Machine-based learning of multidimensional data in bipolar disorder - pilot results.

Journal: Bipolar disorders
PMID: 38531635

Abstract

INTRODUCTION: Owing to the heterogenic picture of bipolar disorder, it takes approximately 8.8 years to reach a correct diagnosis. Early recognition and early intervention might not only increase quality of life, but also increase life expectancy as a whole in individuals with bipolar disorder. Therefore, we hypothesize that implementing machine learning techniques can be used to support the diagnostic process of bipolar disorder and minimize misdiagnosis rates.

Authors

  • Armin Birner
    Department of Psychiatry and Psychotherapeutic Medicine, Medical University of Graz, Graz, Austria.
  • Marco Mairinger
    Department of Psychiatry and Psychotherapeutic Medicine, Medical University of Graz, Graz, Austria.
  • Clemens Elst
    Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria.
  • Alexander Maget
    Department of Psychiatry and Psychotherapeutic Medicine, Medical University of Graz, Graz, Austria.
  • Frederike T Fellendorf
    Department of Psychiatry and Psychotherapeutic Medicine, Medical University of Graz, Graz, Austria.
  • Martina Platzer
    Department of Psychiatry and Psychotherapeutic Medicine, Medical University of Graz, Graz, Austria.
  • Robert Queissner
    Department of Psychiatry and Psychotherapeutic Medicine, Medical University of Graz, Graz, Austria.
  • Melanie Lenger
    Department of Psychiatry and Psychotherapeutic Medicine, Medical University of Graz, Graz, Austria.
  • Adelina Tmava-Berisha
    Department of Psychiatry and Psychotherapeutic Medicine, Medical University of Graz, Graz, Austria.
  • Susanne A Bengesser
    Department of Psychiatry and Psychotherapeutic Medicine, Medical University of Graz, Graz, Austria.
  • Eva Z Reininghaus
    Department of Psychiatry and Psychotherapeutic Medicine, Medical University of Graz, Graz, Austria.
  • Markus Kreuzthaler
    Institute of Medical Informatics, Statistics, and Documentation, Medical University of Graz, Austria.
  • Nina Dalkner
    Medical University of Graz, Clinical Division of Psychiatry and Psychotherapeutic Medicine, Graz, Austria.

Keywords

External Resources

Popular Topics
Recent Journals