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Value of machine learning to predict functional outcome of endovascular treatment for acute ischaemic stroke of the posterior circulation.
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TLDR
In this article, the authors evaluated machine learning algorithms in their ability to detect vessel occlusion of the posterior circulation in individuals with vessel stroke, and found that they performed well.Abstract:
PurposeClinical outcomes vary considerably among individuals with vessel occlusion of the posterior circulation. In the present study we evaluated machine learning algorithms in their ability to di...read more
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A DWI-based radiomics-clinical machine learning model to preoperatively predict the futile recanalization after endovascular treatment of acute basilar artery occlusion patients.
TL;DR: In this article , Wang et al. developed an effective machine learning model to preoperatively predict the occurrence of futile recanalization (FR) of acute basilar artery occlusion (ABAO) patients with endovascular treatment (EVT).
Journal ArticleDOI
Machine learning prediction of malignant middle cerebral artery infarction after mechanical thrombectomy for anterior circulation large vessel occlusion.
TL;DR: In this article , the authors trained and internally validated a ML model that predicts malignant middle cerebral artery infarction (MMI) following mechanical thrombectomy (MT) for ACLVO.
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Outcome prediction prior to thrombectomy of the posterior circulation with machine learning.
Ludger Feyen,Stefan Rohde,Martin R. Weinzierl,Marcus Katoh,P. Haage,Nico Münnich,Helge Kniep +6 more
TL;DR: In this article , the authors evaluated various machine learning algorithms in their ability to classify between patients with favorable (defined as 0-2 points on the modified Rankin scale [mRS]), unfavorable (mRS 3-6), poor (m RS 5-6) and nonpoor (n = 0-4) outcomes at dismissal.
References
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Journal ArticleDOI
Posterior Circulation Endovascular Thrombectomy for Large-Vessel Occlusion: Predictors of Favorable Clinical Outcome and Analysis of First-Pass Effect.
Andrea Alexandre,Iacopo Valente,Arturo Consoli,Mariangela Piano,Leonardo Renieri,J.D. Gabrieli,R. Russo,Antonio Armando Caragliano,Maria Ruggiero,Andrea Saletti,G Lazzarotti,Marco Pileggi,Nicola Limbucci,Mirco Cosottini,Amedeo Cervo,F. Viaro,Sergio Vinci,C. Commodaro,Fabio Pilato,Alessandro Pedicelli +19 more
TL;DR: In this article, the authors evaluated predictors of favorable clinical outcome and analyzed the effect of first-pass thrombectomy in 10 high-volume stroke centers in Europe, including the period from January 2016 to July 2019.
Journal ArticleDOI
Predictors of Favorable Outcome after Endovascular Thrombectomy in MRI: Selected Patients with Acute Basilar Artery Occlusion
Mehdi Mahmoudi,Cyril Dargazanli,F. Cagnazzo,I. Derraz,Caroline Arquizan,A. Wacogne,Julien Labreuche,Alain Bonafe,Denis Sablot,Pierre-Henri Lefevre,G. Gascou,Nicolas Gaillard,C. Scott,Vincent Costalat,Isabelle Mourand +14 more
TL;DR: Lower pretreatment NIHSS, the presence of posterior communicating artery collateral flow, the absence of atrial fibrillation, and intravenous thrombolysis administration were associated with favorable outcome.
Journal ArticleDOI
Predicting outcomes after acute reperfusion therapy for basilar artery occlusion.
Ashutosh P Jadhav,Shashvat M Desai,David M. Panczykowski,Srikant Rangaraju,David Campbell,Juhani Ritvonen,Monique Schreiner,Heli Silvennoinen,Johannes Gerber,Volker Puetz,Syed Ali Raza,Diogo C Haussen,Raul G Nogueira,Daniel Strbian,Tudor G Jovin,Perttu J. Lindsberg +15 more
TL;DR: This work sought to develop and validate a practical, prognostic tool for the prediction of 3‐month favorable outcome after acute reperfusion therapy for BAO.