Use of extreme gradient boosting, light gradient boosting machine, and deep neural networks to evaluate the activity stage of extraocular muscles in thyroid-associated ophthalmopathy.

Li, Yunfei; Ma, Jingyu; Xiao, Jun; Wang, Yujiao; He, Weimin

Li, Yunfei; Ma, Jingyu; Xiao, Jun; Wang, Yujiao; He, Weimin.

Afiliação

Li Y; Department of Ophthalmology, West China Hospital of Sichuan University, No. 37 Guoxue Xiang, Wuhou District, Chengdu, 610041, Sichuan Province, China.
Ma J; School of Mathematics and Statistics, Lanzhou University, 222 South Tianshui Rd, Lanzhou, 730000, Gansu Province, China.
Xiao J; School of Materials and Energy, Lanzhou University, 222 South Tianshui Rd, Lanzhou, 730000, Gansu Province, China.
Wang Y; Department of Ophthalmology, West China Hospital of Sichuan University, No. 37 Guoxue Xiang, Wuhou District, Chengdu, 610041, Sichuan Province, China.
He W; Department of Ophthalmology, West China Hospital of Sichuan University, No. 37 Guoxue Xiang, Wuhou District, Chengdu, 610041, Sichuan Province, China. hewm888@hotmail.com.

Graefes Arch Clin Exp Ophthalmol ; 262(1): 203-210, 2024 Jan.

Article em En | MEDLINE | ID: mdl-37773288

Assuntos

Oftalmopatia de Graves; Humanos; Oftalmopatia de Graves/diagnóstico; Músculos Oculomotores; Inteligência Artificial; Estudos Retrospectivos; Redes Neurais de Computação; Pálpebras

Palavras-chave

Deep neural networks; Disease activity; Extreme gradient boosting; Light gradient boosting machine; Machine learning; Thyroid-associated ophthalmopathy

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Oftalmopatia de Graves Tipo de estudo: Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Revista: Graefes Arch Clin Exp Ophthalmol Ano de publicação: 2024 Tipo de documento: Article

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