Ethical Data Collection for Medical Image Analysis: a Structured Approach.

IF 1.3 Q3 ETHICS Asian Bioethics Review Pub Date : 2023-04-10 DOI:10.1007/s41649-023-00250-9

S T Padmapriya, Sudhaman Parthasarathy

引用次数: 0

Abstract

Due to advancements in technology such as data science and artificial intelligence, healthcare research has gained momentum and is generating new findings and predictions on abnormalities leading to the diagnosis of diseases or disorders in human beings. On one hand, the extensive application of data science to healthcare research is progressing faster, while on the other hand, the ethical concerns and adjoining risks and legal hurdles those data scientists may face in the future slow down the progression of healthcare research. Simply put, the application of data science to ethically guided healthcare research appears to be a dream come true. Hence, in this paper, we discuss the current practices, challenges, and limitations of the data collection process during medical image analysis (MIA) conducted as part of healthcare research and propose an ethical data collection framework to guide data scientists to address the possible ethical concerns before commencing data analytics over a medical dataset.

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医学图像分析的伦理数据收集：一种结构化方法。

由于数据科学和人工智能等技术的进步，医疗保健研究获得了发展势头，并对导致人类疾病或障碍诊断的异常产生了新的发现和预测。一方面，数据科学在医疗保健研究中的广泛应用进展更快，而另一方面，这些数据科学家未来可能面临的伦理问题以及随之而来的风险和法律障碍减缓了医疗保健研究的进展。简单地说，将数据科学应用于伦理指导的医疗保健研究似乎是梦想成真。因此，在本文中，我们讨论了作为医疗保健研究一部分进行的医学图像分析（MIA）过程中数据收集过程的当前实践、挑战和局限性，并提出了一个道德数据收集框架，以指导数据科学家在开始对医疗数据集进行数据分析之前解决可能的道德问题。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Asian Bioethics Review Multiple-

CiteScore

6.20

自引率

3.40%

发文量

期刊介绍： Asian Bioethics Review (ABR) is an international academic journal, based in Asia, providing a forum to express and exchange original ideas on all aspects of bioethics, especially those relevant to the region. Published quarterly, the journal seeks to promote collaborative research among scholars in Asia or with an interest in Asia, as well as multi-cultural and multi-disciplinary bioethical studies more generally. It will appeal to all working on bioethical issues in biomedicine, healthcare, caregiving and patient support, genetics, law and governance, health systems and policy, science studies and research. ABR provides analyses, perspectives and insights into new approaches in bioethics, recent changes in biomedical law and policy, developments in capacity building and professional training, and voices or essays from a student’s perspective. The journal includes articles, research studies, target articles, case evaluations and commentaries. It also publishes book reviews and correspondence to the editor. ABR welcomes original papers from all countries, particularly those that relate to Asia. ABR is the flagship publication of the Centre for Biomedical Ethics, Yong Loo Lin School of Medicine, National University of Singapore. The Centre for Biomedical Ethics is a collaborating centre on bioethics of the World Health Organization.

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