Accuracy of machine learning classifiers using bilateral data from a Scheimpflug camera for identifying eyes with preclinical signs of keratoconus.

Journal: Journal of cataract and refractive surgery
Published Date: Feb 1, 2016

Abstract

PURPOSE: To describe the topographic and tomographic characteristics of normal fellow eyes of unilateral keratoconus cases and to evaluate the accuracy of machine learning classifiers in discriminating healthy corneas from the normal fellow corneas.

Authors

  • Illés Kovács
    From the Department of Ophthalmology (Kovács, Kránitz, Juhász, Takács, Dienes, Gergely, Nagy), Semmelweis University, Budapest, Hungary; the Karl Landsteiner Institute of Process Optimization and QM in Cataract Surgery (Mihált), Vienna, Austria. Electronic address: kovacs.illes@med.semmelweis-univ.hu.
  • Kata Miháltz
    From the Department of Ophthalmology (Kovács, Kránitz, Juhász, Takács, Dienes, Gergely, Nagy), Semmelweis University, Budapest, Hungary; the Karl Landsteiner Institute of Process Optimization and QM in Cataract Surgery (Mihált), Vienna, Austria.
  • Kinga Kránitz
    From the Department of Ophthalmology (Kovács, Kránitz, Juhász, Takács, Dienes, Gergely, Nagy), Semmelweis University, Budapest, Hungary; the Karl Landsteiner Institute of Process Optimization and QM in Cataract Surgery (Mihált), Vienna, Austria.
  • Éva Juhász
    From the Department of Ophthalmology (Kovács, Kránitz, Juhász, Takács, Dienes, Gergely, Nagy), Semmelweis University, Budapest, Hungary; the Karl Landsteiner Institute of Process Optimization and QM in Cataract Surgery (Mihált), Vienna, Austria.
  • Ágnes Takács
    From the Department of Ophthalmology (Kovács, Kránitz, Juhász, Takács, Dienes, Gergely, Nagy), Semmelweis University, Budapest, Hungary; the Karl Landsteiner Institute of Process Optimization and QM in Cataract Surgery (Mihált), Vienna, Austria.
  • Lóránt Dienes
    From the Department of Ophthalmology (Kovács, Kránitz, Juhász, Takács, Dienes, Gergely, Nagy), Semmelweis University, Budapest, Hungary; the Karl Landsteiner Institute of Process Optimization and QM in Cataract Surgery (Mihált), Vienna, Austria.
  • Róbert Gergely
    From the Department of Ophthalmology (Kovács, Kránitz, Juhász, Takács, Dienes, Gergely, Nagy), Semmelweis University, Budapest, Hungary; the Karl Landsteiner Institute of Process Optimization and QM in Cataract Surgery (Mihált), Vienna, Austria.
  • Zoltán Z Nagy
    From the Department of Ophthalmology (Kovács, Kránitz, Juhász, Takács, Dienes, Gergely, Nagy), Semmelweis University, Budapest, Hungary; the Karl Landsteiner Institute of Process Optimization and QM in Cataract Surgery (Mihált), Vienna, Austria.

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