4.6 Article

MRI Radiomics Features From Infarction and Cerebrospinal Fluid for Prediction of Cerebral Edema After Acute Ischemic Stroke

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Clinical Neurology

Machine-learning-based outcome prediction in stroke patients with middle cerebral artery-M1 occlusions and early thrombectomy

Janne Hamann et al.

Summary: This study investigated the prediction of functional outcomes in LVO stroke patients after early EVT, finding that a small infarct core was associated with favorable outcomes and adding imaging variables to clinical predictors only slightly improved outcome prediction. Age, specifically above 78 years old, was a significant factor affecting the likelihood of favorable functional outcomes.

EUROPEAN JOURNAL OF NEUROLOGY (2021)

Article Clinical Neurology

Random Forest-Based Prediction of Outcome and Mortality in Patients with Traumatic Brain Injury Undergoing Primary Decompressive Craniectomy

Martin Hanko et al.

Summary: Random forest algorithms show promising results in predicting postoperative outcomes and mortality in patients undergoing primary decompressive craniectomy, with AUCs of 0.811 and 0.873 respectively, for 6-month mortality and outcome.

WORLD NEUROSURGERY (2021)

Article Neuroimaging

An automatic machine learning approach for ischemic stroke onset time identification based on DWI and FLAIR imaging

Haichen Zhu et al.

Summary: The study proposes an automatic machine learning method for classifying TSS less than or more than 4.5 hours using DWI and FLAIR images. Experimental results demonstrate that the model accurately identifies TSS with high accuracy, sensitivity, and specificity, outperforming human reading DWI-FLAIR mismatch models.

NEUROIMAGE-CLINICAL (2021)

Editorial Material Clinical Neurology

Flood of cerebrospinal fluid causes oedema after stroke

Sarah Lempriere

NATURE REVIEWS NEUROLOGY (2020)

Article Multidisciplinary Sciences

Cerebrospinal fluid influx drives acute ischemic tissue swelling

Humberto Mestre et al.

SCIENCE (2020)

Article Clinical Neurology

CT-Based Classification of Acute Cerebral Edema: Association with Intracranial Pressure and Outcome

Stefanie Lietke et al.

JOURNAL OF NEUROIMAGING (2020)

Review Radiology, Nuclear Medicine & Medical Imaging

Radiomics in medical imaging-how-to guide and critical reflection

Janita E. van Timmeren et al.

INSIGHTS INTO IMAGING (2020)

Article Medicine, General & Internal

Stroke

Bruce C V Campbell et al.

LANCET (2020)

Article Computer Science, Information Systems

Interpreting SVM for medical images using Quadtree

Prashant Shukla et al.

MULTIMEDIA TOOLS AND APPLICATIONS (2020)

Article Critical Care Medicine

Quantitative Serial CT Imaging-Derived Features Improve Prediction of Malignant Cerebral Edema after Ischemic Stroke

Hossein Mohammadian Foroushani et al.

NEUROCRITICAL CARE (2020)

Review Medicine, General & Internal

Acute Ischemic Stroke

William J. Powers

NEW ENGLAND JOURNAL OF MEDICINE (2020)

Article Biology

A machine learning approach to select features important to stroke prognosis

Gang Fang et al.

COMPUTATIONAL BIOLOGY AND CHEMISTRY (2020)

Review Neurosciences

Machine Learning for Brain Stroke: A Review

Manisha Sanjay Sirsat et al.

JOURNAL OF STROKE & CEREBROVASCULAR DISEASES (2020)

Article Health Care Sciences & Services

Prediction of Stroke Outcome Using Natural Language Processing-Based Machine Learning of Radiology Report of Brain MRI

Tak Sung Heo et al.

JOURNAL OF PERSONALIZED MEDICINE (2020)

Editorial Material Medicine, General & Internal

Bayes or not Bayes, is this the question?

Branimir K. Hackenberger

CROATIAN MEDICAL JOURNAL (2019)

Article Clinical Neurology

Machine Learning-Based Model for Prediction of Outcomes in Acute Stroke

JoonNyung Heo et al.

STROKE (2019)

Article Clinical Neurology

Predicting cerebral edema in ischemic stroke patients

Antonio Muscari et al.

NEUROLOGICAL SCIENCES (2019)

Article Clinical Neurology

Dual-Sensitivity Multiple Sclerosis Lesion and CSF Segmentation for Multichannel 3T Brain MRI

Dominik S. Meier et al.

JOURNAL OF NEUROIMAGING (2018)

Article Radiology, Nuclear Medicine & Medical Imaging

Machine Learning for Medical Imaging1

Bradley J. Erickson et al.

RADIOGRAPHICS (2017)

Article Mathematical & Computational Biology

Dynamic classification using credible intervals in longitudinal discriminant analysis

David M. Hughes et al.

STATISTICS IN MEDICINE (2017)

Article Clinical Neurology

Cerebral edema in acute ischemic stroke patients treated with intravenous thrombolysis

Daniel Strbian et al.

INTERNATIONAL JOURNAL OF STROKE (2013)

Article Neurosciences

Validating Imaging Biomarkers of Cerebral Edema in Patients With Severe Ischemic Stroke

Albert J. Yoo et al.

JOURNAL OF STROKE & CEREBROVASCULAR DISEASES (2013)