Clinical state tracking in serious mental illness through computational analysis of speech

AC Arevian, D Bone, N Malandrakis, VR Martinez… - PLoS one, 2020 - journals.plos.org
Individuals with serious mental illness experience changes in their clinical states over time
that are difficult to assess and that result in increased disease burden and care utilization. It …

Applications of speech analysis in psychiatry

K Dikaios, S Rempel, SH Dumpala… - Harvard Review of …, 2023 - journals.lww.com
The need for objective measurement in psychiatry has stimulated interest in alternative
indicators of the presence and severity of illness. Speech may offer a source of information …

Automated analysis of speech as a marker of sub-clinical psychotic experiences

J Olah, T Spencer, N Cummins, K Diederen - Frontiers in Psychiatry, 2024 - frontiersin.org
Automated speech analysis techniques, when combined with artificial intelligence and
machine learning, show potential in capturing and predicting a wide range of psychosis …

Computational analysis of spoken language in acute psychosis and mania

JM Girard, AK Vail, E Liebenthal, K Brown… - Schizophrenia …, 2022 - Elsevier
Objectives This study aimed to (1) determine the feasibility of collecting behavioral data from
participants hospitalized with acute psychosis and (2) begin to evaluate the clinical …

Automated assessment of psychiatric disorders using speech: A systematic review

DM Low, KH Bentley, SS Ghosh - Laryngoscope investigative …, 2020 - Wiley Online Library
Objective There are many barriers to accessing mental health assessments including cost
and stigma. Even when individuals receive professional care, assessments are intermittent …

Exploring the use of natural language processing for objective assessment of disorganized speech in schizophrenia

L Jeong, M Lee, B Eyre, A Balagopalan… - Psychiatric …, 2023 - Am Psychiatric Assoc
Objective Measurement‐based care tools in psychiatry are useful for symptom monitoring
and detecting response to treatment, but methods for quick and objective measurement are …

Applying speech technologies to assess verbal memory in patients with serious mental illness

TB Holmlund, C Chandler, PW Foltz, AS Cohen… - NPJ digital …, 2020 - nature.com
Verbal memory deficits are some of the most profound neurocognitive deficits associated
with schizophrenia and serious mental illness in general. As yet, their measurement in …

[HTML][HTML] Automated analysis of free speech predicts psychosis onset in high-risk youths

G Bedi, F Carrillo, GA Cecchi, DF Slezak, M Sigman… - npj …, 2015 - nature.com
AIMS: In this proof-of-principle study, our aim was to test automated speech analyses
combined with Machine Learning to predict later psychosis onset in youths at clinical high …

[HTML][HTML] Natural language processing-based quantification of the mental state of psychiatric patients

SS Mukherjee, J Yu, Y Won, MJ McClay… - Computational …, 2020 - cpsyjournal.org
Psychiatric practice routinely uses semistructured and/or unstructured free text to record the
behavior and mental state of patients. Many of these data are unstructured, lack …

Understanding language abnormalities and associated clinical markers in psychosis: the promise of computational methods

K Hitczenko, VA Mittal, M Goldrick - Schizophrenia Bulletin, 2021 - academic.oup.com
The language and speech of individuals with psychosis reflect their impairments in cognition
and motor processes. These language disturbances can be used to identify individuals with …