Ardent Health: An AI-Enabled Virtual Care Model, from Pilot to Production.

Q4 Medicine
Anika Gardenhire
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引用次数: 0

Abstract

Summary: Healthcare leaders face sustained uncertainty: workforce volatility, financial pressure, and accelerating technology change. In 2024-2025, Ardent Health advanced an AI-enabled virtual care model from pilot to production across multiple markets. The model integrates virtual nursing, virtual attending physicians and providers, virtual sitting, and hospital-to-home remote patient monitoring (RPM) into routine care, with artificial intelligence (AI), providing earlier risk detection and workflow relief. Specifically, AI systems (1) analyze video streams to detect fall risks and unsafe behaviors, prompting earlier alerts to staff; (2) continuously evaluate vital sign trends from wearable sensors to identify clinical deterioration sooner; and (3) support ambient documentation with speech recognition and natural language processing (NLP) that improves note quality and coding accuracy.At Ardent's East Texas location, five months of virtual nursing contributed to reductions in contract labor, a decrease in voluntary RN turnover, and improvements in salaries, wages, and benefits (SWB) per patient day despite an increase in volume. Meanwhile, virtual attending physicians and providers increased virtual patient consultations resulting in patient retention and, generated bed-day capacity; AI-assisted vitals monitoring correlated with lower mortality and shorter length of stay; and the RPM program improved discharge continuity and avoided readmissions.This article presents a case study and playbook to help leaders manage risk, scale safely, and measure value. Readiness includes updating consent form language; data-use and retention policies; training staff to obtain patient consent; establishing algorithm oversight with internal data, analytics, and data science capabilities; and investing in network, data center, and hardware upgrades. We close with lessons learned and an organizational performance tracking accountability structure.

热心健康:人工智能支持的虚拟医疗模式,从试点到生产。
摘要:医疗保健领导者面临持续的不确定性:劳动力波动、财务压力和加速的技术变革。2024-2025年,殷捷健康将一种基于人工智能的虚拟医疗模式从试点推向了跨多个市场的生产。该模型通过人工智能(AI)将虚拟护理、虚拟主治医生和提供者、虚拟坐诊和医院到家庭的远程患者监控(RPM)集成到常规护理中,提供早期风险检测和工作流程缓解。具体来说,人工智能系统(1)分析视频流以检测跌倒风险和不安全行为,向工作人员发出更早的警报;(2)持续评估可穿戴传感器的生命体征趋势,尽早识别临床恶化;(3)通过语音识别和自然语言处理(NLP)支持环境文档,提高笔记质量和编码准确性。在德州东部地区,五个月的虚拟护理减少了合同工,减少了自愿注册护士的流动量,提高了每个病人每天的工资和福利(SWB),尽管数量有所增加。与此同时,虚拟主治医生和提供者增加了虚拟患者咨询,导致患者滞留,并产生了床位日容量;人工智能辅助生命体征监测与较低的死亡率和较短的住院时间相关;RPM计划改善了出院的连续性,避免了再入院。本文提供了一个案例研究和剧本,以帮助领导者管理风险、安全扩展和衡量价值。准备工作包括更新同意书语言;数据使用和保留政策;培训员工获得患者同意;利用内部数据、分析和数据科学能力建立算法监督;投资网络、数据中心和硬件升级。最后,我们将介绍经验教训和组织绩效跟踪问责结构。
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
Frontiers of Health Services Management
Frontiers of Health Services Management Medicine-Medicine (all)
CiteScore
1.00
自引率
0.00%
发文量
27
期刊介绍: Disaster preparedness. The future of health professions. Workforce shortages. Alternative medicine. You want to understand the latest trends, but you don"t always have time for books. Magazines don"t give you quite enough information. Keeping up doesn"t have to be difficult. Frontiers can bring you up to speed quickly. Frontiers" unique "bookazine" format gives you the deep understanding gained from books but in a shorter format, like a magazine. Each issue focuses on one healthcare management topic, providing you with the knowledge you need to understand and react to evolving trends. Frontiers is written by experts on the topic and includes commentary from the field.
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