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人工智能在姑息治疗沟通中的应用:一项叙述性综述

The Use of Artificial Intelligence in Palliative Care Communication: A Narrative Review.

作者信息

Pinto Andrea, Santos Catarina, Aguiar Rita, Oliveira Sara, Cunha Daniela

机构信息

Nursing, Hospital Dr. Nélio Mendonça, Funchal, PRT.

Medical-Surgical Nursing, Escola Superior de Saúde Norte da Cruz Vermelha Portuguesa, Oliveira de Azeméis, PRT.

出版信息

Cureus. 2025 Mar 13;17(3):e80524. doi: 10.7759/cureus.80524. eCollection 2025 Mar.

DOI:10.7759/cureus.80524
PMID:40225512
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11993275/
Abstract

Technological advances, such as "machine learning" and "natural language processing," have enabled systems and machines to perform complex tasks that previously required human intervention. Artificial intelligence (AI) has emerged as one of the most significant advancements in the healthcare sector, playing a key role in the evolution of palliative care (PC). Our main objective was to explore how AI can improve the quality of communication in decision-making in PC.  A narrative review was conducted to obtain an interpretative synthesis and a comprehensive perspective on the subject under analysis. The research was carried out using the terms "Palliative Care," "Communication," "Artificial Intelligence," "Forecasting" and "Decision Making." Nine articles were included in the study, and after data analysis under Jean Watson's Theory of Transpersonal Caring, four categories were defined that respond to the proposed objective: person-centred care and authentic relationships, decision support based on individualised knowledge, facilitation of transparent communication and advanced care planning, promotion of a healing environment and emotional well-being and education of health professionals and critical reflection. As a result, we identified the need for a multifaceted approach, involving the continuous validation of models, proper training of healthcare professionals and engagement of individuals in decision-making processes. This ensures that decisions are grounded in robust evidence and ethical principles, making sure that AI acts as a true ally rather than a source of additional risks. In conclusion, AI can effectively be a valuable support tool in decision-making, but it is crucial that professionals remain aware of its limitations and can apply critical judgment in each situation.

摘要

诸如“机器学习”和“自然语言处理”等技术进步,使系统和机器能够执行以前需要人工干预的复杂任务。人工智能(AI)已成为医疗保健领域最重要的进步之一,在姑息治疗(PC)的发展中发挥着关键作用。我们的主要目标是探索人工智能如何提高姑息治疗决策中的沟通质量。进行了一项叙述性综述,以获得对所分析主题的解释性综合和全面观点。研究使用了“姑息治疗”“沟通”“人工智能”“预测”和“决策”等术语。该研究纳入了九篇文章,在根据琼·沃森的超个人关怀理论进行数据分析后,定义了四类以回应提出的目标:以患者为中心的护理和真实关系、基于个性化知识的决策支持、促进透明沟通和高级护理计划、促进康复环境和情绪健康以及对卫生专业人员的教育和批判性反思。结果,我们确定需要一种多方面的方法,包括对模型的持续验证、对医疗保健专业人员的适当培训以及让个人参与决策过程。这确保决策基于有力的证据和道德原则,确保人工智能成为真正的盟友而不是额外风险的来源。总之,人工智能可以有效地成为决策中的宝贵支持工具,但至关重要的是,专业人员要意识到其局限性,并能在每种情况下运用批判性判断。

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本文引用的文献

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Harnessing health information technology to promote equitable care for patients with limited English proficiency and complex care needs.利用健康信息技术促进为英语水平有限和医疗需求复杂的患者提供公平的护理。
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Conversational Agents in Palliative Care: Potential Benefits, Risks, and Next Steps.在姑息治疗中使用会话代理:潜在的益处、风险和下一步措施。
J Palliat Med. 2024 Mar;27(3):296-300. doi: 10.1089/jpm.2023.0534. Epub 2024 Jan 12.
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Can Artificial Intelligence aid communication? Considering the possibilities of GPT-3 in Palliative care.人工智能能助力沟通吗?探讨GPT-3在姑息治疗中的可能性。
Indian J Palliat Care. 2023 Oct-Dec;29(4):418-425. doi: 10.25259/IJPC_155_2023. Epub 2023 Oct 18.
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"You Are Not Alone": The Allure and Limitations of Artificial Intelligence in Serious Illness Communication.“你并不孤单”:人工智能在重症疾病沟通中的魅力与局限
J Palliat Med. 2024 Jan;27(1):7-9. doi: 10.1089/jpm.2023.0471. Epub 2023 Nov 21.
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Ethical considerations in implementing AI for mortality prediction in the emergency department: Linking theory and practice.急诊科实施人工智能进行死亡率预测中的伦理考量:理论与实践的联系
Digit Health. 2023 Oct 11;9:20552076231206588. doi: 10.1177/20552076231206588. eCollection 2023 Jan-Dec.
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Prediction of Survival in Patients with Advanced Cancer: A Narrative Review and Future Research Priorities.晚期癌症患者生存预测:一项叙述性综述及未来研究重点
J Hosp Palliat Care. 2023 Mar 1;26(1):1-6. doi: 10.14475/jhpc.2023.26.1.1.
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An Acoustical and Lexical Machine-Learning Pipeline to Identify .利用声学和词汇机器学习管道识别.
J Palliat Med. 2023 Dec;26(12):1627-1633. doi: 10.1089/jpm.2023.0087. Epub 2023 Jul 13.
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Artificial Intelligence Supporting the Training of Communication Skills in the Education of Health Care Professions: Scoping Review.人工智能支持医疗保健专业教育中的沟通技巧培训:范围综述。
J Med Internet Res. 2023 Jun 19;25:e43311. doi: 10.2196/43311.
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Recent advances in artificial intelligence applications for supportive and palliative care in cancer patients.人工智能在癌症患者支持性和姑息治疗中的应用的最新进展。
Curr Opin Support Palliat Care. 2023 Jun 1;17(2):125-134. doi: 10.1097/SPC.0000000000000645. Epub 2023 Apr 6.
10
Applications of Machine Learning in Palliative Care: A Systematic Review.机器学习在姑息治疗中的应用:一项系统综述
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