Outcome prediction of intracranial aneurysm treatment by flow diverters using machine learning.

Paliwal, Nikhil; Jaiswal, Prakhar; Tutino, Vincent M; Shallwani, Hussain; Davies, Jason M; Siddiqui, Adnan H; Rai, Rahul; Meng, Hui

Paliwal, Nikhil; Jaiswal, Prakhar; Tutino, Vincent M; Shallwani, Hussain; Davies, Jason M; Siddiqui, Adnan H; Rai, Rahul; Meng, Hui.

Afiliación

Paliwal N; Departments of1Mechanical & Aerospace Engineering.
Jaiswal P; 2Canon Stroke and Vascular Research Center, University at Buffalo, the State University of New York, Buffalo, New York.
Tutino VM; Departments of1Mechanical & Aerospace Engineering.
Shallwani H; 2Canon Stroke and Vascular Research Center, University at Buffalo, the State University of New York, Buffalo, New York.
Davies JM; 4Biomedical Engineering, and.
Siddiqui AH; 3Neurosurgery.
Rai R; 3Neurosurgery.
Meng H; 5Biomedical Informatics and.

Neurosurg Focus ; 45(5): E7, 2018 11 01.

Article en En | MEDLINE | ID: mdl-30453461

Asunto(s)

Embolización Terapéutica/métodos; Hidrodinámica; Aneurisma Intracraneal/terapia; Aprendizaje Automático; Stents Metálicos Autoexpandibles; Anciano; Embolización Terapéutica/instrumentación; Embolización Terapéutica/tendencias; Femenino; Estudios de Seguimiento; Humanos; Aneurisma Intracraneal/diagnóstico por imagen; Aneurisma Intracraneal/fisiopatología; Aprendizaje Automático/tendencias; Masculino; Persona de Mediana Edad; Valor Predictivo de las Pruebas; Estudios Retrospectivos; Stents Metálicos Autoexpandibles/tendencias; Resultado del Tratamiento

Palabras clave

AR = aspect ratio; AUC = area under the ROC curve; AV = averaged velocity; CFD = computational fluid dynamics; DSA = digital subtraction angiography; FD = flow diverter; IA = intracranial aneurysm; ICA = internal carotid artery; IR = inflow rate; K-NN = K-nearest neighbor; LR = logistic regression; MCR = metal coverage rate; ML = machine learning; ND = neck diameter; NN = neural network; NR = neck ratio; OsR = ostium ratio; PD = pore density; PED = Pipeline embolization device; Pipeline embolization device; ROC = receiver operating characteristic; SE = standard error; SHR = shear rate; SR = size ratio; SVM = support vector machine; TT = turnover time; computational fluid dynamics; flow diverter; intracranial aneurysm; machine learning; predictive models

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Aneurisma Intracraneal / Embolización Terapéutica / Hidrodinámica / Stents Metálicos Autoexpandibles / Aprendizaje Automático Tipo de estudio: Observational_studies / Prognostic_studies / Risk_factors_studies Límite: Aged / Female / Humans / Male / Middle aged Idioma: En Revista: Neurosurg Focus Asunto de la revista: NEUROCIRURGIA Año: 2018 Tipo del documento: Article

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