Digital Transformation of Rural, Regional, and Remote Australian Hospitals: A Pragmatic Strategy for Introducing AI.

IF 2.4 4区 医学 Q2 NURSING
Olivia Metcalf, Joel Fossouo Tagne, Debbie Passey, Wendy Chapman, Portia Y Cornell, Catherine E Huggins, Peter Steel, Anna Wong Shee, Michael Field, Rahul Khanna, Lawrence Gray, Grant Blashki, Kit Huckvale
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Abstract

Aims: Rural, regional, and remote hospitals in Australia face barriers to digital transformation, including limited infrastructure, digital literacy, and workforce capacity. This Commentary outlines a pragmatic strategy to build rural digital readiness through the safe implementation of ambient artificial intelligence (AI) scribes as a low-risk starting point for AI adoption.

Context: AI scribes use generative AI to convert clinical conversations into documentation. They offer potential to reduce administrative burden and workforce strain while preparing rural health services for future AI use. Although the Victorian Department of Health has established minimum standards for AI scribe use, rural hospitals face unique challenges including lower AI literacy, workforce pressure, and limited research infrastructure. Insights from ongoing implementation research highlight the value of simulation methods to examine usability, workflow effects, and ethical considerations before deployment.

Approach: Three key enablers support responsible implementation: (1) clinical simulation for research, (2) harmonisation of evaluation metrics, and (3) shared infrastructure for consent, training, and monitoring.

Conclusion: Implementing AI scribes provides a practical pathway for rural hospitals to strengthen capability, reduce administrative burden, and build readiness for more advanced clinical AI, supporting safe and equitable adoption across rural Australia.

澳大利亚农村、地区和偏远医院的数字化转型:引入人工智能的务实战略。
目标:澳大利亚的农村、区域和偏远医院面临着数字化转型的障碍,包括有限的基础设施、数字素养和劳动力能力。本评论概述了一项务实的战略,通过安全实施环境人工智能(AI),将其作为采用人工智能的低风险起点,建立农村数字准备。背景:人工智能抄写员使用生成式人工智能将临床对话转换为文档。它们提供了减少行政负担和劳动力压力的潜力,同时使农村卫生服务为未来人工智能的使用做好准备。尽管维多利亚州卫生部已经制定了人工智能抄写机使用的最低标准,但农村医院面临着独特的挑战,包括人工智能知识水平较低、劳动力压力和研究基础设施有限。来自正在进行的实施研究的见解强调了模拟方法在部署前检查可用性、工作流效果和道德考虑方面的价值。方法:三个关键因素支持负责任的实施:(1)研究的临床模拟,(2)评估指标的协调,以及(3)同意、培训和监测的共享基础设施。结论:实施人工智能记录员为农村医院加强能力、减轻行政负担、为更先进的临床人工智能做好准备提供了切实可行的途径,支持澳大利亚农村安全、公平地采用人工智能。
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来源期刊
Australian Journal of Rural Health
Australian Journal of Rural Health 医学-公共卫生、环境卫生与职业卫生
CiteScore
2.30
自引率
16.70%
发文量
122
审稿时长
12 months
期刊介绍: The Australian Journal of Rural Health publishes articles in the field of rural health. It facilitates the formation of interdisciplinary networks, so that rural health professionals can form a cohesive group and work together for the advancement of rural practice, in all health disciplines. The Journal aims to establish a national and international reputation for the quality of its scholarly discourse and its value to rural health professionals. All articles, unless otherwise identified, are peer reviewed by at least two researchers expert in the field of the submitted paper.
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