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Artificial Intelligence and the Future of Primary Care: Exploratory Qualitative Study of UK General Practitioners’ Views

机译:人工智能与基层医疗的未来:英国全科医生观点的定性探索性研究

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BackgroundThe potential for machine learning to disrupt the medical profession is the subject of ongoing debate within biomedical informatics and related fields.ObjectiveThis study aimed to explore general practitioners’ (GPs’) opinions about the potential impact of future technology on key tasks in primary care.MethodsIn June 2018, we conducted a Web-based survey of 720 UK GPs’ opinions about the likelihood of future technology to fully replace GPs in performing 6 key primary care tasks, and, if respondents considered replacement for a particular task likely, to estimate how soon the technological capacity might emerge. This study involved qualitative descriptive analysis of written responses (“comments”) to an open-ended question in the survey.ResultsComments were classified into 3 major categories in relation to primary care: (1) limitations of future technology, (2) potential benefits of future technology, and (3) social and ethical concerns. Perceived limitations included the beliefs that communication and empathy are exclusively human competencies; many GPs also considered clinical reasoning and the ability to provide value-based care as necessitating physicians’ judgments. Perceived benefits of technology included expectations about improved efficiencies, in particular with respect to the reduction of administrative burdens on physicians. Social and ethical concerns encompassed multiple, divergent themes including the need to train more doctors to overcome workforce shortfalls and misgivings about the acceptability of future technology to patients. However, some GPs believed that the failure to adopt technological innovations could incur harms to both patients and physicians.ConclusionsThis study presents timely information on physicians’ views about the scope of artificial intelligence (AI) in primary care. Overwhelmingly, GPs considered the potential of AI to be limited. These views differ from the predictions of biomedical informaticians. More extensive, stand-alone qualitative work would provide a more in-depth understanding of GPs’ views.
机译:背景技术机器学习可能破坏医学专业的潜力一直是生物医学信息学和相关领域争论不休的话题。目的本研究旨在探讨全科医生对未来技术对初级保健关键任务的潜在影响的观点。方法2018年6月,我们对720名英国全科医生进行了基于网络的调查,这些意见涉及未来技术完全替代GP来执行6项主要基层医疗任务的可能性,并且如果受访者认为有可能替换特定任务,则估计如何很快,技术能力就会出现。这项研究涉及对调查中一个开放性问题的书面回答(“评论”)的定性描述分析。结果关于初级保健,评论被分为3个主要类别:(1)未来技术的局限性,(2)潜在益处未来技术,以及(3)社会和道德关注。可以理解的局限性包括这样的信念,即交流和同理心是人类的能力。许多全科医生也认为临床推理和提供基于价值的护理的能力是医师判断的必要条件。技术的可感知收益包括对提高效率的期望,尤其是在减少医师的行政负担方面。社会和道德问题涉及多个主题,包括需要培训更多的医生以克服劳动力短缺和对未来技术对患者的接受程度的担忧。但是,一些全科医生认为未能采用技术创新可能会给患者和医生带来伤害。结论本研究提供了有关医生对初级保健中人工智能范围的看法的及时信息。 GP绝大多数都认为AI的潜力是有限的。这些观点与生物医学信息学家的预测不同。更广泛,独立的定性工作将提供对GP观点的更深入了解。

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