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The fifty shades of black: about black box AI and explainability in healthcare. 五十度黑:关于医疗保健领域的黑匣子人工智能和可解释性。
IF 1.8 4区 医学 Q1 LAW Pub Date : 2025-01-04 DOI: 10.1093/medlaw/fwaf005
Vera Lúcia Raposo

Artificial Intelligence (AI) is revolutionizing healthcare by enhancing patient care, diagnostics, workflows, and treatment personalization. The integration of AI in healthcare promises significant advancements and better patient outcomes. However, the lack of explainability in many AI models, known as 'black-box AI', raises concerns for patients, doctors, and developers. This issue, termed 'black box medicine', challenges the adoption of AI in healthcare. The demand for explainable AI has grown as AI systems become more complex. The absence of explanations in AI decisions, especially in critical situations like healthcare, has sparked debates and even suggestions to exclude black-box AI from healthcare provision. This article examines the impact and causes of unexplainable AI in healthcare, critically evaluates its performance, and proposes strategies to address this challenge.

人工智能(AI)通过增强患者护理、诊断、工作流程和治疗个性化,正在彻底改变医疗保健行业。人工智能在医疗保健领域的整合有望取得重大进展,并改善患者的治疗效果。然而,许多人工智能模型缺乏可解释性,被称为“黑盒人工智能”,这引起了患者、医生和开发人员的担忧。这个问题被称为“黑箱医学”,挑战了人工智能在医疗保健领域的应用。随着人工智能系统变得越来越复杂,对可解释的人工智能的需求也在增长。人工智能决策缺乏解释,尤其是在医疗保健等关键情况下,引发了争论,甚至有人建议将黑盒人工智能排除在医疗保健服务之外。本文研究了医疗保健中无法解释的人工智能的影响和原因,批判性地评估了其性能,并提出了应对这一挑战的策略。
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引用次数: 0
Intellectual property rights over 'integrated' medical devices: the potential health impacts and bioethical implications of rightsholders' control. “综合”医疗设备的知识产权:权利持有人控制的潜在健康影响和生物伦理影响。
IF 1.7 4区 医学 Q1 LAW Pub Date : 2025-01-04 DOI: 10.1093/medlaw/fwaf001
Aisling M McMahon, Opeyemi I Kolawole

Despite extensive literature examining intellectual property rights (IPRs) and access to health, there has been limited examination of how IPRs can potentially impact the development, access to, delivery of, and use of medical devices. This article fills this gap, focusing on patent and copyright protections applicable to elements of medical devices that are attachable to or implanted into the human body, such as prostheses or pacemakers. Although the human body itself is not patentable in Europe (Article 5, Biotechnology Directive), elements of medical devices created outside the body are patentable. Moreover, certain aspects of such medical devices can be subject to copyright, and other types of IPRs. This article provides an overview of the types of IPRs that can apply over attachable and implantable medical devices. Following this, and focusing specifically on copyright and patent rights, it argues that such IPRs, alongside incentivizing technological development in certain contexts, also give rightsholders significant control over key aspects of how individuals use and access IP-protected elements of such devices, with the potential for health-related impacts and bioethical implications. Accordingly, the article argues that greater understanding and scrutiny are needed within the health law and bioethics communities around the potential impacts of IPRs over medical devices.

尽管有大量文献研究知识产权和获得健康的机会,但对知识产权如何可能影响医疗设备的开发、获取、交付和使用的研究有限。本文填补了这一空白,重点介绍了适用于可连接到人体或植入人体的医疗设备元素(如假体或起搏器)的专利和版权保护。虽然人体本身在欧洲不能获得专利(《生物技术指令》第5条),但体外制造的医疗设备的要素是可以获得专利的。此外,这类医疗设备的某些方面可能受到版权和其他类型知识产权的约束。本文概述了可用于附加和植入式医疗设备的知识产权类型。据此,并特别着重于版权和专利权,报告认为,这些知识产权除了在某些情况下激励技术发展外,还使权利人对个人如何使用和获取这些设备中受知识产权保护的要素的关键方面具有重大控制权,可能产生与健康有关的影响和生物伦理问题。因此,本文认为,卫生法和生物伦理界需要对知识产权对医疗设备的潜在影响有更多的了解和审查。
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引用次数: 0
Unlocking the promise of UK health data: considering the case for a charitable GP data trust. 解锁英国健康数据的承诺:考虑慈善全科医生数据信托的情况。
IF 1.8 4区 医学 Q1 LAW Pub Date : 2025-01-04 DOI: 10.1093/medlaw/fwae043
Caroline A B Redhead, Catherine Bowden, John Ainsworth, Nigel Burns, James Cunningham, Søren Holm, Sarah Devaney

The UK National Health Service general practice (GP) patient data constitute a rich research resource, but collecting, managing, and sharing patient data present challenges. In May 2021, to address these challenges, substantial changes to the system for processing pseudonymized GP patient data in England were announced. As part of an opt-out process, patient consent to sharing GP data was deemed to have been given. However, when over a million people quickly acted to opt out of the new system, the process was paused, and an engagement exercise commenced, whose aim was to inform a re-designed programme addressing patient concerns. In this article, we present and discuss the findings of the General Practice Data Trust pilot study, which has investigated people's reasons for opting out of sharing their data, and, looking for practical solutions to their concerns, has discussed with participants the concept of a 'data trust' to manage the sharing of patient data. Making a conceptual argument for the use of the (relatively new) charitable incorporated organization as a governance model for a GP data trust, we demonstrate how this could address patients' concerns and represent a more attractive means of stewarding GP data for research and service planning purposes.

英国国家卫生服务全科医生(GP)患者数据构成了丰富的研究资源,但收集、管理和共享患者数据存在挑战。2021年5月,为了应对这些挑战,英国宣布对处理假名GP患者数据的系统进行重大更改。作为选择退出过程的一部分,患者同意共享全科医生数据被视为已经给予。然而,当超过100万人迅速采取行动选择退出新系统时,这一进程被暂停,并开始了一项参与活动,其目的是为重新设计的方案提供信息,以解决患者的问题。在本文中,我们介绍并讨论了全科医生数据信任试点研究的结果,该研究调查了人们选择不共享数据的原因,并为他们的担忧寻找切实可行的解决方案,与参与者讨论了“数据信任”的概念,以管理患者数据的共享。我们对使用(相对较新的)慈善合并组织作为全科医生数据信托的治理模型进行了概念性论证,展示了这如何解决患者的问题,并代表了一种更有吸引力的管理全科医生数据的方法,用于研究和服务规划目的。
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引用次数: 0
Legal fictions and complex lived realities: attributing legal parenthood in P V Q & F & X [2024] EWFC 85 (B)(FAM). 王晓明,王晓明,王晓明,等。法律虚构与复杂的生活现实:法律亲子关系的归属[2024]。
IF 1.8 4区 医学 Q1 LAW Pub Date : 2025-01-04 DOI: 10.1093/medlaw/fwaf010
Anna Nelson
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引用次数: 0
Prismall v Google UK Ltd [2024] EWCA CIV 1516: misuse of private information in the medical context. [2024]中国医学信息学报,2004,(1):医学信息的滥用。
IF 1.8 4区 医学 Q1 LAW Pub Date : 2025-01-04 DOI: 10.1093/medlaw/fwaf009
Edward S Dove, Mark J Taylor
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引用次数: 0
G v Human Fertilisation and Embryology Authority [2024] EWHC 2453 (FAM): two distinct routes to posthumous fertility treatment. v人类受精和胚胎学管理局[2024]EWHC 2453 (FAM):两种不同的死后生育治疗途径。
IF 1.8 4区 医学 Q1 LAW Pub Date : 2025-01-04 DOI: 10.1093/medlaw/fwae046
Lisa Cherkassky, Emily Ottley
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引用次数: 0
How best to regulate voluntary assisted dying: a qualitative study of perceptions of Australian doctors and regulators. 如何最好地规范自愿协助死亡:对澳大利亚医生和监管机构看法的定性研究。
IF 1.8 4区 医学 Q1 LAW Pub Date : 2025-01-04 DOI: 10.1093/medlaw/fwae045
Ben P White, Casey M Haining, Lindy Willmott

It is widely accepted that voluntary assisted dying (VAD) should be regulated but little is known about the most effective way to regulate doctors in this setting. This article reports on empirical research conducted in two Australian states where VAD is lawful (Victoria and Western Australia). Interviews were conducted with 92 participants: one group comprised doctors providing VAD and the other group was regulators in this field. Participants were asked about how best to regulate doctors providing this service. Strikingly, both regulator and doctor participant groups were consistent with each other in their views on what constituted effective regulation. The nature of VAD was perceived by participants to require special regulation, although some felt this was overdone in these states. Reported features of effective regulation included regulators taking an educative approach, regulation being perceived as acceptable by doctors, and it being responsive and nimble to provide the guidance that doctors need. Participants also considered a range of regulatory tools were required to regulate VAD effectively, and some identified a need for these tools to be employed together in a holistic way. This article concludes with a set of principles for effective regulation of VAD, discerned from the views of participants.

自愿协助死亡(VAD)应受到监管这一点已被广泛接受,但人们对在这种情况下监管医生的最有效方法却知之甚少。本文报告了在澳大利亚两个自愿协助死亡合法的州(维多利亚州和西澳大利亚州)进行的实证研究。我们对 92 名参与者进行了访谈,其中一组是提供 VAD 的医生,另一组是这一领域的监管者。参与者被问及如何最好地监管提供这种服务的医生。令人吃惊的是,监管者和医生这两组参与者对什么是有效监管的看法是一致的。与会者认为,自愿性医疗援助的性质要求进行特殊监管,尽管有些人认为在这些州监管过度。据报告,有效监管的特点包括监管者采取教育方法,监管被医生认为是可接受的,以及监管反应灵敏,能够提供医生所需的指导。与会者还认为,要有效监管自愿药物滥用,需要一系列监管工具,其中一些人认为有必要以综合方式同时使用这些工具。本文最后根据与会者的意见,提出了一套有效监管自愿性评估的原则。
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引用次数: 0
Harnessing deliberative regulation to address inequities in accessing healthcare services in England. 利用审议性监管解决英格兰在获得医疗保健服务方面的不平等问题。
IF 1.8 4区 医学 Q1 LAW Pub Date : 2025-01-04 DOI: 10.1093/medlaw/fwae042
Sabrina Germain, Gianluca Veronesi

System-level decisions around the commissioning and provision of healthcare services in England have contributed to barriers in accessing the National Health Service. In this article, we ask how to better regulate resource allocation to ensure greater equity in access to healthcare services. First, we focus on the Health and Care Act 2022, which, drawing on principles of deliberative regulation to address health inequalities, initiates a shift away from previous regulatory approaches towards a collaborative decision-making model. We then shed light on the systemic factors creating and maintaining access barriers by considering shortcomings in previous regulatory approaches. With these in mind, we consider whether deliberative regulation-providing communities with resources to create normative solutions to intrinsic issues-could help address these systemic challenges. To assess the potential of laws or policies to achieve greater equity in healthcare, we also introduce an evaluative framework based on deliberative principles. We apply this framework to a case study of an Integrated Care System to gauge the extent to which the Health and Care Act 2022 has indeed been effectively adopting a deliberative approach by intentionally engaging marginalized communities in decision-making and devising accountability mechanisms for the allocation of healthcare resources.

在英格兰,围绕医疗服务的委托和提供的系统级决策导致了获取国民健康服务的障碍。在本文中,我们将探讨如何更好地规范资源分配,以确保获得医疗保健服务的更大公平性。首先,我们将重点放在《2022年卫生与保健法案》上,该法案利用审议监管原则来解决卫生不平等问题,启动了从以前的监管方法向协作决策模式的转变。然后,我们通过考虑以前的监管方法的缺点,阐明了产生和维持准入障碍的系统性因素。考虑到这些,我们考虑审议式监管——为社区提供资源,以制定针对内在问题的规范性解决方案——是否有助于应对这些系统性挑战。为了评估法律或政策在医疗保健方面实现更大公平的潜力,我们还引入了一个基于审议原则的评估框架。我们将这一框架应用于综合护理系统的案例研究,以衡量《2022年健康与护理法案》通过有意地让边缘化社区参与决策和设计医疗资源分配的问责机制,在多大程度上确实有效地采用了一种审议方法。
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引用次数: 0
The Public Mental Health Framework: thinking about law as preventive medicine. 公共精神卫生框架:将法律视为预防医学的思考。
IF 1.8 4区 医学 Q1 LAW Pub Date : 2025-01-04 DOI: 10.1093/medlaw/fwaf002
Kay E Wilson

Health, mental health, and well-being are not 'natural' but are shaped by social and environmental factors. This article aims to reorient the development of all laws and policies to do more to prevent mental ill-health and promote well-being as a core function of the contemporary state. It introduces a new conceptual and empirical model, the Public Mental Health Framework, based on three areas of research: (i) the social determinants of health and mental health, which include social structures and daily living conditions (such as poverty, inequality, education, employment, discrimination, adverse childhood experiences, and crime); (ii) health and human rights; and (iii) the intermediate social model of disability. It then explains how the Public Mental Health Framework can be incorporated into law and policy development through parliamentary analysis similar to that used for 'statements of compatibility' in the Human Rights Act 1998 (UK) and legislation such as the Wellbeing of Future Generations (Wales) Act 2015 (Wales), interdepartmental administrative structures, proactive strategic planning, and continued advocacy.

健康、心理健康和幸福不是“自然的”,而是由社会和环境因素塑造的。本文旨在重新调整所有法律和政策的发展方向,以更多地预防精神疾病和促进福祉,作为当代国家的核心功能。它引入了一个新的概念和经验模型,即公共心理健康框架,该模型基于三个研究领域:(i)健康和心理健康的社会决定因素,包括社会结构和日常生活条件(如贫困、不平等、教育、就业、歧视、不良童年经历和犯罪);㈡健康与人权;(三)残疾的中间社会模式。然后,它解释了如何通过议会分析将公共心理健康框架纳入法律和政策制定,类似于1998年《人权法》(联合王国)和2015年《后代福祉(威尔士)法》(威尔士)等立法中用于“兼容性声明”的分析、部门间行政结构、积极主动的战略规划和持续的宣传。
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引用次数: 0
Saying 'I'm sorry' at the bedside: when and why should apologies following medical mishaps be protected from legal liability? 在病床边说“对不起”:医疗事故后的道歉何时以及为什么应该免于承担法律责任?
IF 1.8 4区 医学 Q1 LAW Pub Date : 2025-01-04 DOI: 10.1093/medlaw/fwaf011
Shin Wei Sim, Lalit Kumar Radha Krishna, Gerard Porter

Patients harmed by medical mishaps are often driven to litigation because of a lack of apologies and candour rather than a desire for monetary compensation. Despite attempts at clinical negligence reform, patients continue to receive unsatisfactory responses. Physicians have cited fears of legal liability as a key reason for withholding apologies. Apology legislation has been proposed as a possible solution to encourage apologies by rendering them inadmissible as evidence of liability, thereby reducing the legal risks of apologies. Critics, however, contend that apology legislation may encourage strategic formulaic responses instead of compassionate patient-centred support. This article delivers a comprehensive rejoinder to these concerns, and argues that bold legislative change similar to that of Hong Kong's enactment of full apology protection aligns with English and Welsh clinical negligence reform goals. Through a robust comparative legal analysis of various jurisdictions in which apology laws have been enacted, this article explores the legal, ethical, and practical factors that contribute to the proper functioning of such laws. It then recommends concrete ways to improve the effectiveness of such laws in the context of clinical negligence reform, thereby removing barriers to apologetic discourse and breathing ethical and professional life into the doctor's apology.

受到医疗事故伤害的患者往往因为缺乏道歉和坦诚而提起诉讼,而不是希望获得金钱赔偿。尽管尝试对临床疏忽进行改革,但患者仍然得到不满意的反应。医生们表示,担心承担法律责任是拒绝道歉的一个关键原因。道歉立法被认为是一种可能的解决方案,通过使道歉不能作为责任证据,从而减少道歉的法律风险,从而鼓励道歉。然而,批评人士认为,道歉立法可能会鼓励策略性的公式化回应,而不是富有同情心的以患者为中心的支持。本文对这些问题进行了全面的反驳,并认为大胆的立法改革,类似于香港制定全面的道歉保护,符合英格兰和威尔士的临床过失改革目标。通过对已制定道歉法的不同司法管辖区进行强有力的法律比较分析,本文探讨了促成此类法律正常运作的法律、道德和实践因素。然后,它建议了具体的方法来提高这些法律在临床疏忽改革背景下的有效性,从而消除道歉话语的障碍,并将道德和职业生活融入医生的道歉中。
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引用次数: 0
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Medical Law Review
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