sex workers in Adana brothel in July-October 2024, and the data were analyzed through thematic analysis. Participants were selected through purposive sampling to ensure socio-demographic diversity.

Results: Four main themes were identified through the analysis: Barriers to Access and Use of Health Services, Health Service Experiences and Satisfaction, Information and Awareness, and Emotional Situations. Participants indicated that they often preferred private health facilities due to difficulties in accessing public health services and long waiting times, but that these preferences were limited by cost.

Conclusions: Improving the quality of public health services and reducing costs may improve public health by encouraging this group to use health services.

背景:性工作者在获得卫生服务方面面临重大障碍,包括耻辱、经济限制和安全问题。在土耳其,这一群体在获得性健康服务时往往受到歧视和偏见,从而减少了对保健服务的利用。本研究旨在深入分析性工作者的保健经验。方法:研究于2024年7 - 10月对16名在Adana妓院从事性工作者的女性进行半结构化深度访谈,并通过专题分析对数据进行分析。参与者是通过有目的的抽样选择的,以确保社会人口的多样性。结果:通过分析确定了四个主要主题:获得和使用卫生服务的障碍、卫生服务体验和满意度、信息和意识以及情感状况。与会者指出,由于难以获得公共保健服务和等待时间长,他们往往更喜欢私人保健设施,但这些偏好受到费用的限制。结论:提高公共卫生服务质量和降低成本可以通过鼓励这一群体使用卫生服务来改善公共卫生。
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引用次数: 0
Effectiveness of bi-directional patient-provider communication tools aimed at changing patient medication behavior in the outpatient setting: a scoping review. 旨在改变门诊患者用药行为的双向患者-提供者沟通工具的有效性:范围审查。
IF 2.2 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-06-04 DOI: 10.1093/fampra/cmaf054
Eva Amenta, Kiara Olmeda, Ashley Collazo, Casey Hines-Munson, Michael Hansen, Travis Holder, Michael K Paasche-Orlow, Richard Street, Barbara W Trautner, Larissa Grigoryan

Background: Appropriate medication behavior is important to ensure patients receive optimal health benefits from interacting with their healthcare providers. Communication between patients and providers is essential in ensuring patients take prescribed medication appropriately.

Objective: To investigate the available evidence on the effectiveness of bi-directional communication interventions that focus on both patients and clinicians in outpatient settings aimed at changing how patients take their medications. The desired patient medication behavior changes included initiation, adherence, dose escalation, dose reduction, and discontinuation.

Methods: We performed a systematic review of research studies assessing bi-directional patient-provider communication interventions targeting patient medication behavior change in the outpatient setting. We identified the types of interventions used in each study and the components of successful trials.

Results: We included eight randomized controlled trials and two quasi-experimental trial with a total of 2,911 adult participants. Among the 10 studies, 9 reported statistically significant improvement in the desired direction of medication behavior change in the intervention group compared to control group.

Conclusion: This scoping review shows the promise of bi-directional patient-provider communication tools in impacting behavior related to how patients take their prescribed medications. More randomized controlled trials with standardized outcomes are needed to better assess the utility of patient-provider communication tools.

Practice implications: Including both patient and provider in an effort to improve desired patient medication behavior change should be considered when educational interventions are designed.

背景:适当的用药行为是重要的,以确保患者获得最佳的健康效益与他们的医疗保健提供者的互动。在确保患者适当服用处方药物方面,患者和提供者之间的沟通至关重要。目的:调查双向沟通干预的有效性的现有证据,重点关注门诊设置的患者和临床医生,旨在改变患者如何服用药物。期望的患者用药行为改变包括开始用药、坚持用药、剂量增加、剂量减少和停药。方法:我们对研究进行了系统回顾,评估了针对门诊患者用药行为改变的双向患者-提供者沟通干预措施。我们确定了每项研究中使用的干预措施的类型和成功试验的组成部分。结果:我们纳入8项随机对照试验和2项准实验试验,共纳入2911名成人受试者。在这10项研究中,有9项研究报告干预组在期望的用药行为改变方向上较对照组有统计学意义的改善。结论:这一范围回顾显示了双向患者-提供者沟通工具在影响患者如何服用处方药相关行为方面的前景。需要更多具有标准化结果的随机对照试验来更好地评估医患沟通工具的效用。实践启示:在设计教育干预措施时,应考虑包括患者和提供者共同努力改善期望的患者用药行为改变。
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引用次数: 0
Performance of large language models on family medicine licensing exams. 大型语言模型在家庭医学执照考试中的表现。
IF 2.4 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-06-04 DOI: 10.1093/fampra/cmaf035
Mahmud Omar, Kareem Hijazi, Mohammad Omar, Girish N Nadkarni, Eyal Klang

Background and aim: Large language models (LLMs) have shown promise in specialized medical exams but remain less explored in family medicine and primary care. This study evaluated eight state-of-the-art LLMs on the official Israeli primary care licensing exam, focusing on prompt design and explanation quality.

Methods: Two hundred multiple-choice questions were tested using simple and few-shot Chain-of-Thought prompts (prompts that include examples which illustrate reasoning). Performance differences were assessed with Cochran's Q and pairwise McNemar tests. A stress test of the top performer (openAI's o1-preview) examined 30 selected questions, with two physicians scoring explanations for accuracy, logic, and hallucinations (extra or fabricated information not supported by the question).

Results: Five models exceeded the 65% passing threshold under simple prompts; seven did so with few-shot prompts. o1-preview reached 85.5%. In the stress test, explanations were generally coherent and accurate, with 5 of 120 flagged for hallucinations. Inter-rater agreement on explanation scoring was high (weighted kappa 0.773; Intraclass Correlation Coefficient (ICC) 0.776).

Conclusions: Most tested models performed well on an official family medicine exam, especially with structured prompts. Nonetheless, multiple-choice formats cannot address broader clinical competencies such as physical exams and patient rapport. Future efforts should refine these models to eliminate hallucinations, test for socio-demographic biases, and ensure alignment with real-world demands.

背景和目的:大型语言模型(LLMs)在专业医学考试中显示出前景,但在家庭医学和初级保健中仍未得到充分探索。本研究评估了以色列官方初级保健许可考试中8位最先进的法学硕士,重点关注提示设计和解释质量。方法:200个选择题使用简单的和少数镜头的思维链提示(提示包括说明推理的例子)进行测试。使用Cochran's Q和成对McNemar测试评估性能差异。对表现最好的人(openAI的01 -预览版)进行了压力测试,检查了30个选定的问题,由两名医生对准确性、逻辑性和幻觉(问题不支持的额外或捏造的信息)的解释进行评分。结果:5个模型在简单提示下超过65%的合格率;其中有7家公司是在很少的提示下完成的。o1预览达到85.5%。在压力测试中,解释总体上是连贯和准确的,120人中有5人被标记为幻觉。评价者对解释评分的一致性较高(加权kappa为0.773;类内相关系数(ICC) 0.776。结论:大多数测试模型在官方家庭医学考试中表现良好,特别是结构化提示。尽管如此,多项选择的形式不能解决更广泛的临床能力,如身体检查和患者关系。未来的努力应该完善这些模型,以消除幻觉,测试社会人口偏见,并确保与现实世界的需求保持一致。
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引用次数: 0
General practitioners' support and implementation concerns for Australia's proposed aged care primary care model: a cross-sectional survey. 全科医生对澳大利亚提出的老年护理初级保健模式的支持和实施问题:一项横断面调查。
IF 2.4 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-06-04 DOI: 10.1093/fampra/cmaf047
Kate H Marshall, Oliver Smith, Joel J Rhee

Background: The 2021 Royal Commission into Aged Care Quality and Safety proposed a new primary care model to address the growing healthcare needs of Australia's aging population.This study explored the views of general practitioners (GPs) working in residential aged care homes on the proposed model and identified potential implementation challenges.

Methods: A cross-sectional survey was conducted between December 2023 and April 2024, recruiting GPs through professional networks and social media. The survey used a 5-point Likert scale to gauge agreement with the proposed model and an open-ended question to explore potential implementation barriers.

Results: One hundred and fifteen GPs (48.7% male; 59.2% aged 30-49) with an average of 12.2 ± 10.4 years' experience in aged care participated. Respondants indicated broad support for extending practice accreditation to aged care-focused practices, with strong endorsement for criteria such as formal accreditation and telehealth integration. Yet, GPs expressed substantial concerns about the practical implementation of capitation payments and other systemic changes, citing underfunding and increased administrative burdens as major obstacles. Reservations were also raised about the adequacy of support for managing increasingly complex aged care needs. Notably, 46% doubted the feasibility of implementing the recommendations, highlighting challenges in funding, after-hours care, and collaboration.

Conclusions: This study highlights key factors influencing the feasibility of implementing the proposed primary care model in aged care, offering valuable insights applicable globally. Addressing GP concerns and fostering collaboration appear crucial, while further stakeholder consultation involving GPs, practice nurses, patients, and their families should guide the implementation of proposed reforms.

背景:2021年皇家老年护理质量和安全委员会提出了一种新的初级保健模式,以解决澳大利亚老龄化人口日益增长的医疗保健需求。本研究探讨了在安老院舍工作的全科医生对拟议模式的看法,并确定了潜在的实施挑战。方法:于2023年12月至2024年4月进行横断面调查,通过专业网络和社交媒体招募全科医生。该调查使用5分李克特量表来衡量人们对拟议模型的认同程度,并使用开放式问题来探索潜在的实施障碍。结果:全科医生115名(男性48.7%;59.2%(30 ~ 49岁),平均护理经验12.2±10.4年。受访者表示,广泛支持将实践认证扩展到以老年护理为重点的实践,并强烈支持正式认证和远程医疗一体化等标准。然而,普通合伙人对资本支付和其他系统性变革的实际实施表示了极大的担忧,称资金不足和行政负担增加是主要障碍。对于管理日益复杂的老年护理需要的支助是否足够,也提出了保留意见。值得注意的是,46%的人怀疑实施这些建议的可行性,强调了资金、下班后护理和合作方面的挑战。结论:本研究突出了影响初级保健模式在老年护理中实施可行性的关键因素,提供了具有全球应用价值的见解。解决全科医生的担忧和促进合作似乎至关重要,而涉及全科医生、执业护士、患者及其家属的进一步利益相关者咨询应指导拟议改革的实施。
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Family practice
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