Utility of deep neural networks in predicting gross-total resection after transsphenoidal surgery for pituitary adenoma: a pilot study.

Staartjes, Victor E; Serra, Carlo; Muscas, Giovanni; Maldaner, Nicolai; Akeret, Kevin; van Niftrik, Christiaan H B; Fierstra, Jorn; Holzmann, David; Regli, Luca

Staartjes, Victor E; Serra, Carlo; Muscas, Giovanni; Maldaner, Nicolai; Akeret, Kevin; van Niftrik, Christiaan H B; Fierstra, Jorn; Holzmann, David; Regli, Luca.

Afiliação

Staartjes VE; 1Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.
Serra C; 1Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.
Muscas G; 2Department of Neurosurgery, Tuscany School of Neurosurgery, University of Firenze, Italy; and.
Maldaner N; 1Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.
Akeret K; 1Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.
van Niftrik CHB; 1Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.
Fierstra J; 1Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.
Holzmann D; 3Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Zurich, University of Zurich, Switzerland.
Regli L; 1Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.

Neurosurg Focus ; 45(5): E12, 2018 11 01.

Article em En | MEDLINE | ID: mdl-30453454

Assuntos

Adenoma/cirurgia; Aprendizado Profundo/tendências; Redes Neurais de Computação; Neuroendoscopia/tendências; Neoplasias Hipofisárias/cirurgia; Osso Esfenoide/cirurgia; Adenoma/diagnóstico por imagem; Adulto; Idoso; Feminino; Humanos; Masculino; Pessoa de Meia-Idade; Projetos Piloto; Neoplasias Hipofisárias/diagnóstico por imagem; Valor Preditivo dos Testes; Osso Esfenoide/diagnóstico por imagem

Palavras-chave

3T-iMRI = 3-T intraoperative MRI; AUC = area under the curve; CSS = cavernous sinus space; EOR = extent of resection; GTR = gross-total resection; ICD = intercarotid distance; NPV = negative predictive value; PA = pituitary adenoma; PPV = positive predictive value; deep learning; deep neural network; outcome prediction; pituitary adenoma; pituitary surgery; transsphenoidal surgery

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Neoplasias Hipofisárias / Osso Esfenoide / Adenoma / Redes Neurais de Computação / Neuroendoscopia / Aprendizado Profundo Tipo de estudo: Clinical_trials / Prognostic_studies / Risk_factors_studies Limite: Adult / Aged / Female / Humans / Male / Middle aged Idioma: En Revista: Neurosurg Focus Assunto da revista: NEUROCIRURGIA Ano de publicação: 2018 Tipo de documento: Article País de afiliação: Suíça

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