Acoustic and Natural Language Markers for Bipolar Disorder: A Pilot, mHealth Cross-Sectional Study.

Journal: JMIR formative research
PMID: 40239203

Abstract

BACKGROUND: Monitoring symptoms of bipolar disorder (BD) is a challenge faced by mental health services. Speech patterns are crucial in assessing the current experiences, emotions, and thought patterns of people with BD. Natural language processing (NLP) and acoustic signal processing may support ongoing BD assessment within a mobile health (mHealth) framework.

Authors

  • Cristina Crocamo
    School of Medicine and Surgery, University of Milano-Bicocca, via Cadore 48, Monza, 20900, Italy, 39 0264488483.
  • Riccardo Matteo Cioni
    School of Medicine and Surgery, University of Milano-Bicocca, via Cadore 48, Monza, 20900, Italy, 39 0264488483.
  • Aurelia Canestro
    School of Medicine and Surgery, University of Milano-Bicocca, via Cadore 48, Monza, 20900, Italy, 39 0264488483.
  • Christian Nasti
    School of Medicine and Surgery, University of Milano-Bicocca, via Cadore 48, Monza, 20900, Italy, 39 0264488483.
  • Dario Palpella
    School of Medicine and Surgery, University of Milano-Bicocca, via Cadore 48, Monza, 20900, Italy, 39 0264488483.
  • Susanna Piacenti
    School of Medicine and Surgery, University of Milano-Bicocca, via Cadore 48, Monza, 20900, Italy, 39 0264488483.
  • Alessandra Bartoccetti
    School of Medicine and Surgery, University of Milano-Bicocca, via Cadore 48, Monza, 20900, Italy, 39 0264488483.
  • Martina Re
    School of Medicine and Surgery, University of Milano-Bicocca, via Cadore 48, Monza, 20900, Italy, 39 0264488483.
  • Valentina Simonetti
    University "LUM" Giuseppe Degennaro, Casamassima, Bari, Italy. Electronic address: simonetti@lum.it.
  • Chiara Barattieri di San Pietro
    Ab.Acus, Milan, Italy.
  • Maria Bulgheroni
    Ab.Acus, Milan, Italy.
  • Francesco Bartoli
    Regional Center of Nuclear Medicine, Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy.
  • Giuseppe Carrà
    School of Medicine and Surgery, University of Milano-Bicocca, via Cadore 48, Monza, 20900, Italy, 39 0264488483.

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