[期刊论文]


Impact of e-ASPECTS software on the performance of physicians compared to a consensus ground truth: a multi-reader, multi-case study

作   者:
Hassan Kobeissi;David F. Kallmes;John Benson;Alex Nagelschneider;Ajay Madhavan;Steven A. Messina;Kara Schwartz;Norbert Campeau;Carrie M. Carr;Deena M. Nasr;Sherri Braksick;Eugene L. Scharf;James Klaas;Zoe Victoria Joan Woodhead;George Harston;James Briggs;Olivier Joly;Stephen Gerry;Anna L. Kuhn;Angelos A. Kostas;Kambiz Nael;Mohamad AbdalKader;Ramanathan Kadirvel;Waleed Brinjikji;

出版年:2023

页    码:暂无
出版社:Frontiers Media SA


摘   要:

Background

The Alberta Stroke Program Early CT Score ( ASPECTS) is used to quantify the extent of injury to the brain following acute ischemic stroke (AIS) and to inform treatment decisions. The e-ASPECTS software uses artificial intelligence methods to automatically process non-contrast CT (NCCT) brain scans from patients with AIS affecting the middle cerebral artery (MCA) territory and generate an ASPECTS. This study aimed to evaluate the impact of e-ASPECTS (Brainomix, Oxford, UK) on the performance of US physicians compared to a consensus ground truth.

Methods

The study used a multi-reader, multi-case design. A total of 10 US board-certified physicians (neurologists and neuroradiologists) scored 54 NCCT brain scans of patients with AIS affecting the MCA territory. Each reader scored each scan on two occasions: once with and once without reference to the e-ASPECTS software, in random order. Agreement with a reference standard (expert consensus read with reference to follow-up imaging) was evaluated with and without software support.

Results

A comparison of the area under the curve (AUC) for each reader showed a significant improvement from 0.81 to 0.83 ( p = 0.028) with the support of the e-ASPECTS tool. The agreement of reader ASPECTS scoring with the reference standard was improved with e-ASPECTS compared to unassisted reading of scans: Cohen's kappa improved from 0.60 to 0.65, and the case-based weighted Kappa improved from 0.70 to 0.81.

Conclusion

Decision support with the e-ASPECTS software significantly improves the accuracy of ASPECTS scoring, even by expert US neurologists and neuroradiologists.



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所属期刊
Frontiers in Neurology
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来自:Frontiers Media SA