Feasibility Analysis of Phenotype Quantification from Unstructured Clinical Interactions.

acoustic conversation digital phenotype facial feature voice

Journal

Computational psychiatry (Cambridge, Mass.)
ISSN: 2379-6227
Titre abrégé: Comput Psychiatr
Pays: England
ID NLM: 101719151

Informations de publication

Date de publication:
2022
Historique:
received: 02 08 2021
accepted: 13 12 2021
medline: 11 1 2022
pubmed: 11 1 2022
entrez: 22 5 2024
Statut: epublish

Résumé

We conducted a feasibility analysis to determine the quality of data that could be collected ambiently during routine clinical conversations. We used inexpensive, consumer-grade hardware to record unstructured dialogue and open-source software tools to quantify and model face, voice (acoustic and language) and movement features. We used an external validation set to perform proof-of-concept predictive analyses and show that clinically relevant measures can be produced without a restrictive protocol.

Identifiants

pubmed: 38774775
doi: 10.5334/cpsy.78
pmc: PMC11104416
doi:

Types de publication

Journal Article

Langues

eng

Pagination

1-7

Informations de copyright

Copyright: © 2022 The Author(s).

Déclaration de conflit d'intérêts

The authors have no competing interests to declare.

Auteurs

Daniel S Barron (DS)

Department of Psychiatry, Yale University, New Haven, CT, USA.
Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
Department of Anesthesiology and Pain Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.

Stephen Heisig (S)

Department of Neurology, Icahn School of Medicine, Mt. Sinai, NY, USA.

Carla Agurto (C)

T.J. Watson IBM Research Laboratory, Yorktown Heights, NY, USA.

Raquel Norel (R)

T.J. Watson IBM Research Laboratory, Yorktown Heights, NY, USA.

Brittany Quagan (B)

Department of Psychiatry, Yale University, New Haven, CT, USA.

Albert Powers (A)

Department of Psychiatry, Yale University, New Haven, CT, USA.

Michael L Birnbaum (ML)

Department of Psychiatric Research, The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA.

Todd Constable (T)

Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.
Department of Neurosurgery, Yale School of Medicine, New Haven, CT 06520, USA.

Guillermo Cecchi (G)

T.J. Watson IBM Research Laboratory, Yorktown Heights, NY, USA.

John H Krystal (JH)

Department of Psychiatry, Yale University, New Haven, CT, USA.

Classifications MeSH