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Automated calculation of Alberta Stroke Program Early CT Score: Validation in patients with large hemispheric infarct

Stroke Nov 13, 2019

Albers GW, Wald MJ, Mlynash M, et al. - In individuals with large hemispheric infarcts, researchers contrasted the Alberta Stroke Program Early CT Score (ASPECTS), calculated using a machine learning-based automatic software tool, RAPID ASPECTS, as well as the median score from 4 experienced readers, with the diffusion-weighted imaging (DWI) ASPECTS obtained following the baseline CT. CT and MRI scans from the GAMES-RP study, which recruited individuals with large hemispheric infarctions (82–300 mL) documented on DWI-MRI, were evaluated by blinded experienced readers to determine both CT and DWI ASPECTS. According to results, the median CT ASPECTS for the clinicians was 5 (interquartile range, 4–7), for RAPID ASPECTS 3 (interquartile range, 1–6), and for DWI ASPECTS 3 (2–4). Data reported that median error for RAPID ASPECTS was 1 (interquartile range, −1 to 3) compared with 3 (interquartile range, 1–4) for clinicians (P<0.001). It was noted that the automated score had a higher level of agreement with the DWI ASPECTS median for both the full scale and when dichotomized at < 6 vs 6 or more (difference in intraclass correlation coefficient). In identifying early evidence of brain ischemia as documented by DWI, RAPID ASPECTS was more accurate than experienced clinicians.
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