Department of Radiology, Herlev and Gentofte Hospital, Herlev, Denmark.
Department of Radiology, Herlev and Gentofte Hospital, Herlev, Denmark.
Acad Radiol. 2022 Jul;29(7):1085-1090. doi: 10.1016/j.acra.2021.10.008. Epub 2021 Nov 17.
This study investigated how an AI tool impacted radiologists reading time for non-contrast chest CT exams.
An AI tool was implemented into the PACS reading workflow of non-contrast chest CT exams between April and May 2020. The reading time was recorded for one CONSULTANT RADIOLOGIST and one RADIOLOGY RESIDENT by an external observer. After each case radiologists answered questions regarding additional findings and perceived case overview. Reading times were recorded for 25 cases without and 20 cases with AI tool assistance for each reader. Differences in reading time with and without the AI tool were assessed using Welch's t-test for non-inferiority with non-inferiority limits defined as 100 seconds for the consultant and 200 seconds for the resident.
The mean reading time for the radiology resident was not significantly affected by the AI tool (without AI 370s vs with AI 437s; +67s 95% CI -28s to +163s, p = 0.16). The reading time for the radiology consultant was also not significantly affected by the AI tool (without AI 366s vs with AI 380s; +13s (95% CI - -57s to 84s, p = 0.70). The AI tool led to additional actionable findings in 5/40 (12.5%) studies and better overview in 18/20 (90%) of studies for the resident.
A PACS based implementation of an AI tool for concurrent reading of chest CT exams did not increase reading time with additional actionable findings made as well as a perceived better case overview for the radiology resident.
本研究旨在探讨人工智能工具对非对比性胸部 CT 检查的放射科医师阅读时间的影响。
在 2020 年 4 月至 5 月期间,将一个 AI 工具实施到非对比性胸部 CT 检查的 PACS 阅读工作流程中。一位顾问放射科医师和一位放射科住院医师的阅读时间由外部观察者记录。在每例病例后,放射科医师回答了有关附加发现和感知病例概况的问题。每位读者分别记录了 25 例无 AI 工具和 20 例有 AI 工具辅助的阅读时间。使用非劣效性 Welch t 检验评估有无 AI 工具时的阅读时间差异,非劣效性界限定义为顾问阅读时间为 100 秒,住院医师阅读时间为 200 秒。
放射科住院医师的阅读时间没有因 AI 工具而显著受影响(无 AI 为 370 秒,有 AI 为 437 秒;增加 67 秒,95%CI -28 秒至 +163 秒,p = 0.16)。放射科顾问的阅读时间也没有因 AI 工具而显著受影响(无 AI 为 366 秒,有 AI 为 380 秒;增加 13 秒,95%CI -57 秒至 +84 秒,p = 0.70)。对于住院医师来说,AI 工具在 5/40(12.5%)研究中发现了额外的可行动发现,在 18/20(90%)研究中获得了更好的病例概述。
基于 PACS 的胸部 CT 检查的 AI 工具的并发阅读并未增加阅读时间,也没有发现更多的可行动发现,同时放射科住院医师对病例的概述也更好。