Predicting synkinesis caused by Bell's palsy or Ramsay Hunt syndrome using machine learning‐based logistic regression

Predicting synkinesis caused by Bell's palsy or Ramsay Hunt syndrome using machine learning‐based logistic regression

Abstract Objective To investigate whether machine learning (ML)‐based algorithms, namely logistic regression (LR), random forest (RF), k‐nearest neighbor (k‐NN), and gradient‐boosting decision tree (GBDT), utilizing early post‐onset parameters can predict facial synkinesis resulting from Bell's...

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Bibliographic Details
Main Authors: Megumi Kishimoto‐Urata, Shinji Urata, Hironobu Nishijima, Shintaro Baba, Yoko Fujimaki, Kenji Kondo, Tatsuya Yamasoba
Format: Article
Language:English
Published: Wiley 2023-10-01
Series:Laryngoscope Investigative Otolaryngology
Subjects:
Bell's palsy
machine learning
Ramsay Hunt syndrome
Online Access:https://doi.org/10.1002/lio2.1145

Internet

https://doi.org/10.1002/lio2.1145

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