Acoustic and Natural Language Markers for Bipolar Disorder: A Pilot, mHealth Cross-Sectional Study
Remotely collected speech patterns, including both linguistic and acoustic features, are associated with symptom severity levels and may help differentiate clinical conditions in individuals with BD during their mood state assessments. In the future, multimodal, smartphone-integrated digital ecological momentary assessments could serve as a powerful tool for clinical purposes, remotely complementing standard, in-person mental health evaluations.
Authors
- Aurelia Canestro (ORCID: https://orcid.org/0000-0003-2718-4076)
- Giuseppe Carrà (ORCID: https://orcid.org/0000-0002-6877-6169)
- Dario Palpella (ORCID: https://orcid.org/0000-0002-3073-8407)
- Christian Nasti (ORCID: https://orcid.org/0000-0003-2986-2125)
- Maria Bulgheroni (ORCID: https://orcid.org/0000-0001-8484-9834)
- Susanna Piacenti (ORCID: https://orcid.org/0000-0002-8184-2634)
- Alessandra Bartoccetti (ORCID: https://orcid.org/0000-0002-0862-8703)
- Cristina Crocamo (ORCID: https://orcid.org/0000-0002-2979-2107)
- R. Cioni (ORCID: https://orcid.org/0000-0001-5718-9930)
- Chiara Barattieri di San Pietro (ORCID: https://orcid.org/0000-0003-4407-7037)
- Valentina Simonetti (ORCID: https://orcid.org/0000-0001-7013-1338)
- Francesco Bartoli (ORCID: https://orcid.org/0000-0003-2612-4119)
- M. Re (ORCID: https://orcid.org/0000-0003-4385-2951)
Institutions
- Istituto Universitario di Studi Superiori di Pavia (IT)
- Ab.Acus (Italy) (IT)
- University of Milano-Bicocca (IT)
Publication Details
- Journal
- JMIR Formative Research
- Published
- 2025-04-16
- DOI
- https://doi.org/10.2196/65555
- Citations
- 4
- Primary Topic
- Bipolar Disorder and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 5.88