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Image Credit: Arxiv

Classifying Dental Care Providers Through Machine Learning with Features Ranking

  • A study was conducted to classify dental providers into standard rendering providers and safety net clinic providers using machine learning models.
  • Feature ranking methods were used to identify critical predictors, with treatment-related metrics being identified as the top-ranked features.
  • Twelve machine learning models were evaluated, with Neural Network achieving the highest accuracy of 94.1% followed by Gradient Boosting and Random Forest.
  • The study emphasizes the importance of feature selection in improving model efficiency and accuracy, especially in imbalanced healthcare datasets.

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