让一个咨询委员会参与关于算法偏见和公平性道德相关性的讨论
Laura Brandt1, Larry Au2, Clinton Castro3
1Department of Psychology, The City College of New York, CUNY, New York, NY, USA.
NPJ digital medicine
|May 18, 2025
概括
研究人员通过解决咨询委员会参与挑战,在阿片类药物使用障碍研究中推进了算法公平性. 战略确保了语义透明度和与受影响方价值调整,以获得公平的结果.
科学领域:
- 公共卫生 公共卫生
- 计算机科学 计算机科学
- 社会科学 社会科学 社会科学
背景情况:
- 在敏感的研究领域,如阿片类药物使用障碍等领域,算法公平性至关重要.
- 跨学科合作在实现共享理解方面提出了独特的挑战.
研究的目的:
- 在阿片类药物使用障碍研究中推进算法公平性.
- 识别和解决与咨询委员会接触的挑战.
- 开发用于语义透明度和价值调整的战略.
主要方法:
- 跨学科的研究团队合作.
- 咨询委员会的参与和反的纳入.
- 开发沟通策略,以实现共享的理解.
主要成果:
- 确定了跨学科沟通和咨询委员会参与的关键挑战.
- 制定了促进语义透明度的策略.
- 更好地与受影响方的价值观保持一致.
结论:
- 有效的沟通策略对于确保健康研究中的算法公平性至关重要.
- 跨学科团队必须优先考虑语义透明度和价值调整.
- 应对参与挑战会带来更公平的研究成果.
相关概念视频
Bias
3.7K
Bias refers to any tendency that prevents a question from being considered unprejudiced. In research, bias occurs when one outcome or answer is selected or encouraged over others in sampling or testing. Bias can occur during any research phase, including study design, data collection, analysis, and publication.
In statistics, a sampling bias is created when a sample is collected from a population, and some members of the population are not as likely to be chosen as others (remember, each member...
In statistics, a sampling bias is created when a sample is collected from a population, and some members of the population are not as likely to be chosen as others (remember, each member...
3.7K
Bias in Epidemiological Studies
115
Biases can arise at various stages of research, from study design and data collection to analysis and interpretation. Recognizing and addressing these biases is essential to ensure the validity and reliability of epidemiological findings.Broadly speaking, biases in epidemiology fall into three main categories: selection bias, information bias, and confounding. A more detailed description of possible biases is:
115
Ethical Dilemmas II
885
Resolving an ethical dilemma in healthcare involves a systematic approach that considers every aspect of the issue, respecting both the patient's needs and values and the healthcare professional's ethical obligations. Here are potential steps to resolve an ethical dilemma:
885
Ethics and Bioethics
1.3K
Ethics is a philosophical study of moral actions. Ethics attempts to determine what is valuable for individuals and society. It examines the rational justification of moral judgments and analyzes what is morally just, fair, and right. Bioethics is a sub-discipline of applied ethics that analyzes the philosophical, social, and legal issues in life sciences and medicine. Ethical theories serve as a foundation for decision-making and represent the viewpoints from which people seek direction. They...
1.3K
Ethical Issues
839
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:
839
Ethical Dilemmas I
786
Ethical dilemmas in nursing are of utmost importance, as they often arise from the tension between adhering to core ethical principles and the practical realities of healthcare delivery. These dilemmas require nurses to navigate complex situations where competing ethical considerations pull them in different directions.
Let us explore some examples to understand the potentially complex moral decisions nurses face.
Take the case of caring for minors, particularly in areas related to reproductive...
Let us explore some examples to understand the potentially complex moral decisions nurses face.
Take the case of caring for minors, particularly in areas related to reproductive...
786


