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评估急性缺血性脑卒中患者颅内侧支循环的评估者间可靠性:比较 29 名评估者和基于人工智能的软件。

Inter-rater reliability for assessing intracranial collaterals in patients with acute ischemic stroke: comparing 29 raters and an artificial intelligence-based software.

机构信息

Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Doctor Molewaterplein 40, 3015 GD, Rotterdam, The Netherlands.

Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands.

出版信息

Neuroradiology. 2022 Dec;64(12):2277-2284. doi: 10.1007/s00234-022-02984-z. Epub 2022 May 24.

Abstract

PURPOSE

Outcome of endovascular treatment in acute ischemic stroke patients is depending on the collateral circulation maintaining blood flow to the ischemic territory. We evaluated the inter-rater reliability and accuracy of raters and an automated algorithm for assessing the collateral score (CS, range: 0-3) in acute ischemic stroke patients.

METHODS

Baseline CTA scans with an intracranial anterior occlusion from the MR CLEAN study (n=500) were used. For each core lab CS, ten CTA scans with sufficient quality were randomly selected. After a training session in collateral scoring, all selected CTA scans were individually evaluated for a visual CS by three groups: 7 radiologists, 13 junior and 9 senior radiology residents. Two additional radiologists scored CS to be used as reference, with a third providing a CS to produce a 2 out of 3 consensus CS in case of disagreement. An automated algorithm was also used to compute CS. Inter-rater agreement was reported with intraclass correlation coefficient (ICC). Accuracy of visual and automated CS were calculated.

RESULTS

39 CTA scans were assessed (1 corrupt CTA-scan excluded). All groups showed a moderate ICC (0.689-0.780) in comparison to the reference standard. Overall human accuracy was 65± 7% and increased to 88± 5% for dichotomized CS (0-1, 2-3). Automated CS accuracy was 62%, and 90% for dichotomized CS. No significant difference in accuracy was found between groups with different levels of expertise.

CONCLUSION

After training, inter-rater reliability in collateral scoring was not influenced by experience. Automated CS performs similar to residents and radiologists in determining a collateral score.

摘要

目的

急性缺血性脑卒中患者血管内治疗的结果取决于侧支循环维持缺血区的血流。我们评估了评估侧支评分(CS,范围:0-3)的评分者和自动算法的组内和组间可靠性和准确性,在急性缺血性脑卒中患者中。

方法

使用来自 MR CLEAN 研究的颅内前闭塞的基线 CTA 扫描(n=500)。对于每个核心实验室 CS,随机选择了 10 个具有足够质量的 CTA 扫描。在侧支评分的培训课程后,三组分别对 10 个 CTA 扫描进行了视觉 CS 评估:7 名放射科医生,13 名初级和 9 名高级放射科住院医师。另外两名放射科医生对 CS 进行评分,以作为参考,第三名放射科医生在出现分歧时提供 CS,以产生 2 比 3 的共识 CS。还使用自动算法计算 CS。组内相关性系数(ICC)报告了组内一致性。计算了视觉和自动 CS 的准确性。

结果

评估了 39 个 CTA 扫描(排除了 1 个损坏的 CTA 扫描)。与参考标准相比,所有组的 ICC 均为中度(0.689-0.780)。总体人类准确性为 65±7%,对于二分 CS(0-1,2-3),准确性增加至 88±5%。自动 CS 的准确性为 62%,对于二分 CS,准确性为 90%。具有不同专业水平的组之间的准确性没有发现显著差异。

结论

经过培训,侧支评分的组内可靠性不受经验的影响。自动 CS 在确定侧支评分方面与住院医师和放射科医生的表现相似。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c840/9643213/b23ddd51dceb/234_2022_2984_Fig1_HTML.jpg

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