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Analysing the Suitability of Artificial Intelligence in Healthcare and the Role of AI Governance. 分析人工智能在医疗保健中的适用性和人工智能治理的作用。
IF 1.6 3区 哲学 Q2 ETHICS Pub Date : 2025-12-01 Epub Date: 2025-03-06 DOI: 10.1007/s10728-025-00514-5
Zhenwei You, Yahui Wang, Yineng Xiao

In recent years, artificial intelligence (AI) has become more important in healthcare. It has the ability to completely change how patients are diagnosed, treated, and cared for. To make sure AI is properly supervised in healthcare, many problems need to be solved. This calls for a broad approach that includes policy, technology, and involving important people. This study investigates the governance of AI within healthcare, highlighting the importance of policy, technology, and stakeholder engagement. Adopting a mixed-methods research design, the study encompasses surveys, interviews, and document analysis to comprehensively explore diverse perspectives on AI governance. Purposive sampling techniques were employed to gather 897 valid samples, ensuring diversity across stakeholder groups. Surveys gathered quantitative data on demographic characteristics and attitudes toward AI governance, while interviews provided deeper insights into stakeholders' experiences and recommendations. Document analysis supplemented data collection by reviewing policy documents, guidelines, and academic literature related to AI governance. This study merges quantitative and qualitative data to thoroughly investigate AI governance, enabling the identification of policy implications and actionable recommendations. This study contributes novel insights by adopting a comprehensive approach to AI governance in healthcare, integrating policy, technology, and stakeholder engagement perspectives. Unlike previous studies focusing solely on individual aspects of AI governance, this research provides a holistic understanding of the complex dynamics involved. This research offers important insights into AI governance by investigating the impact of stakeholder engagement, ethical considerations, digital health disparities, governance structures, and health communication strategies on AI integration in healthcare, ultimately aiding in policy development and implementation.

近年来,人工智能(AI)在医疗保健领域变得越来越重要。它有能力彻底改变病人的诊断、治疗和护理方式。要确保人工智能在医疗保健领域得到适当监管,需要解决许多问题。这就需要采取包括政策、技术和重要人物参与在内的广泛方法。本研究调查了医疗保健领域的人工智能管理,强调了政策、技术和利益相关者参与的重要性。本研究采用混合方法研究设计,包括调查、访谈和文件分析,以全面探讨有关人工智能治理的不同观点。研究采用了有目的的抽样技术,收集了 897 个有效样本,确保了利益相关者群体的多样性。调查收集了有关人口特征和对人工智能治理态度的定量数据,而访谈则深入探讨了利益相关者的经验和建议。文件分析通过审查与人工智能治理相关的政策文件、指导方针和学术文献,对数据收集进行了补充。本研究融合了定量和定性数据,对人工智能治理进行了深入研究,从而确定了政策影响和可行建议。本研究对医疗保健领域的人工智能治理采用了综合方法,整合了政策、技术和利益相关者参与的视角,从而提出了新颖的见解。与以往仅关注人工智能治理个别方面的研究不同,本研究提供了对所涉及的复杂动态的整体理解。本研究通过调查利益相关者参与、伦理考虑、数字健康差异、治理结构和健康传播策略对人工智能融入医疗保健的影响,为人工智能治理提供了重要见解,最终有助于政策的制定和实施。
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引用次数: 0
Impact of Mindfulness, Emotional Intelligence, and Employee Well-being on Mental Healthcare of Workers' Affectiveness: The Mediating Role of Employee Satisfaction and the Moderating Effect of Digital Leadership. 正念、情绪智力和员工幸福感对员工情感心理健康的影响:员工满意度的中介作用和数字领导的调节作用
IF 1.6 3区 哲学 Q2 ETHICS Pub Date : 2025-12-01 Epub Date: 2025-05-28 DOI: 10.1007/s10728-025-00523-4
Junjian Zheng, Hao Hong, Nan Wang, JiuJian Sun, Xiaowei Xu

Recently, the most critical psychological challenges have compelled healthcare professionals to confront their mental health issues. Consequently, many employees experiencing elevated levels of psychological stress have reported disengagement and dissatisfaction across various aspects of their work. Given the strong association between individual well-being and job satisfaction, how healthcare employees regulate their emotions and psychological health to attain job satisfaction remains largely unexplored. To address this issue, the present study investigates the effects of mindfulness, emotional intelligence, and employee well-being on healthcare workers' emotional and mental health while considering the mediating role of employee satisfaction and the moderating role of digital leadership. Data were collected through a structured questionnaire distributed to 633 healthcare employees in China. We employed SPSS and Smart PLS for reliability, discriminant validity, and structural equation modeling analyses. The findings reveal that mindfulness (MFN), emotional intelligence (EI), and employee well-being (EWB) significantly and positively influence both emotional health (EH) and mental health (MH). Furthermore, employee satisfaction (ES) mediated the relationship between mindfulness, emotional intelligence, and employee well-being to emotional and mental health. The moderating role of digital leadership (DL) was also examined, demonstrating its influence on emotional and mental health. These findings hold important implications for healthcare professionals, managers, policymakers, practitioners, and other stakeholders seeking to enhance employee well-being and job satisfaction in healthcare settings.

最近,最关键的心理挑战已经迫使医疗保健专业人员面对他们的心理健康问题。因此,许多经历了高水平心理压力的员工报告说,他们在工作的各个方面都不投入和不满。考虑到个人幸福感和工作满意度之间的强烈联系,医疗保健员工如何调节自己的情绪和心理健康以获得工作满意度在很大程度上仍未被探索。为了解决这一问题,本研究考察了正念、情绪智力和员工幸福感对医护人员情绪和心理健康的影响,同时考虑了员工满意度的中介作用和数字领导的调节作用。数据通过结构化问卷收集到633名中国医疗从业人员。我们使用SPSS和Smart PLS进行信度、判别效度和结构方程模型分析。研究发现,正念(MFN)、情绪智力(EI)和员工幸福感(EWB)对情绪健康(EH)和心理健康(MH)均有显著的正向影响。此外,员工满意度在正念、情绪智力、员工幸福感对情绪和心理健康的影响中起中介作用。研究还考察了数字领导(DL)的调节作用,证明了其对情绪和心理健康的影响。这些发现对医疗保健专业人员、管理人员、政策制定者、从业者和其他寻求提高员工福利和工作满意度的利益相关者具有重要意义。
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引用次数: 0
Consanguineous Marriage: Law and Public Health. 近亲婚姻:法律与公共卫生。
IF 1.6 3区 哲学 Q2 ETHICS Pub Date : 2025-12-01 Epub Date: 2025-10-10 DOI: 10.1007/s10728-025-00541-2
Nicola Glover-Thomas

This article examines the complex interplay of cultural practices, genetic health risks, and evolving legal frameworks surrounding consanguineous marriage, with a focus on England and Wales. Consanguineous unions, increase offspring's risk of autosomal recessive genetic disorders and congenital anomalies due to heightened homozygosity. The 'Born in Bradford' study revealed that 37% of babies in the cohort were born to related parents, with over 60% of marriages in the Pakistani-origin population being consanguineous. This was associated with a near doubling of the congenital anomaly risk (3% to 6%) and accounted for an estimated 30% of all congenital anomalies and 25% of infant mortality in Bradford. While Norway and Sweden have recently banned or are set to ban first-cousin marriages, citing public health and forced marriage concerns, England and Wales maintain a permissive stance. Proposed legislation, like the Marriage (Prohibited Degrees of Relationship) Bill 2025, aims to prohibit these unions and is argued to mitigate NHS strain. However, such proposals face significant human rights challenges (right to marry, privacy, non-discrimination) and concerns about driving the practice underground. The paper concludes by advocating for nuanced, culturally sensitive public health strategies-including enhanced genetic counselling, targeted education, and proactive screening-to empower informed choice and improve health outcomes without legal coercion, aiming to balance state responsibility with individual and cultural freedoms.

本文以英格兰和威尔士为重点,探讨了围绕近亲婚姻的文化习俗、遗传健康风险和不断发展的法律框架之间复杂的相互作用。近亲结合会增加后代患常染色体隐性遗传疾病和先天性异常的风险,因为纯合性增高。这项名为“出生在布拉德福德”的研究显示,该队列中37%的婴儿是由近亲父母所生,超过60%的巴基斯坦裔婚姻是近亲婚姻。这与先天性异常风险增加近一倍(3%至6%)有关,估计占布拉德福德所有先天性异常的30%和婴儿死亡率的25%。挪威和瑞典最近以公共健康和强迫婚姻为由,禁止或准备禁止近亲结婚,而英格兰和威尔士则保持宽容的立场。拟议的立法,如《2025年婚姻(禁止关系程度)法案》,旨在禁止这些结合,并被认为是为了减轻NHS的压力。然而,这些建议面临着重大的人权挑战(结婚权、隐私权、不歧视),并担心这种做法会被转入地下。最后,该报告主张采取细致入微、文化敏感的公共卫生战略,包括加强遗传咨询、有针对性的教育和主动筛查,以增强知情选择能力,在没有法律强制的情况下改善健康结果,旨在平衡国家责任与个人和文化自由。
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引用次数: 0
Price Transparency and Patient Empowerment. 价格透明度和患者赋权。
IF 1.6 3区 哲学 Q2 ETHICS Pub Date : 2025-11-27 DOI: 10.1007/s10728-025-00550-1
Alicia Hall

Health care price transparency tools have proliferated across the United States in recent years. While these tools are primarily intended to help control rising healthcare costs, they are also frequently described as empowering patients by providing the financial information needed to make more fully informed decisions about medical care. If these tools do empower patients, then the money and time invested in developing and maintaining them could plausibly be justified even if price transparency proves largely ineffective at cost-containment. Using Nancy Kass's public health ethics framework, I explore whether price transparency can rightly be seen as achieving the aim of empowering patients. In examining this issue, I distinguish between what I call passive price transparency initiatives (where the information is made available for patients to find, should they choose to look for it) from active price transparency initiatives (where information about costs is given directly to patients). Most existing price transparency initiatives are passive, and I argue that these programs, rather than empowering patients, instead risk increasing patient burdens in a way that is most significant for those who are already worse off. Only active price transparency (in other words, price disclosure) can be seen as empowering patients in a fair and not overly burdensome way.

近年来,医疗价格透明工具在美国遍地开花。虽然这些工具的主要目的是帮助控制不断上升的医疗保健成本,但它们也经常被描述为通过提供必要的财务信息来增强患者的权能,从而使他们在医疗保健方面做出更充分的知情决定。如果这些工具确实赋予患者权力,那么投入在开发和维护这些工具上的金钱和时间似乎是合理的,即使价格透明度在控制成本方面基本上无效。利用南希·卡斯(Nancy Kass)的公共卫生伦理框架,我探讨了价格透明度是否可以被正确地视为实现赋予患者权力的目标。在研究这个问题时,我区分了我所谓的被动价格透明度倡议(如果患者选择查找信息,则向患者提供信息)和主动价格透明度倡议(直接向患者提供有关成本的信息)。大多数现有的价格透明倡议都是被动的,我认为这些项目不是赋予患者权力,而是冒着增加患者负担的风险,这对那些已经很糟糕的人来说是最重要的。只有积极的价格透明(换句话说,价格披露)才能被视为以公平而不是过度负担的方式赋予患者权力。
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引用次数: 0
Moral Challenges and Responsibilities in Caring for Relatives of Older Nursing Home Residents During the COVID-19 Pandemic in Sweden. 2019冠状病毒病大流行期间瑞典养老院老人关爱的道德挑战与责任
IF 1.6 3区 哲学 Q2 ETHICS Pub Date : 2025-11-27 DOI: 10.1007/s10728-025-00551-0
Pier Jaarsma, My Eklund Saksberg, Therése Bielsten, Suzanne Cahill, Tiny Jaarsma, Petra Gelhaus

Caring for relatives of older nursing home residents during COVID-19 was sometimes morally challenging for nursing home nurses. We identified four moral challenges: (1) providing versus withholding information, (2) respecting relatives' wishes versus acting in accordance with professional standards, (3) acting in accordance with versus contrary to advance care plans, and (4) heeding versus ignoring visiting prohibitions. Care ethicist Margaret Urban Walker's framework of moral responsibility together with values listed in the ICN code of ethics for nurses were used as points of departure for reflection on these moral challenges. Each challenge was described, and moral responsibilities were charted and discussed in terms of moral relationships between nursing home nurses and the relatives of older residents, nurses' moral identity as a nurse, and nursing's moral values as listed in the ICN code of ethics for nurses. Nursing home nurses' moral responsibilities could be connected to many moral values of the nursing profession, such as empathy, responsiveness, caring, advocacy, equality, inclusivity, and compassion. However, these values have a limited effect on direct moral action, as different values can be addressed for opposite action alternatives.

在2019冠状病毒病期间照顾养老院老人的亲属,有时对养老院护士来说是一项道德挑战。我们确定了四个道德挑战:(1)提供信息与隐瞒信息;(2)尊重亲属意愿与按照专业标准行事;(3)按照预先护理计划行事与违反预先护理计划行事;(4)遵守与无视探视禁令。护理伦理学家Margaret Urban Walker的道德责任框架以及ICN护士道德准则中列出的价值观被用作反思这些道德挑战的出发点。本文描述了每个挑战,并从养老院护士与老年居民亲属之间的道德关系、护士作为护士的道德认同以及ICN护士道德准则中列出的护士道德价值观等方面,绘制了道德责任图表并进行了讨论。养老院护士的道德责任可以与护理职业的许多道德价值观联系起来,比如同理心、反应能力、关怀、倡导、平等、包容和同情。然而,这些价值观对直接道德行为的影响有限,因为不同的价值观可以解决相反的行动选择。
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引用次数: 0
Meaning, Fulfillment, and the Work of Healthcare. 医疗保健的意义、实现和工作。
IF 1.6 3区 哲学 Q2 ETHICS Pub Date : 2025-11-14 DOI: 10.1007/s10728-025-00547-w
Begoña Errasti-Ibarrondo, Gillian Lemermeyer, Michael van Manen

Experiencing meaning and fulfillment in healthcare work is recognized as important for those in nursing, medicine, respiratory therapy, social work, and other health disciplines. Critically, moral distress, compassion fatigue, staff burnout, and individual health have all been linked as related phenomena when such experiences are compromised. And yet, we may question whether we truly understand the meaning of meaningfulness and fulfillment. What calls health providers to come to work, again and again, despite the complex and difficult situations that they have to deal with? What are sources of meaning and fulfillment? How do we understand these phenomena? The context of newborn intensive care deserves special consideration as healthcare providers manage clinical acuity, respond to infant illness, support stressed families, navigate ethical decision-making, and work through complex team dynamics. In this paper, we explore and reflect on anecdotes of meaning and fulfillment as described by healthcare providers to explicate these phenomena.

对于护理、医学、呼吸治疗、社会工作和其他健康学科的人来说,在医疗保健工作中体验意义和成就感是非常重要的。重要的是,当这些经历受到损害时,道德痛苦、同情疲劳、员工倦怠和个人健康都被视为相关现象。然而,我们可能会质疑我们是否真正理解了意义和满足的意义。是什么让医疗服务提供者不顾他们必须处理的复杂和困难的情况,一次又一次地来工作?意义和满足的来源是什么?我们如何理解这些现象?新生儿重症监护的背景值得特别考虑,因为医疗保健提供者管理临床敏锐度,应对婴儿疾病,支持有压力的家庭,引导道德决策,并通过复杂的团队动态工作。在本文中,我们探索和反思的意义和履行的轶事描述的医疗服务提供者来解释这些现象。
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引用次数: 0
From Habit to Justification: A Dual Process Theory Approach to Primary Care Bypassing in China. 从习惯到辩护:中国初级保健回避的双重过程理论研究。
IF 1.6 3区 哲学 Q2 ETHICS Pub Date : 2025-11-04 DOI: 10.1007/s10728-025-00548-9
Bo Li

China's tiered healthcare system is designed to guide patients through a two-way referral process, with primary care as the first point of contact. However, prevalent bypassing of lower-tier facilities undermines the system's effectiveness. While previous research has examined healthcare choices, the cognitive drivers of bypassing behaviour remain insufficiently understood. A case study design was employed, involving 23 semi-structured interviews with hypertensive patients in Shenzhen. Deductive thematic analysis, guided by dual process theory, explored the cognitive mechanisms underlying bypassing, focusing on intuitive (System 1) and deliberative (System 2) decision-making. Bypassing behaviour emerged from the interplay between Systems 1 and 2 processes. System 1, driven by automatic heuristics, reinforced habitual hospital use and social norms, maintaining status quo bias and the belief that tertiary hospitals offer superior care. System 2, involving reflective risk assessment, led patients to favour hospitals due to concerns over service quality and adequacy. Importantly, System 1 established bypassing as the default, while System 2 provided retrospective justifications, entrenching this decision. However, a subset of patients, influenced by health status and personal circumstances, exhibited more flexibility, opting for primary care for convenience or accessibility. This delineates the cognitive model's boundary conditions, revealing that behavioural outcomes are not deterministic but contingent on individual and situational factors. The application of dual process theory offers a nuanced understanding of bypassing behaviour within China's tiered healthcare system, emphasising the roles of both instinctive and analytical cognitive processes. Findings suggest the need for multidimensional interventions targeting both cognitive pathways to improve primary care utilisation.

中国的分层医疗体系旨在引导患者通过双向转诊过程,以初级保健为第一接触点。然而,普遍存在的对低级别设施的绕过破坏了系统的有效性。虽然以前的研究已经检查了医疗保健选择,但对绕道行为的认知驱动因素仍然没有充分了解。采用个案研究设计,对深圳地区23例高血压患者进行半结构化访谈。演绎主题分析以双过程理论为指导,以直觉决策(系统1)和审慎决策(系统2)为重点,探讨规避行为背后的认知机制。旁路行为出现在系统1和系统2进程之间的相互作用中。在自动启发式的驱动下,系统1强化了习惯性的医院使用和社会规范,维持了现状偏见和三级医院提供优质护理的信念。系统2涉及反思风险评估,由于对服务质量和充分性的关注,导致患者倾向于医院。重要的是,系统1将旁路设置为默认设置,而系统2提供了回顾性的理由,巩固了这一决定。然而,受健康状况和个人情况的影响,一部分患者表现出更大的灵活性,选择方便或可及的初级保健。这描述了认知模型的边界条件,揭示了行为结果不是确定的,而是取决于个人和情境因素。双过程理论的应用为中国分层医疗体系中的规避行为提供了细致入微的理解,强调了本能和分析性认知过程的作用。研究结果表明,需要针对这两种认知途径进行多维干预,以提高初级保健的利用率。
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引用次数: 0
Layperson and Healthcare Professional Experiences of Medical Misinformation About Masks on Social Media During the Covid-19 Pandemic: A Thematic Framework Analysis. Covid-19大流行期间社交媒体上关于口罩的医疗错误信息的外行人和医疗保健专业人员的经验:专题框架分析。
IF 1.6 3区 哲学 Q2 ETHICS Pub Date : 2025-11-03 DOI: 10.1007/s10728-025-00546-x
Daniel Robinson, Steven Agius, Alistair Warren

This study aimed to compare how healthcare professionals and laypeople from the UK engaged with and confronted misinformation about masks on social media and some of the barriers encountered, applying connectivism as a theoretical lens to interpret findings. Using thematic framework analysis, 12 in-depth interviews were conducted with participants consisting of seven healthcare professionals and five laypeople who actively use the social media website Twitter (now known as X). Interviews were recorded, transcribed verbatim and analysed iteratively using constant comparison and line-by-line coding. After coding of the first few interviews a working analytical framework was developed by comparing codes and grouping them together into categories. This was later applied to the subsequent interview transcripts. Analysis revealed six key categories: social capital (e.g., celebrity status), emotion (e.g., fear, anger, and burnout), culture (e.g., politics and toxic social media culture), social media dynamics (e.g., information overload), communication (e.g., managing cognitive load), and belief (e.g., beliefs being fixed and difficult to change). Our study suggests that healthcare professionals must actively engage with the public on social media by providing clear, evidence-based information, correcting false claims, and fostering trust through transparent communication. Interpreting our findings through a connectivist perspective highlights how digital networks shape trust and learning in online health discourse. Wider society, including tech companies and policymakers, should implement stronger fact-checking mechanisms, promote digital literacy, and support regulations that curb the spread of harmful health misinformation.

本研究旨在比较来自英国的医疗保健专业人员和外行人如何接触和面对社交媒体上关于口罩的错误信息以及遇到的一些障碍,并应用连接主义作为理论视角来解释研究结果。使用主题框架分析,对参与者进行了12次深度访谈,参与者包括7名医疗保健专业人员和5名积极使用社交媒体网站Twitter(现在称为X)的外行人。访谈被记录下来,逐字转录,并使用不断比较和逐行编码进行迭代分析。在对前几次访谈进行编码后,通过比较代码并将它们分组到一起,形成了一个有效的分析框架。这后来被应用到随后的采访笔录中。分析揭示了六个关键类别:社会资本(例如,名人地位)、情感(例如,恐惧、愤怒和倦怠)、文化(例如,政治和有毒的社交媒体文化)、社交媒体动态(例如,信息过载)、沟通(例如,管理认知负荷)和信仰(例如,信念是固定的和难以改变的)。我们的研究表明,医疗保健专业人员必须在社交媒体上积极与公众互动,提供清晰的、基于证据的信息,纠正虚假声明,并通过透明的沟通培养信任。从连接主义的角度解释我们的发现,强调了数字网络如何在在线健康话语中塑造信任和学习。更广泛的社会,包括科技公司和政策制定者,应该实施更强有力的事实核查机制,促进数字素养,并支持遏制有害健康错误信息传播的法规。
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引用次数: 0
The Function of Non-invasive Prenatal Testing (NIPT) Request Forms in the Australian Context. 非侵入性产前检测(NIPT)申请表在澳大利亚的功能。
IF 1.6 3区 哲学 Q2 ETHICS Pub Date : 2025-10-24 DOI: 10.1007/s10728-025-00543-0
Hilary Bowman-Smart, Molly Johnston, Michelle Taylor-Sands, Lisa Hui, Catherine Mills

Non-invasive prenatal testing (NIPT) is offered on a user-pays basis in Australia, with a range of providers and services available. A key concern raised about NIPT provision is the impact on informed consent of possible routinization of testing. Given these concerns, the documents, forms and informational material used in clinical practice are of critical importance. Test-specific request forms produced by commercial providers are frequently used in Australia, but there is a lack of clarity about the function or role of these forms. Some are labelled as "request forms", while others include references to "informed consent". Our aim in this study was to assess the range of functions that these forms may serve. We performed an online search for forms available from Australian providers in 2024 and applied a modified version of the Evaluative Linguistic Framework to a final list of eight forms. Our findings indicate significant heterogeneity and ambiguity in the function of these forms. We suggest these forms play a role in the performance of informed consent as a clinical ritual. Documents and forms can play a supportive role in counselling related to NIPT, but this supportive role should be recognized and articulated. These findings can inform the way healthcare professionals in Australia and other settings approach NIPT provision.

在澳大利亚,无创产前检测(NIPT)是在用户付费的基础上提供的,有一系列的提供者和服务。对NIPT规定提出的一个关键关切是对可能的常规检测的知情同意的影响。考虑到这些问题,临床实践中使用的文件、表格和信息材料至关重要。澳大利亚经常使用由商业提供者制作的特定于测试的请求表单,但是这些表单的功能或作用缺乏明确的规定。有些被标记为“请求表格”,而另一些则包含“知情同意”的内容。我们在这项研究中的目的是评估这些形式可能服务的功能范围。我们在2024年对澳大利亚供应商提供的表格进行了在线搜索,并将修改版本的评估语言框架应用于最终的8个表格列表。我们的研究结果表明,这些形式的功能具有显著的异质性和模糊性。我们建议这些形式在知情同意作为临床仪式的表现中发挥作用。文件和表格可以在与NIPT有关的咨询中发挥支持作用,但这种支持作用应该得到承认和阐明。这些发现可以告知医疗保健专业人员在澳大利亚和其他设置方法NIPT提供。
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引用次数: 0
"Low Risk, High Happiness": A Review of Openly Declared Ethical and Legal Practices in Voice Biomarker Health-Tech Start-Ups. “低风险,高幸福”:语音生物标志物健康技术初创企业公开宣布的伦理和法律实践综述。
IF 1.6 3区 哲学 Q2 ETHICS Pub Date : 2025-10-15 DOI: 10.1007/s10728-025-00539-w
Hortense Gallois, Luka Ivkovic, Emily Evangelista, Yael Bensoussan, Jean-Christophe Bélisle-Pipon

Voice biomarker research is fueling a growing health-tech market, largely driven by start-ups. Yet, there is limited scholarship on how start-ups navigate the legal uncertainty surrounding voice data protection and the rising expectations for responsible AI. This study reviews the ethical, legal and regulatory practices as stated on the websites of 27 start-ups using voice as a biomarker in health-tech. The review reveals substantial disparities in the availability, readability and content of the information disclosed, especially regarding privacy policies, with only a few websites offering product-specific, transparent, and comprehensive privacy policies. Significant differences also emerged in the start-ups' terms of use and regulatory compliance statements, likely reflecting the novelty of the field, disparity in legal and regulatory requirements, and the absence of sector-specific ethical guidance. For example, while most start-ups reference compliance with data protection frameworks (e.g., HIPAA, GDPR), many fall short of best practices for transparency, accountability, and user-centered communication. We argue that the success of start-ups in health-tech depends on their capacity to capture and retain the attention of potential end-users and investors. By adopting accessible, transparent and forward-looking communication on how they frame their legal and ethical responsibilities in practice, start-ups can not only ensure legal and regulatory compliance but build trust and support sustainable innovation. This work identifies key best practices for voice AI start-ups to consider and lays the foundation for future research, including surveys and longitudinal tracking, to better understand the evolving landscape of ethical and legal practices in voice biomarker and voice AI health-tech.

语音生物标志物研究正在推动一个不断增长的健康技术市场,这主要是由初创企业推动的。然而,关于初创企业如何应对围绕语音数据保护的法律不确定性以及对负责任的人工智能日益增长的期望,学术界的研究有限。本研究回顾了27家使用语音作为健康技术生物标志物的初创企业网站上所述的伦理、法律和监管实践。审查显示,在信息披露的可用性、可读性和内容方面存在巨大差异,特别是在隐私政策方面,只有少数网站提供特定于产品的、透明的和全面的隐私政策。在初创企业的使用条款和监管合规声明中也出现了显著差异,这可能反映了该领域的新颖性、法律和监管要求的差异,以及缺乏特定行业的道德指导。例如,虽然大多数初创企业都提到遵守数据保护框架(例如,HIPAA、GDPR),但许多初创企业在透明度、问责制和以用户为中心的沟通方面缺乏最佳实践。我们认为,医疗科技初创企业的成功取决于它们吸引和留住潜在最终用户和投资者注意力的能力。通过在实践中就如何构建法律和道德责任进行无障碍、透明和前瞻性的沟通,初创企业不仅可以确保遵守法律和监管,还可以建立信任并支持可持续创新。这项工作确定了语音人工智能初创企业需要考虑的关键最佳实践,并为未来的研究奠定了基础,包括调查和纵向跟踪,以更好地了解语音生物标志物和语音人工智能健康技术中道德和法律实践的不断变化的格局。
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引用次数: 0
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