Suppr超能文献

人工智能与人类智能的融合:生物医学工程和医学领域负责任创新的合作伙伴关系。

Integrating Artificial and Human Intelligence: A Partnership for Responsible Innovation in Biomedical Engineering and Medicine.

机构信息

International Centre for Genetic Engineering and Biotechnology (ICGEB), Cape Town Component, Wernher and Beit Building (South), UCT Medical Campus, Anzio Road, Observatory 7925, Cape Town, South Africa.

Division of Medical Biochemistry and Institute of Infectious Disease and Molecular Medicine, Department of Integrative Biomedical Sciences, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa.

出版信息

OMICS. 2020 May;24(5):247-263. doi: 10.1089/omi.2019.0038. Epub 2019 Jul 16.

Abstract

Historically, the term "artificial intelligence" dates to 1956 when it was first used in a conference at Dartmouth College in the US. Since then, the development of artificial intelligence has in part been shaped by the field of neuroscience. By understanding the human brain, scientists have attempted to build new intelligent machines capable of performing complex tasks akin to humans. Indeed, future research into artificial intelligence will continue to benefit from the study of the human brain. While the development of artificial intelligence algorithms has been fast paced, the actual use of most artificial intelligence (AI) algorithms in biomedical engineering and clinical practice is still markedly below its conceivably broader potentials. This is partly because for any algorithm to be incorporated into existing workflows it has to stand the test of scientific validation, clinical and personal utility, application context, and is equitable as well. In this context, there is much to be gained by combining AI and human intelligence (HI). Harnessing Big Data, computing power and storage capacities, and addressing societal issues emergent from algorithm applications, demand deploying HI in tandem with AI. Very few countries, even economically developed states, lack adequate and critical governance frames to best understand and steer the AI innovation trajectories in health care. Drug discovery and translational pharmaceutical research stand to gain from AI technology provided they are also informed by HI. In this expert review, we analyze the ways in which AI applications are likely to traverse the continuum of life from birth to death, and encompassing not only humans but also all animal, plant, and other living organisms that are increasingly touched by AI. Examples of AI applications include digital health, diagnosis of diseases in newborns, remote monitoring of health by smart devices, real-time Big Data analytics for prompt diagnosis of heart attacks, and facial analysis software with consequences on civil liberties. While we underscore the need for integration of AI and HI, we note that AI technology does not have to replace medical specialists or scientists and rather, is in need of such expert HI. Altogether, AI and HI offer synergy for responsible innovation and veritable prospects for improving health care from prevention to diagnosis to therapeutics while unintended consequences of automation emergent from AI and algorithms should be borne in mind on scientific cultures, work force, and society at large.

摘要

从历史上看,“人工智能”一词最早出现于 1956 年,当时它在美国达特茅斯学院的一次会议上首次使用。从那时起,人工智能的发展在一定程度上受到了神经科学领域的影响。通过了解人类大脑,科学家们试图构建新的智能机器,使其能够执行类似于人类的复杂任务。事实上,未来对人工智能的研究将继续受益于对人类大脑的研究。虽然人工智能算法的发展步伐很快,但大多数人工智能 (AI) 算法在生物医学工程和临床实践中的实际应用仍然明显低于其潜在的更广泛的潜力。这在一定程度上是因为,为了使任何算法都能融入现有的工作流程,它必须经得起科学验证、临床和个人实用性、应用背景的考验,并且必须是公平的。在这种情况下,人工智能和人类智能 (HI) 的结合将大有裨益。利用大数据、计算能力和存储容量,解决算法应用中出现的社会问题,需要人工智能与人类智能并行部署。很少有国家,即使是经济发达国家,也缺乏足够和关键的治理框架来最好地理解和引导医疗保健领域的人工智能创新轨迹。人工智能技术为药物发现和转化制药研究提供了帮助,前提是这些技术也受到人类智能的启发。在这篇专家评论中,我们分析了人工智能应用可能从出生到死亡贯穿生命连续体的方式,不仅包括人类,还包括所有越来越受到人工智能影响的动物、植物和其他生物。人工智能应用的例子包括数字健康、新生儿疾病诊断、智能设备对健康的远程监测、实时大数据分析以快速诊断心脏病发作、以及对面部分析软件的分析,这些软件对公民自由有影响。虽然我们强调需要整合人工智能和人类智能,但我们注意到人工智能技术不必取代医学专家或科学家,而是需要这样的专家人类智能。总的来说,人工智能和人类智能为负责任的创新提供了协同作用,为从预防到诊断到治疗的医疗保健提供了真正的前景,而人工智能和算法带来的自动化的意外后果应该在科学文化、劳动力和整个社会中引起关注。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验