缓解瘤学大语言模型的伦理问题:系统性审查
Shuang Zhou1, Xingyi Liu2, Zidu Xu3
1Division of Computational Health Sciences, Department of Surgery, University of Minnesota, Minneapolis, MN.
JCO clinical cancer informatics
|September 24, 2025
概括
大型语言模型 (LLM) 提供了瘤学方面的好处,但也引发了伦理方面的担忧. 本次审查确定了六个关键挑战,并评估了在癌症护理中负责任地部署人工智能的技术解决方案.
科学领域:
- 在瘤学中使用人工智能
- 医疗信息学 医疗信息学
- 生物伦理学生物伦理学
背景情况:
- 大型语言模型 (LLM) 在瘤学任务中表现有前途,例如癌症分期.
- 包括数据隐私,偏见和透明度在内的伦理问题阻碍了在高风险的医疗环境中采用LLM.
研究的目的:
- 探索瘤学LLM应用的伦理挑战.
- 评估解决这些伦理问题的新兴技术.
主要方法:
- 按照PRISMA指南进行系统审查.
- 搜索了八个学术数据库 (2019年1月至2024年12月).
- 包括来自4,319篇获取文章的65篇相关出版物.
主要成果:
- 确定了六个普遍的伦理挑战:信任,公平,隐私,透明度,非有害性和问责制.
- 评估了技术解决方案,以减轻这些道德问题.
- 总结了评估解决方案有效性的指标.
结论:
- 为负责的LLM在瘤学部署提供了可行的建议.
- 旨在确保道德AI的遵守,并改善患者的治疗结果.
- 建立了瘤学道德AI的框架,并确定了未来的研究方向.
更多相关视频
05:47Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
1.3K
08:52Profiling Sensitivity to Targeted Therapies in EGFR-Mutant NSCLC Patient-Derived Organoids
Published on: November 22, 2021
4.6K
相关概念视频
Nursing Ethical Principles II
2.1K
Ethical principles are essential in guiding nurses to fulfill their responsibilities, focusing on the quality of nursing care and decision-making. These principles, including autonomy, beneficence, non-maleficence, justice, and fidelity, shape the ethical framework within healthcare settings.
Consider the following scenario, which illustrates how these principles are applied in the care of Mr. John, a fifty-year-old teacher diagnosed with metastatic liver cancer.
Initially, Mr. John's...
Consider the following scenario, which illustrates how these principles are applied in the care of Mr. John, a fifty-year-old teacher diagnosed with metastatic liver cancer.
Initially, Mr. John's...
2.1K
Ethical Issues
2.0K
Nurses are essential in patient care, upholding the ethical principles of their profession and effectively navigating ethical dilemmas. Neglecting ethical issues can lead to inadequate patient care, compromised therapeutic relationships, and moral distress among healthcare workers.
Ethical Concerns in Healthcare:
Ethical Concerns in Healthcare:
2.0K
Combination Therapies and Personalized Medicine
5.9K
Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
5.9K
Cancer Therapies
9.8K
Cancer therapies are various modes of treatment, such as surgery, radiation therapy, and chemotherapy that are administered to cancer patients.
However, cancer treatments can pose several challenges, as therapies used to kill cancer cells are generally also toxic to normal cells. Moreover, cancer cells mutate rapidly and can develop resistance to chemical agents or radiation therapy. Besides, all types of cancer cells may not respond to the same therapy. Some cancer cells respond to one...
However, cancer treatments can pose several challenges, as therapies used to kill cancer cells are generally also toxic to normal cells. Moreover, cancer cells mutate rapidly and can develop resistance to chemical agents or radiation therapy. Besides, all types of cancer cells may not respond to the same therapy. Some cancer cells respond to one...
9.8K
Mouse Models of Cancer Study
6.4K
Mice have long served as models for studying human biology and pathology because of their phylogenetic and physiological similarity with humans. They are also easy to maintain and breed in the laboratory, and hence, many inbred strains are now available for research. Studies on mice have contributed immeasurably to our understanding of cancer biology.
The development of transgenic, knockout, and knock-in mice has led to an exponential increase in their use as model organisms in research,...
The development of transgenic, knockout, and knock-in mice has led to an exponential increase in their use as model organisms in research,...
6.4K
Targeted Cancer Therapies
8.6K
The targeted cancer therapies, also known as “molecular targeted therapies,” take advantage of the molecular and genetic differences between the cancer cells and the normal cells. It needs a thorough understanding of the cancer cells to develop drugs that can target specific molecular aspects that drive the growth, progression, and spread of cancer cells without affecting the growth and survival of other normal cells in the body.
There are several types of targeted therapies against...
There are several types of targeted therapies against...
8.6K
