Measurement of schizophrenia symptoms through speech analysis from PANSS interview recordings

A large sample of PANSS recordings was successfully processed using open source methods for phenotyping and strong relationships between speech characteristics and symptoms from these recordings were observed. These observations, consistent with existing understandings of speech-based manifestations of schizophrenia, highlight the potential use of patient speech collected passively during clinical interactions for digital phenotyping and symptom assessment. Implications for clinical practice, drug development, and progress towards precision psychiatry are discussed.

Authors

Institutions

Publication Details

Journal
Frontiers in Psychiatry
Published
2025-06-24
DOI
https://doi.org/10.3389/fpsyt.2025.1571647
Citations
5
Primary Topic
Schizophrenia research and treatment
Type
article
Field-Weighted Citation Impact
7.36
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Measurement of schizophrenia symptoms through speech analysis from PANSS interview recordings

Georgios Efstathiadis, Tejal Patel, Colin Sauder, Inder Kaul et al.
5 citations
Frontiers in Psychiatry
Schizophrenia research and treatment
7.36
article

Measurement of schizophrenia symptoms through speech analysis from PANSS interview recordings

Georgios Efstathiadis, Tejal Patel, Colin Sauder, Inder Kaul, Stephen K. Brannan, Anzar Abbas, Alan Kott, Vijay Yadav, Isaac R. Galatzer‐Levy, Michelle Worthington, Emanuel Pintilii
article en
5 citations

Abstract

A large sample of PANSS recordings was successfully processed using open source methods for phenotyping and strong relationships between speech characteristics and symptoms from these recordings were observed. These observations, consistent with existing understandings of speech-based manifestations of schizophrenia, highlight the potential use of patient speech collected passively during clinical interactions for digital phenotyping and symptom assessment. Implications for clinical practice, drug development, and progress towards precision psychiatry are discussed.

Frontiers in PsychiatryVol. 16
Google (United States) (US), Center for Brooklyn History (US), UNSW Sydney (AU), Yale University (US), Bristol-Myers Squibb (United States) (US), "Ion Ionescu de la Brad" Iasi University of Life Sciences (RO), New York University (US), Brooklyn College (US)
Good health and well-being
Openalex Percentile: Top 3%
Schizophrenia research and treatment
7.36
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Measurement of schizophrenia symptoms through speech analysis from PANSS interview recordings — Georgios Efstathiadis, Tejal Patel, et al. · Frontiers in Psychiatry (2025) | TGRS Research Map | TGRS