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在一项针对用于胃肠道出血的生成式人工智能工具GutGPT的随机试验中的可用性和采用情况。

Usability and adoption in a randomized trial of GutGPT a GenAI tool for gastrointestinal bleeding.

作者信息

Chung Sunny, Giuffrè Mauro, Rajashekar Niroop, Pu Yuan, Shin Yeo Eun, Kresevic Simone, Chan Colleen, Nakamura-Sakai Shinpei, You Kisung, Saarinen Theo, Hsiao Allen, Wong Ambrose H, Evans Leigh, McCall Terika, Kizilcec Rene F, Sekhon Jasjeet, Laine Loren, Shung Dennis L

机构信息

Yale School of Medicine Section of Digestive Diseases, New Haven, CT, USA.

UC Berkeley, Berkeley, CA, USA.

出版信息

NPJ Digit Med. 2025 Aug 18;8(1):527. doi: 10.1038/s41746-025-01896-5.

Abstract

Generative AI (GenAI) may enhance clinical decision support systems (CDSS), but its impact on adoption remains unclear. We conducted a simulation-based randomized trial to evaluate whether a GenAI-enhanced CDSS, "GutGPT," improves adoption compared to an AI dashboard in acute upper gastrointestinal bleeding management. Clinical trainees were randomized to either GutGPT or a comparator dashboard across three cases. The primary outcome was Behavioral Intention, from the Unified Theory of Acceptance and Use of Technology (UTAUT). Secondary measures included additional constructs and decision accuracy. A total of 106 participants participated (52 GutGPT, 54 comparator). GutGPT users reported higher Effort Expectancy. Behavioral Intention had no significant difference. Qualitative analysis highlighted trust and workflow concerns. These findings suggest that usability alone is insufficient to drive adoption. As this study was conducted in a simulation without real-world integration or patient outcomes, further studies are needed. (Trial Registration: ClinicalTrials.gov; Identifier: NCT05816473; Registered March 6, 2023).

摘要

生成式人工智能(GenAI)可能会增强临床决策支持系统(CDSS),但其对采用率的影响仍不明确。我们进行了一项基于模拟的随机试验,以评估与人工智能仪表盘相比,GenAI增强的CDSS“GutGPT”在急性上消化道出血管理中是否能提高采用率。临床实习生在三个病例中被随机分配到GutGPT组或对照仪表盘组。主要结果是基于技术接受与使用统一理论(UTAUT)的行为意向。次要指标包括其他构成因素和决策准确性。共有106名参与者(52名使用GutGPT,54名使用对照仪表盘)。使用GutGPT的用户报告了更高的努力期望。行为意向没有显著差异。定性分析突出了信任和工作流程方面的担忧。这些发现表明,仅靠可用性不足以推动采用。由于本研究是在模拟环境中进行的,没有实际应用或患者结果,因此需要进一步研究。(试验注册:ClinicalTrials.gov;标识符:NCT05816473;2023年3月6日注册)

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