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拉丁裔糖尿病患者对远程眼科、基于人工智能的图像解读和虚拟护理的看法:一项定性研究

Perspectives of Latinx Patients with Diabetes on Teleophthalmology, Artificial Intelligence-Based Image Interpretation, and Virtual Care: A Qualitative Study.

作者信息

Pelayo Christian, Hoang Johnson, Mora Pinzón Maria, Lock Loren J, Fowlkes Christiana, Stevens Chloe L, Jacobson Nora A, Channa Roomasa, Liu Yao

机构信息

Department of Ophthalmology and Visual Sciences, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA.

Division of Geriatrics and Gerontology, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA.

出版信息

Telemed Rep. 2023 Oct 20;4(1):317-326. doi: 10.1089/tmr.2023.0045. eCollection 2023.

Abstract

BACKGROUND

Latinx populations in the United States bear a disproportionate burden of diabetic eye disease. Teleophthalmology with and without artificial intelligence (AI)-based image interpretation are validated methods for diabetic eye screening, but limited literature exists on patient perspectives. This study aimed at understanding the perspectives of Latinx patients with diabetes on teleophthalmology, AI-based image interpretation, and general virtual care to prevent avoidable blindness in this population.

METHODS

We conducted semi-structured, individual interviews with 20 Latinx patients with diabetes at an urban, federally qualified health center in Madison, WI. Interviews were transcribed verbatim, professionally translated from Spanish to English, and analyzed using both inductive open coding and deductive coding.

RESULTS

Most participants had no prior experience with teleophthalmology but did have experience with virtual care. Participants expressed a preference for teleophthalmology compared with traditional in-person dilated eye exams but were willing to obtain whichever method of screening was recommended by their primary care clinician. They also strongly preferred having human physician oversight in image review compared with having images interpreted solely using AI. Many participants preferred in-person clinic visits to virtual health care due to the ability to have a more thorough physical exam, as well as for improved non-verbal communication with their clinician.

DISCUSSION

Leveraging primary care providers' recommendations, human oversight of AI-based image interpretation, and improving communication may enhance acceptance and utilization of teleophthalmology, AI, and virtual care by Latinx patients.

CONCLUSIONS

Understanding Latinx patient perspectives may contribute toward the development of more effective telemedicine interventions to enhance health equity in Latinx communities.

摘要

背景

美国的拉丁裔人群承受着不成比例的糖尿病眼病负担。基于人工智能(AI)图像解读的远程眼科和不基于AI图像解读的远程眼科都是经过验证的糖尿病眼病筛查方法,但关于患者观点的文献有限。本研究旨在了解拉丁裔糖尿病患者对远程眼科、基于AI的图像解读以及一般虚拟护理的看法,以预防该人群中可避免的失明。

方法

我们在威斯康星州麦迪逊市一家符合联邦资格的城市健康中心,对20名拉丁裔糖尿病患者进行了半结构化的个人访谈。访谈内容逐字记录,从西班牙语专业翻译为英语,并采用归纳开放式编码和演绎编码进行分析。

结果

大多数参与者此前没有远程眼科的经验,但有虚拟护理的经验。与传统的面对面散瞳眼科检查相比,参与者表示更喜欢远程眼科,但愿意接受初级保健临床医生推荐的任何一种筛查方法。与仅使用AI解读图像相比,他们也强烈倾向于由人类医生监督图像审查。由于能够进行更全面的身体检查,以及改善与临床医生的非语言沟通,许多参与者更喜欢亲自到诊所就诊,而不是虚拟医疗保健。

讨论

利用初级保健提供者的建议、对基于AI的图像解读进行人工监督以及改善沟通,可能会提高拉丁裔患者对远程眼科、AI和虚拟护理的接受度和利用率。

结论

了解拉丁裔患者的观点可能有助于开发更有效的远程医疗干预措施,以提高拉丁裔社区的健康公平性。

相似文献

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Patients Perceptions of Artificial Intelligence in Diabetic Eye Screening.患者对糖尿病眼病筛查人工智能的看法。
Asia Pac J Ophthalmol (Phila). 2022 May 1;11(3):287-293. doi: 10.1097/APO.0000000000000525.
4
Development of the Teaching Interpersonal Skills for Telehealth Checklist.远程医疗人际技能教学清单的制定。
Eval Health Prof. 2022 Sep;45(3):260-269. doi: 10.1177/0163278721992831. Epub 2021 Feb 9.
7
Lessons Learned from a Community-Academic Project Using Telemedicine for Eye Screening Among Urban Latinos.
Prog Community Health Partnersh. 2019;13(2):183-189. doi: 10.1353/cpr.2019.0018.

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