Attitudes Towards the Use of Artificial Intelligence in Dermatology: A Survey of Australian Dermatologists.

IF 2.2 4区 医学 Q2 DERMATOLOGY
Brad Partridge, Monika Janda, Nicole Gillespie, Carina Vasconcelos Silva, Chris Arnold, Lisa Abbott, Tony Caccetta, H Peter Soyer
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Abstract

Background/objectives: This study explored the views of dermatologists in Australia on the use of Artificial Intelligence (AI) in dermatology.

Method: Fellows and Trainees of the Australasian College of Dermatologists (ACD) were invited to participate in an anonymous online survey, resulting in a sample of 122 completed surveys (response rate 16.2%).

Results: Although 44% have used AI in their dermatology practice, only a minority are using AI regularly for clinical (12%) or administrative purposes (17%). A key barrier is trust, with most (69%) participants either unwilling or unsure about trusting AI for supporting the diagnosis of skin cancer. Participants identified accuracy and information on datasets, limitations, benefits, and the purpose of AI as important for trust. 52% want AI accuracy to be equivalent to or superior to the best dermatologist if it is used for clinical diagnosis. Participants perceived a range of benefits and risks of AI, with key risks around accuracy and divestment of AI to tech companies, and key benefits being reduction of monotonous tasks and improved patient access. Few (10%) are concerned about AI replacing dermatologists even though almost half (47%) expect key aspects of dermatology work will be performed by AI.

Conclusions: Dermatologists in Australia are at an early stage of integrating AI into practice, with most wary or unsure about the accuracy of currently available AI tools for diagnostic purposes. Developing workflows that are acceptable to clinicians may require knowledge outreach from Dermatology Colleges, such as the ACD, to help clinicians develop well informed views on AI.

对皮肤科使用人工智能的态度:对澳大利亚皮肤科医生的调查。
背景/目的:本研究探讨了澳大利亚皮肤科医生对在皮肤科使用人工智能(AI)的看法。方法:邀请澳大拉西亚皮肤科医师学院(ACD)的研究员和实习生参与匿名在线调查,共完成调查122份(回复率16.2%)。结果:尽管44%的人在皮肤科实践中使用了人工智能,但只有少数人定期将人工智能用于临床(12%)或管理目的(17%)。一个关键的障碍是信任,大多数(69%)参与者不愿意或不确定是否信任人工智能来支持皮肤癌的诊断。与会者认为,数据集的准确性和信息、局限性、好处和人工智能的目的对信任至关重要。52%的人希望人工智能在用于临床诊断时的准确性等同于或优于最好的皮肤科医生。参与者认为人工智能的一系列好处和风险,主要风险在于准确性和人工智能对科技公司的剥离,主要好处是减少单调的任务和改善患者的访问。很少有人(10%)担心人工智能会取代皮肤科医生,尽管近一半(47%)的人预计皮肤科工作的关键方面将由人工智能完成。结论:澳大利亚的皮肤科医生正处于将人工智能应用于实践的早期阶段,大多数人对目前可用的人工智能诊断工具的准确性持谨慎态度或不确定态度。开发临床医生可接受的工作流程可能需要皮肤科学院(如ACD)的知识外展,以帮助临床医生对人工智能有充分的了解。
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
CiteScore
3.20
自引率
5.00%
发文量
186
审稿时长
6-12 weeks
期刊介绍: Australasian Journal of Dermatology is the official journal of the Australasian College of Dermatologists and the New Zealand Dermatological Society, publishing peer-reviewed, original research articles, reviews and case reports dealing with all aspects of clinical practice and research in dermatology. Clinical presentations, medical and physical therapies and investigations, including dermatopathology and mycology, are covered. Short articles may be published under the headings ‘Signs, Syndromes and Diagnoses’, ‘Dermatopathology Presentation’, ‘Vignettes in Contact Dermatology’, ‘Surgery Corner’ or ‘Letters to the Editor’.
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