Suppr超能文献

数字抄写系统对临床文档记录时间和质量的影响:可用性研究

Impact of a Digital Scribe System on Clinical Documentation Time and Quality: Usability Study.

作者信息

van Buchem Marieke Meija, Kant Ilse M J, King Liza, Kazmaier Jacqueline, Steyerberg Ewout W, Bauer Martijn P

机构信息

CAIRELab (Clinical AI Implementation and Research Lab), Leiden University Medical Center, Leiden, Netherlands.

Department of Digital Health, University Medical Center Utrecht, Utrecht, Netherlands.

出版信息

JMIR AI. 2024 Sep 23;3:e60020. doi: 10.2196/60020.

Abstract

BACKGROUND

Physicians spend approximately half of their time on administrative tasks, which is one of the leading causes of physician burnout and decreased work satisfaction. The implementation of natural language processing-assisted clinical documentation tools may provide a solution.

OBJECTIVE

This study investigates the impact of a commercially available Dutch digital scribe system on clinical documentation efficiency and quality.

METHODS

Medical students with experience in clinical practice and documentation (n=22) created a total of 430 summaries of mock consultations and recorded the time they spent on this task. The consultations were summarized using 3 methods: manual summaries, fully automated summaries, and automated summaries with manual editing. We then randomly reassigned the summaries and evaluated their quality using a modified version of the Physician Documentation Quality Instrument (PDQI-9). We compared the differences between the 3 methods in descriptive statistics, quantitative text metrics (word count and lexical diversity), the PDQI-9, Recall-Oriented Understudy for Gisting Evaluation scores, and BERTScore.

RESULTS

The median time for manual summarization was 202 seconds against 186 seconds for editing an automatic summary. Without editing, the automatic summaries attained a poorer PDQI-9 score than manual summaries (median PDQI-9 score 25 vs 31, P<.001, ANOVA test). Automatic summaries were found to have higher word counts but lower lexical diversity than manual summaries (P<.001, independent t test). The study revealed variable impacts on PDQI-9 scores and summarization time across individuals. Generally, students viewed the digital scribe system as a potentially useful tool, noting its ease of use and time-saving potential, though some criticized the summaries for their greater length and rigid structure.

CONCLUSIONS

This study highlights the potential of digital scribes in improving clinical documentation processes by offering a first summary draft for physicians to edit, thereby reducing documentation time without compromising the quality of patient records. Furthermore, digital scribes may be more beneficial to some physicians than to others and could play a role in improving the reusability of clinical documentation. Future studies should focus on the impact and quality of such a system when used by physicians in clinical practice.

摘要

背景

医生大约有一半的时间花在行政任务上,这是导致医生职业倦怠和工作满意度下降的主要原因之一。自然语言处理辅助临床文档工具的实施可能提供一种解决方案。

目的

本研究调查一种市售的荷兰数字抄写系统对临床文档效率和质量的影响。

方法

有临床实践和文档记录经验的医学生(n = 22)共创建了430份模拟会诊总结,并记录了他们完成这项任务所花费的时间。会诊总结采用三种方法:手动总结、全自动总结和人工编辑的自动总结。然后我们随机重新分配总结,并使用改良版的医生文档质量工具(PDQI - 9)评估其质量。我们在描述性统计、定量文本指标(单词计数和词汇多样性)、PDQI - 9、面向召回的摘要评估替身分数和BERTScore中比较了这三种方法之间的差异。

结果

手动总结的中位时间为202秒,而编辑自动总结的时间为186秒。未经编辑的自动总结的PDQI - 9得分比手动总结差(中位PDQI - 9得分25对31,P <.001,方差分析测试)。发现自动总结的单词计数比手动总结高,但词汇多样性比手动总结低(P <.001,独立t检验)。研究揭示了对不同个体的PDQI - 9得分和总结时间的不同影响。总体而言,学生们认为数字抄写系统是一个潜在有用的工具,指出其易用性和节省时间的潜力,尽管一些人批评总结篇幅更长且结构僵化。

结论

本研究强调了数字抄写员通过为医生提供初稿进行编辑来改善临床文档流程的潜力,从而在不影响患者记录质量的情况下减少文档记录时间。此外,数字抄写员对一些医生可能比对其他医生更有益,并可能在提高临床文档的可重用性方面发挥作用。未来的研究应关注该系统在临床实践中被医生使用时的影响和质量。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d49e/11459111/1ad0e99a1219/ai_v3i1e60020_fig1.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验