Clinical state tracking in serious mental illness through computational analysis of speech
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 …
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 …
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
Automated speech analysis techniques, when combined with artificial intelligence and
machine learning, show potential in capturing and predicting a wide range of psychosis …
machine learning, show potential in capturing and predicting a wide range of psychosis …
Computational analysis of spoken language in acute psychosis and mania
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 …
participants hospitalized with acute psychosis and (2) begin to evaluate the clinical …
Automated assessment of psychiatric disorders using speech: A systematic review
Objective There are many barriers to accessing mental health assessments including cost
and stigma. Even when individuals receive professional care, assessments are intermittent …
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 …
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
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 …
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
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 …
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 …
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 …
and motor processes. These language disturbances can be used to identify individuals with …