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Artificial intelligence in healthcare: Tailoring education to meet EU AI-Act standards 医疗保健中的人工智能:定制教育以满足欧盟人工智能法案标准
IF 3.7 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2025-07-25 DOI: 10.1016/j.hlpt.2025.101078
Elena Bignami , Luigino Jalale Darhour , Wolfgang Buhre , Maurizio Cecconi , Valentina Bellini
The integration of Artificial Intelligence (AI) in Intensive Care Units (ICUs) has the potential to transform critical care by enhancing diagnosis, management, and clinical decision-making. Generative and Predictive AI technologies offer new opportunities for personalized care and risk stratification, but their implementation must prioritize ethical standards, patient safety, and the sustainability of care delivery. With the EU AI-Act entering into force in February 2025, a structured and responsible adoption of AI is now imperative. This article outlines a strategic framework for ICU AI integration, emphasizing the importance of a formal declaration of intent by each unit, detailing current AI-use, implementation plans, and governance strategies. Central to this approach is the development of tailored AI education programs adapted to four distinct professional profiles, ranging from experienced clinicians with limited AI knowledge to new intensivists with strong AI backgrounds but limited clinical experience. Training must foster critical thinking, contextual interpretation, and a balanced relationship between AI tools and human judgment. A multidisciplinary support team should oversee ethical AI-use and continuous performance monitoring. Ultimately, aligning regulatory compliance with targeted education and practical implementation could enable a safe, effective, and ethically grounded use of AI in intensive care. This balanced approach would support a culture of transparency and accountability, while preserving the central role of human clinical reasoning and improving the overall quality of ICU care.
人工智能(AI)在重症监护病房(icu)的整合有可能通过加强诊断、管理和临床决策来改变重症监护。生成式和预测性人工智能技术为个性化护理和风险分层提供了新的机会,但它们的实施必须优先考虑道德标准、患者安全和护理服务的可持续性。随着《欧盟人工智能法案》于2025年2月生效,人工智能的结构化和负责任采用现在势在必行。本文概述了ICU人工智能集成的战略框架,强调了每个单元正式声明意图的重要性,详细说明了当前人工智能的使用、实施计划和治理策略。这种方法的核心是开发量身定制的人工智能教育计划,以适应四种不同的专业概况,从经验丰富的临床医生,有限的人工智能知识,到具有强大的人工智能背景,但临床经验有限的新重症医师。培训必须培养批判性思维、上下文解释以及人工智能工具和人类判断之间的平衡关系。一个多学科支持团队应该监督合乎道德的人工智能使用和持续的绩效监测。最终,将监管合规与有针对性的教育和实际实施相结合,可以使人工智能在重症监护中得到安全、有效和合乎道德的使用。这种平衡的方法将支持透明和问责的文化,同时保留人类临床推理的核心作用,并提高ICU护理的整体质量。
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引用次数: 0
Guiding stakeholder involvement in health technology assessment for medical devices: A novel approach for clarifying stakeholders’ roles and contributions 指导利益相关者参与医疗器械卫生技术评估:澄清利益相关者角色和贡献的新方法
IF 3.7 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2025-07-23 DOI: 10.1016/j.hlpt.2025.101075
Liliana Freitas , Mónica D. Oliveira , Ana C.L. Vieira

Objectives

Stakeholder involvement is recognized as essential in Health Technology Assessment (HTA), yet engagement remains insufficient, particularly in medical device (MD) evaluations. Literature on how to systematically identify and integrate stakeholders remains scarce. This study proposes a reflective framework to support HTA practitioners think about stakeholder inclusion and applies it to explore perspectives within the medical device context in Portugal.

Methods

We adapted Ulrich’s Critical Systems Heuristics (CSH) as a conceptual lens to structure reflection on stakeholder roles and contributions in MD HTA. The framework is organized around four sources of influence (motivation, control, knowledge, and legitimacy) and was operationalized through 26 semi-structured interviews with experts from Portugal’s HTA agency, hospitals, patient associations, and industry. Interview data were analysed using directed content analysis and the Framework Method, allowing to contrast current ('is') and ideal ('ought') views within each source of influence. The common themes were then used to construct interpretative narratives that captured rationales for stakeholder inclusion.

Results

The application of the framework revealed context-specific insights into stakeholder engagement in MD evaluation. Findings show stakeholder roles in MD evaluations extend beyond traditional classifications. For each CSH source of influence, rationales and conditions for stakeholder engagement were identified. Under motivation, stakeholders identified diverse purposes and measures of success, ranging from improved patient access to innovation to system-wide resource optimization. Under control, providers, purchasers, and payers were seen as central decision-makers, yet ideal processes included multidisciplinary governance and clearer procedural support. Under knowledge, multiple actors (including patients) were valued as contributors of contextual expertise, but gaps were highlighted in methodological tools. Under legitimacy, patients and the public were underrepresented and called for stronger mechanisms for direct involvement and broader societal alignment. Across all sources of influence, significant gaps were found between current practices and stakeholder expectations to highlight areas for development.

Conclusions

Rather than prescribing fixed engagement procedures, the proposed reflective framework offers a structured lens to support HTA practitioners in reasoning through stakeholder roles, values, and contributions in MD evaluations. The framework is transferable to other decision-making contexts and fosters more transparent and inclusive deliberation.
利益相关者的参与在卫生技术评估(HTA)中被认为是必不可少的,但参与仍然不足,特别是在医疗器械(MD)评估中。关于如何系统地识别和整合利益相关者的文献仍然很少。本研究提出了一个反思性框架,以支持HTA从业者思考利益相关者的包容,并将其应用于探索葡萄牙医疗器械背景下的观点。方法我们采用了Ulrich的关键系统启发式(CSH)作为概念透镜来构建对MD HTA中利益相关者角色和贡献的反思。该框架围绕四个影响来源(动机、控制、知识和合法性)进行组织,并通过对来自葡萄牙HTA机构、医院、患者协会和行业的专家进行26次半结构化访谈来实施。使用定向内容分析和框架方法分析访谈数据,允许在每个影响来源内对比当前(“是”)和理想(“应该”)观点。然后使用共同主题来构建解释性叙述,以捕获利益相关者包容的基本原理。结果该框架的应用揭示了在MD评估中利益相关者参与的具体情况。研究结果表明,利益相关者在MD评估中的作用超出了传统的分类。对于每一个CSH的影响来源,确定了利益相关者参与的理由和条件。在激励下,利益相关者确定了不同的目标和成功措施,从改善患者获得创新的机会到全系统资源优化。在控制下,提供者、购买者和支付者被视为中心决策者,然而理想的过程包括多学科治理和更清晰的程序支持。在知识方面,多个行为者(包括患者)被视为情境专业知识的贡献者,但方法工具方面的差距突出。在合法性下,患者和公众的代表不足,并呼吁建立更强有力的直接参与机制和更广泛的社会协调。在所有影响来源中,发现当前做法与利益攸关方强调发展领域的期望之间存在重大差距。建议的反思框架没有规定固定的参与程序,而是提供了一个结构化的视角,以支持HTA从业者通过利益相关者在MD评估中的角色、价值观和贡献进行推理。该框架可转移到其他决策环境,并促进更加透明和包容的审议。
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引用次数: 0
An impact evaluation of the Scottish take-home naloxone programme 苏格兰纳洛酮带回家方案的影响评价
IF 3.7 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2025-07-18 DOI: 10.1016/j.hlpt.2025.101072
Tobias Joseph Adams , Joseph Tay Wee Teck , Alexander Baldacchino , Patrice Forget

Objectives

To describe the change in opioid-related deaths (ORDs) recorded across Scotland since National ‘Take Home’ Naloxone Programme (NNP) implementation between baseline pre-implementation (2006 – 2010) and 10-year post implementation (2011 – 2020) periods. To describe and contextualise the change in ORDs within 4 weeks of prison release and hospital discharge across the same pre- and post-implementation periods and evaluate the reach of naloxone to people at risk of opioid overdose during this period.

Methods

Descriptive statistics as part of a pre-post secondary contribution analysis approach. The Better Evaluation Rainbow Framework for impact evaluation was utilised and data was obtained from official statistics and monitoring reports via Public Health Scotland.

Results

An increase in total ORDs nationwide was observed post-NNP implementation. In 2006–10, 9·8 % of ORDs (193 of 1970) were in people released from prison within 4 weeks of death, whereas only 4·4 % of ORDs (281 of 6439) in 2011–20 followed prison release, representing a 55 % reduction. A similar reduction in ORDs following hospital discharge was not observed. Cumulative reach of take-home naloxone to individuals at risk of opioid overdose across the post-implementation period was 58 %.

Conclusions

Implementation of the Scottish NNP has coincided with an increase in total ORDs nationwide, increased availability of take-home naloxone for management of opioid overdose and a reduction in the proportion of opioid-related fatalities among recently released prisoners. Unfortunately, the proportion ORDs after hospital discharge remain unchanged suggesting that this population may benefit from further research and additional distribution approaches.
目的描述自全国“带回家”纳洛酮计划(NNP)实施以来,在实施前基线(2006 - 2010)和实施后10年(2011 - 2020)期间,苏格兰各地记录的阿片类药物相关死亡(ORDs)的变化。描述和说明在同一实施前和实施后的4周内出狱和出院后口服药物摄入量的变化,并评估在此期间有阿片类药物过量风险的人获得纳洛酮的范围。方法描述性统计作为中学前后贡献分析方法的一部分。利用更好的评价彩虹框架进行影响评价,数据来自苏格兰公共卫生部的官方统计数据和监测报告。结果nnp实施后,全国ORDs总数有所增加。2006 - 2010年,9.8%的残疾人士(1970年有193人)是在死亡后4周内从监狱释放的,而2011 - 2020年只有4.4%的残疾人士(6439人中有281人)是在监狱释放后获得残疾人士的,减少了55%。出院后,没有观察到类似的ORDs减少。在实施后期间,有阿片类药物过量风险的个体累计获得纳洛酮的覆盖率为58%。苏格兰NNP的实施恰逢全国范围内ord总数的增加,用于管理阿片类药物过量的纳洛酮的可得性增加,以及最近释放的囚犯中阿片类药物相关死亡比例的减少。不幸的是,出院后发生ord的比例保持不变,这表明这一人群可能受益于进一步的研究和其他分布方法。
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引用次数: 0
Determinants of EHR systems’ usability and provider satisfaction in public primary healthcare facilities in Tanzania 坦桑尼亚公共初级卫生保健设施中EHR系统可用性和提供者满意度的决定因素
IF 3.7 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2025-07-18 DOI: 10.1016/j.hlpt.2025.101076
Augustino Mwogosi

Background

Tanzania has prioritized EHR systems adoption through systems like GoTHoMIS to enhance healthcare delivery and data management. However, the success of EHR implementation depends critically on system usability and healthcare providers’ satisfaction, which influence system acceptance and continued use.

Objectives

This study assessed the determinants of EHR system usability and satisfaction among healthcare providers in Tanzania’s public primary healthcare facilities. Specific objectives were to examine the influence of EHR system usability on provider satisfaction, the role of organizational factors, the contribution of usability to frequency of system use, and variations across demographic and professional groups.

Methods

A cross-sectional quantitative survey was conducted among 288 healthcare providers in Dodoma and Dar es Salaam regions. The regions were purposively selected to represent urban, peri‑urban and rural settings based on EHR system implementation maturity. Data were collected through a structured questionnaire administered via Google Forms. Google Forms data were encrypted and complied with Tanzania’s Data Protection Act 2022. Multiple linear regression and Structural Equation Modeling using SmartPLS were employed to analyze factors associated with EHR systems satisfaction and usage frequency.

Results

Improvement in work efficiency was the strongest predictor of provider satisfaction (β = 0.258, p < 0.001), followed by system reliability, adequate training, and organizational support. Factors such as ease of integration into clinical workflows and enhancement of collaboration significantly predicted the frequency of EHR system use. Demographic variables had limited moderating effects. Generally, system usability, organizational environment, and perceived efficiency gains were critical for successful EHR adoption.

Conclusion

Effective EHR systems implementation in primary healthcare settings in Tanzania requires a complex approach addressing not only technical usability but also organizational support, user training, and workflow integration. Policy interventions should prioritize these areas to enhance user satisfaction and system sustainability.

Public interest summary

This study looked at how healthcare providers in Tanzania use electronic health record systems, which are digital tools for storing patient information. The results showed that healthcare workers were more satisfied and used the systems more often when the records were reliable, easy to use, and supported by strong training and leadership. These insights could help healthcare organizations improve digital systems and make healthcare services better for patients
坦桑尼亚通过GoTHoMIS等系统优先采用电子病历系统,以加强医疗保健服务和数据管理。然而,EHR实施的成功主要取决于系统可用性和医疗保健提供者的满意度,这影响系统的接受度和持续使用。目的:本研究评估坦桑尼亚公共初级卫生保健机构医疗服务提供者的电子病历系统可用性和满意度的决定因素。具体目标是检查EHR系统可用性对提供者满意度的影响,组织因素的作用,可用性对系统使用频率的贡献,以及人口统计学和专业群体之间的差异。方法对多马和达累斯萨拉姆地区288名医疗服务提供者进行横断面定量调查。根据EHR系统实施成熟度,有目的地选择代表城市、城郊和农村的区域。数据通过谷歌表格进行结构化问卷调查收集。谷歌表单数据经过加密,并符合坦桑尼亚2022年数据保护法。采用多元线性回归和SmartPLS结构方程模型分析影响电子病历系统满意度和使用频率的因素。结果工作效率的提高是服务提供者满意度的最强预测因子(β = 0.258, p <;0.001),其次是系统可靠性、充分的培训和组织支持。整合到临床工作流程的便利性和加强协作等因素显著预测了电子病历系统的使用频率。人口统计变量的调节作用有限。一般来说,系统可用性、组织环境和可感知的效率收益对于成功采用EHR至关重要。结论:在坦桑尼亚初级卫生保健机构实施有效的电子病历系统需要一个复杂的方法,不仅要解决技术可用性问题,还要解决组织支持、用户培训和工作流程集成问题。政策干预应优先考虑这些领域,以提高用户满意度和系统可持续性。本研究着眼于坦桑尼亚的医疗保健提供者如何使用电子健康记录系统,这是存储患者信息的数字工具。结果表明,当记录可靠、易于使用,并得到强有力的培训和领导支持时,卫生保健工作者更满意并更频繁地使用系统。这些见解可以帮助医疗机构改进数字系统,为患者提供更好的医疗服务
{"title":"Determinants of EHR systems’ usability and provider satisfaction in public primary healthcare facilities in Tanzania","authors":"Augustino Mwogosi","doi":"10.1016/j.hlpt.2025.101076","DOIUrl":"10.1016/j.hlpt.2025.101076","url":null,"abstract":"<div><h3>Background</h3><div>Tanzania has prioritized EHR systems adoption through systems like GoTHoMIS to enhance healthcare delivery and data management. However, the success of EHR implementation depends critically on system usability and healthcare providers’ satisfaction, which influence system acceptance and continued use.</div></div><div><h3>Objectives</h3><div>This study assessed the determinants of EHR system usability and satisfaction among healthcare providers in Tanzania’s public primary healthcare facilities. Specific objectives were to examine the influence of EHR system usability on provider satisfaction, the role of organizational factors, the contribution of usability to frequency of system use, and variations across demographic and professional groups.</div></div><div><h3>Methods</h3><div>A cross-sectional quantitative survey was conducted among 288 healthcare providers in Dodoma and Dar es Salaam regions. The regions were purposively selected to represent urban, peri‑urban and rural settings based on EHR system implementation maturity. Data were collected through a structured questionnaire administered via Google Forms. Google Forms data were encrypted and complied with Tanzania’s Data Protection Act 2022. Multiple linear regression and Structural Equation Modeling using SmartPLS were employed to analyze factors associated with EHR systems satisfaction and usage frequency.</div></div><div><h3>Results</h3><div>Improvement in work efficiency was the strongest predictor of provider satisfaction (β = 0.258, <em>p</em> &lt; 0.001), followed by system reliability, adequate training, and organizational support. Factors such as ease of integration into clinical workflows and enhancement of collaboration significantly predicted the frequency of EHR system use. Demographic variables had limited moderating effects. Generally, system usability, organizational environment, and perceived efficiency gains were critical for successful EHR adoption.</div></div><div><h3>Conclusion</h3><div>Effective EHR systems implementation in primary healthcare settings in Tanzania requires a complex approach addressing not only technical usability but also organizational support, user training, and workflow integration. Policy interventions should prioritize these areas to enhance user satisfaction and system sustainability.</div></div><div><h3>Public interest summary</h3><div>This study looked at how healthcare providers in Tanzania use electronic health record systems, which are digital tools for storing patient information. The results showed that healthcare workers were more satisfied and used the systems more often when the records were reliable, easy to use, and supported by strong training and leadership. These insights could help healthcare organizations improve digital systems and make healthcare services better for patients</div></div>","PeriodicalId":48672,"journal":{"name":"Health Policy and Technology","volume":"14 6","pages":"Article 101076"},"PeriodicalIF":3.7,"publicationDate":"2025-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144721586","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Towards equity-oriented topic selection in health technology assessment for orphan drugs in Iran: A commentary 伊朗孤儿药卫生技术评价的公平选题研究述评
IF 3.7 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2025-07-18 DOI: 10.1016/j.hlpt.2025.101074
Fatemeh Sadat Hosseini , Mohammadreza Mobinizadeh
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引用次数: 0
Digital COVID-19 symptom screening and SARS-CoV-2 testing through RT-LAMP saliva of students and asymptomatic employees in a public school in Brazil 巴西某公立学校学生和无症状员工的数字COVID-19症状筛查及RT-LAMP唾液检测
IF 3.7 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2025-07-16 DOI: 10.1016/j.hlpt.2025.101069
Beatriz Araujo Oliveira , Erika Regina Manuli , Fábio Eudes Leal , Edgar Casado Barreta Souza , Ana Paula Illi , Ana Paula Barreto de Paiva , Camila da Silva Fachini , Beatriz Aparecida Munhoz Cano , Priscila de Lima Barros , Ligia Capuani , Helves Humberto Domingues , Maria Rita dos Santos e Passos-Bueno , Ester Cerdeira Sabino , Silvia Figueiredo Costa
Children were the last that were vaccinated during the COVID-19 pandemic. In this scenario, schools were the site of amplification and spread of COVID-19 and new variants during the pandemia.

Objective

To evaluate a respiratory symptoms screening system and test asymptomatic individuals (high school students and employees) at a public school in Brazil.

Methods

An online COVID-19 symptom surveillance platform was implemented for employees and students answered a questionnaire by mobile phone and/or website before going to school. Symptomatic individuals were referred to primary care unit. SARS-CoV-2 reverse transcription loop- mediated isothermal amplification (RT-LAMP) of saliva samples was performed weekly. The test cost was estimated.

Results

A total of 969 samples were tested (mean of 108 tests per week). A professor was symptomatic and tested positive during the study period. However, no asymptomatic participants tested positive for COVID-19, and no cases of SARS-CoV-2 transmission occurred at school despite the high transmissibility of the Delta variant, the local predominant variant at the time of the study and several outbreaks that occurred in public schools in Brazil. The average cost of our test was $13,6 per test.

Conclusion

Implementation of an online system of COVID-19 respiratory symptom screening and testing SARS-CoV-2 through saliva in asymptomatic individuals is a feasible, low-cost and practical option to be used, especially in low-income countries.
儿童是COVID-19大流行期间最后一批接种疫苗的人。在这种情况下,学校是COVID-19和新变种在大流行期间扩增和传播的场所。目的评价巴西一所公立学校的呼吸道症状筛查系统,并对无症状个体(高中生和教职工)进行检测。方法建立新冠肺炎症状在线监测平台,对员工和学生在上学前通过手机和(或)网站填写问卷。有症状的个体被转介到初级保健单位。每周对唾液样本进行SARS-CoV-2逆转录环介导的等温扩增(RT-LAMP)。估算了测试成本。结果共检测样本969份,平均每周检测108份。一位教授在研究期间出现症状并检测呈阳性。然而,没有无症状的参与者在COVID-19检测中呈阳性,并且在学校没有发生SARS-CoV-2传播病例,尽管Delta变体(研究时当地的主要变体)具有高传播性,并且在巴西的公立学校发生了几次暴发。我们每次测试的平均成本是13.6美元。结论在无症状人群中实施COVID-19呼吸道症状在线筛查和唾液检测系统是一种可行、低成本和实用的选择,特别是在低收入国家。
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引用次数: 0
Willingness to pay for remote and self-monitoring: Comparing patients and non-patients in gestational hypertensive care 支付远程和自我监测的意愿:比较患者和非患者在妊娠期高血压护理
IF 3.4 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2025-07-13 DOI: 10.1016/j.hlpt.2025.101071
Marie-Lien Gerits, Samantha Bielen

Objectives

Contingent valuation (CV) is widely used in health economics, as it enables the quantification of diverse benefits within a single monetary measure. However, a key methodological debate that remains underexplored is whether patients or non-patients should complete the CV task and how this choice may influence willingness to pay (WTP) estimates. This study aimed to investigate that question in the context of two home blood pressure (BP) monitoring approaches for pregnant women at risk of gestational hypertensive disorders, remote monitoring (RM) and patient self-monitoring (PSM). We also examined the role of patient status and treatment experience in shaping WTP.

Methods

The WTP of 199 patients and 222 non-patients was examined using a CV survey, combining a payment card and open-ended question. Propensity score matching analysis with regression adjustment assessed WTP differences between patients and non-patients. Subgroup analyses explored whether these differences were driven solely by being a patient or also by home BP monitoring experience.

Results

The mean WTP was €130 for RM and €85 for PSM. Patients exhibited a €31 higher WTP for RM compared to non-patients, a difference that was marginally significant at the 10 % level. This effect was driven by treatment experience status. We found no significant difference in WTP PSM between patients and non-patients.

Conclusions

Simply being a patient does not affect WTP for home BP monitoring. When patients have treatment experience, this can increase WTP compared to non-patients, but not for approaches for which the potential benefits are apparent without experiencing them, like PSM.
条件评估(CV)在卫生经济学中被广泛使用,因为它可以在单一货币措施中量化各种效益。然而,一个关键的方法论争论仍未得到充分探讨,即患者或非患者是否应该完成CV任务,以及这种选择如何影响支付意愿(WTP)估计。本研究旨在通过对妊娠期高血压疾病风险孕妇的两种家庭血压监测方法——远程监测(RM)和患者自我监测(PSM)来探讨这一问题。我们还研究了患者状态和治疗经验在形成WTP中的作用。方法采用支付卡和开放式问题相结合的CV调查方法,对199例患者和222例非患者的WTP进行检测。倾向评分匹配分析与回归调整评估患者和非患者的WTP差异。亚组分析探讨了这些差异是否仅仅是由患者驱动的,还是由家庭血压监测经验驱动的。结果RM的平均WTP为130欧元,PSM的平均WTP为85欧元。与非患者相比,RM患者的WTP高出31欧元,差异在10%的水平下显着。该效应受治疗经验状态的驱动。我们发现患者与非患者的WTP PSM无显著差异。结论单纯的患者身份不影响家庭血压监测的WTP。当患者有治疗经验时,与非患者相比,这可以增加WTP,但对于那些没有经历就能明显获益的方法,如PSM,则不是这样。
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引用次数: 0
From accuracy to comprehensibility: Evaluating large language models for myopia patient queries 从准确性到可理解性:评估近视患者查询的大型语言模型
IF 3.4 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2025-07-12 DOI: 10.1016/j.hlpt.2025.101073
Ezgi Karataş , Ceren Durmaz Engin

Objectives

This study evaluated the accuracy and comprehensibility of responses from three large language models (LLMs)—ChatGPT-4, Gemini, and Copilot—when addressing patient queries about myopia. Accurate, understandable information is crucial for effective patient education and management of this common refractive error.

Methods

Sixty questions across six categories (definition, etiology, symptoms and diagnosis, myopia control, correction, and new treatments) were presented to ChatGPT-4, Gemini, and Copilot. Responses were assessed for accuracy by two experienced ophthalmologists using a 3-point Likert scale. Quality and reliability were evaluated using the DISCERN and EQIP scales, while readability was measured with the Flesch Reading Ease Score, Flesch-Kincaid Grade Level, and Coleman-Liau Index. Statistical analyses were conducted using SPSS version 25.

Results

ChatGPT-4 provided the most accurate responses in the defsinition, symptoms, and diagnosis categories, with a 75 % overall success rate. Copilot had a similar success rate of 73.3 % but the highest inaccuracy rate (6.7 %). Gemini had a 71.7 % success rate. Copilot scored highest in reliability (DISCERN 76) and readability (Flesch Reading Ease 46.74), followed by ChatGPT-4 and Gemini. No significant differences in accuracy were found among the LLMs across categories.

Conclusions

All three LLMs performed well in providing myopia-related information. Copilot excelled in readability and reliability despite a higher inaccuracy rate. ChatGPT-4 and Copilot outperformed Gemini, likely due to their advanced architectures and training methodologies. These findings highlight the potential of LLMs in patient education and the need for ongoing improvements to ensure accurate, comprehensible AI-generated health information.
目的:本研究评估了chatgpt -4、Gemini和copilot这三种大型语言模型(LLMs)在回答患者关于近视的询问时的回答的准确性和可理解性。准确,可理解的信息是有效的患者教育和管理这种常见的屈光不正至关重要。方法向ChatGPT-4、Gemini和Copilot提出6个类别(定义、病因、症状和诊断、近视控制、矫正和新治疗)的60个问题。由两名经验丰富的眼科医生使用李克特3分量表评估回答的准确性。使用DISCERN和EQIP量表评估质量和可靠性,使用Flesch Reading Ease Score、Flesch- kincaid Grade Level和Coleman-Liau Index测量可读性。采用SPSS 25进行统计分析。结果schatgpt -4在定义、症状和诊断分类上提供了最准确的反应,总成功率为75%。副驾驶有相似的73.3%的成功率,但最高的不准确率(6.7%)。双子座的成功率为71.7%。Copilot在可靠性(DISCERN 76分)和可读性(Flesch Reading Ease 46.74分)方面得分最高,其次是ChatGPT-4和Gemini。在不同类别的法学硕士中,准确率没有显着差异。结论3种llm均能较好地提供近视相关信息。副驾驶在可读性和可靠性方面表现出色,尽管误差率较高。ChatGPT-4和Copilot的表现优于Gemini,可能是由于它们先进的架构和训练方法。这些发现强调了法学硕士在患者教育方面的潜力,以及不断改进以确保人工智能生成的准确、可理解的健康信息的必要性。
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引用次数: 0
A scoping review of modelling in target product profile development for medical innovation 医学创新中目标产品概要开发建模的范围综述
IF 3.7 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2025-07-12 DOI: 10.1016/j.hlpt.2025.101070
Ying Jie Chong , Nitirot Phasitthanaphak , Teerawat Wiwatpanit , Yot Teerawattananon , Yi Wang
<div><h3>Background</h3><div>Target Product Profiles (TPPs) serve as strategic tools for planning medical innovation development, facilitating communication with regulators, and developing market access strategies. Modelling can assist TPPs development and provide guidance on defining attributes. This scoping review aims to outline the general steps in employing models in developing or refining TPPs and to identify the common themes of the attributes informed by modelling.</div></div><div><h3>Methods</h3><div>PRISMA-ScR checklist was used to guide this review. Literature search in PubMed, Scopus, Web of Science, Embase, and the World Health Organization Institutional Repository for Information Sharing (WHO IRIS) was conducted between August and September 2023. Subsequently, two researchers reviewed abstracts independently. Only full text articles used modelling to inform TPPs of health technologies with detailed modelling and methodology reported were included in this review. General information, technology-related information, TPP-related information, and model-related information were extracted from the articles and analysed thematically. EPIFORGE 2020 checklist was used to assess the reporting quality of modelling approach of the included articles.</div></div><div><h3>Results</h3><div>This review included 23 articles published from 2010 onward, reflecting a growing interest in using modelling to inform TPPs development. The studies covered diverse medical innovations, including drugs, vaccines, devices, procedures, and vector control tools. Commonly modelled attributes for devices included health impact, economic value, and efficacy. For non-device innovations, clinical efficacy, economic value, and dosage were the most frequently modelled attributes. The modelling process typically involved three steps: scoping, model development and validation, and analysis with recommendations. Limitations from the modelling process discussed across studies fell into three categories: evidence quality, modelling assumptions and structure, and the generalisability of findings. While some attributes, like clinical efficacy, are straightforward to model, certain attributes such as human factors require considering proxies such as compliance rates or capacity constraints.</div></div><div><h3>Conclusions</h3><div>This review identified common product attributes in TPPs that were informed by modelling, outlined the modelling process, and highlighted key limitations. It provided recommendations to improve the modelling approach in TPPs development and highlighted the need for further research to standardise the modelling process.</div></div><div><h3>Public Interest Summary</h3><div>Target Product Profiles (TPPs) are documents that outline targets for new medical innovations to effectively address specific public health needs. These documents are developed through multiple rounds of consultations with domain experts and stakeholders. We aimed to study how mathemati
目标产品简介(TPPs)是规划医疗创新发展、促进与监管机构沟通和制定市场准入战略的战略工具。建模可以帮助ppp开发,并为定义属性提供指导。这一范围审查的目的是概述在开发或改进TPPs中使用模型的一般步骤,并确定建模所告知的属性的共同主题。方法采用sprima - scr检查表进行评价。2023年8月至9月在PubMed、Scopus、Web of Science、Embase和世界卫生组织信息共享机构知识库(WHO IRIS)中进行文献检索。随后,两位研究人员独立审查了摘要。只有全文文章使用模型向TPPs介绍卫生技术,并报告了详细的模型和方法,才被纳入本综述。从文章中提取一般信息、技术相关信息、tpp相关信息和模型相关信息,并进行主题分析。使用EPIFORGE 2020检查表评估纳入文章的建模方法的报告质量。本综述纳入了2010年以来发表的23篇文章,反映了人们对使用模型为TPPs开发提供信息的兴趣日益浓厚。这些研究涵盖了各种医疗创新,包括药物、疫苗、设备、程序和病媒控制工具。设备的常用建模属性包括健康影响、经济价值和功效。对于非器械创新,临床疗效、经济价值和剂量是最常见的建模属性。建模过程通常包括三个步骤:确定范围、模型开发和验证,以及带建议的分析。研究中讨论的建模过程的局限性分为三类:证据质量、建模假设和结构以及研究结果的普遍性。虽然有些属性(如临床疗效)可以直接建模,但某些属性(如人为因素)需要考虑诸如依从率或容量限制等代理。本综述通过建模确定了tpp中常见的产品属性,概述了建模过程,并强调了关键的局限性。它提出了建议,以改进发展合作伙伴计划的建模方法,并强调需要进一步研究以使建模过程标准化。公共利益摘要目标产品概况(TPPs)是概述新的医疗创新目标的文件,以有效地满足特定的公共卫生需求。这些文件是通过与领域专家和利益相关者的多轮磋商制定的。我们的目标是研究如何使用数学建模来支持ppp的发展。通过系统搜索,我们确定并研究了23篇使用建模的论文。我们观察到一个结构化的三步过程:确定合适的模型,测试和调整模型,并使用模型输出来设置目标。建模主要用于建立与医疗创新的功效和经济价值有关的目标。我们的研究结果为建模在TPPs发展中的作用提供了见解,并为潜在的未来方法指导提供了信息。
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引用次数: 0
Contributing factors of sentinel events involving medical devices: A cross-sectional retrospective human factors analysis 涉及医疗器械的哨点事件的影响因素:横断面回顾性人为因素分析
IF 3.4 3区 医学 Q1 HEALTH POLICY & SERVICES Pub Date : 2025-07-12 DOI: 10.1016/j.hlpt.2025.101068
Mees Casper Baartmans , Steffie Marijke Van Schoten , Cordula Wagner

Background and objective

Although most medical device applications in hospitals are safe and effective, in a small number of cases devices are involved in patient safety events causing serious unintended patient harm. These so-called sentinel events are thoroughly investigated by hospitals, with detailed event descriptions filed in reports. Studying these reports may help fill the knowledge gap on the latent contributing factors of sentinel events involving medical devices. This study aims to identify the contributing factors of sentinel events involving medical devices and how these factors lead to unintended patient harm.

Design

A cross-sectional retrospective analysis of 20 sentinel event reports involving medical devices from Dutch general hospitals, using a human factors approach and specific classification system for medical device related events.

Results

A total of 105 contributing factors were identified. For most events, factors relating to the operator (e.g., flaws in setting up and checking devices before use), device (e.g., design issues), infrastructure (e.g., poor environmental ergonomics) and patient (e.g., complicating anatomy) mutually contributed and interacted. Jointly these factors triggered events causing unintended patient harm.

Conclusions

In-depth analysis of reports of sentinel events using a human factors approach, showed the underlying patterns of interacting contributing factors leading to unintended patient harm. Sentinel events involving medical devices are triggered by an interplay of factors related to the operator, device, infrastructure, and patient. To prevent future patient harm, an integral approach addressing all these elements is needed.

Public Interest Summary

Medical devices can be involved in events leading to unintended patient harm in hospitals. We know little about the underlying factors contributing to such events. Therefore, 20 reports of events involving a medical device that led to serious patient harm were analysed in depth. In most events, the patient harm was triggered by factors relating to the operator of the device, the device itself, the organisation and environment in which the device was applied, and the patient to whom the device was applied. Jointly, these factors prompted the events and led to patient harm. The insights from this study can be used to further improve the safe application of medical devices in hospitals.
背景和目的虽然大多数医疗器械在医院的应用是安全有效的,但在少数情况下,设备涉及患者安全事件,造成严重的意外患者伤害。医院对这些所谓的哨点事件进行了彻底调查,并在报告中详细描述了这些事件。研究这些报告可能有助于填补关于涉及医疗器械的前哨事件的潜在影响因素的知识空白。本研究旨在确定涉及医疗器械的哨点事件的影响因素,以及这些因素如何导致意外的患者伤害。采用人为因素方法和医疗器械相关事件的特定分类系统,对荷兰综合医院涉及医疗器械的20例哨点事件报告进行横断面回顾性分析。结果共鉴定出105个影响因素。对于大多数事件,与操作人员(例如,在使用前设置和检查设备的缺陷),设备(例如,设计问题),基础设施(例如,恶劣的环境人体工程学)和患者(例如,复杂的解剖结构)相关的因素相互影响和相互作用。这些因素共同引发了对患者造成意外伤害的事件。结论使用人为因素方法对哨点事件报告进行深入分析,显示了导致患者意外伤害的因素相互作用的潜在模式。涉及医疗设备的前哨事件是由操作员、设备、基础设施和患者相关因素的相互作用触发的。为了防止未来对患者造成伤害,需要采取一种解决所有这些因素的综合方法。医疗器械可能涉及导致医院患者意外伤害的事件。我们对导致这些事件的潜在因素知之甚少。因此,深入分析了20份涉及医疗装置导致患者严重伤害的事件报告。在大多数情况下,患者伤害是由与设备操作人员、设备本身、设备应用的组织和环境以及设备应用的患者相关的因素引发的。这些因素共同促成了这些事件,并导致了患者的伤害。本研究的见解可用于进一步改善医院医疗器械的安全应用。
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引用次数: 0
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Health Policy and Technology
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