Detection of major depressive disorder using vocal acoustic analysis and machine learning—an exploratory study
CW Espinola, JC Gomes, JMS Pereira… - Research on Biomedical …, 2021 - Springer
Purpose Diagnosis and treatment in psychiatry are still highly dependent on reports from
patients and on clinician judgment. This fact makes them prone to memory and subjectivity …
patients and on clinician judgment. This fact makes them prone to memory and subjectivity …
Detection of major depressive disorder, bipolar disorder, schizophrenia and generalized anxiety disorder using vocal acoustic analysis and machine learning: an …
C Wanderley Espinola, JC Gomes… - Research on Biomedical …, 2022 - Springer
Purpose Current diagnosis and treatment in psychiatry are heavily dependent on patients'
reports and clinician's judgment, thus are sensitive to memory and subjectivity biases. On …
reports and clinician's judgment, thus are sensitive to memory and subjectivity biases. On …
[HTML][HTML] Bio-acoustic features of depression: A review
SA Almaghrabi, SR Clark, M Baumert - Biomedical Signal Processing and …, 2023 - Elsevier
Speech carries essential information about the speaker's physiology and possible
pathophysiological conditions. Bio-acoustic voice qualities show promising value for …
pathophysiological conditions. Bio-acoustic voice qualities show promising value for …
Vocal acoustic analysis and machine learning for the identification of schizophrenia
CW Espinola, JC Gomes, JMS Pereira… - Research on Biomedical …, 2021 - Springer
Purpose Psychiatry still needs objective biomarkers. In the context of schizophrenia, there
are speech abnormalities such as tangentiality, derailment, alogia, neologisms, poverty of …
are speech abnormalities such as tangentiality, derailment, alogia, neologisms, poverty of …
Quantitative measurement of depression through speech analysis
JA Talavera, J Saiz-Ruiz, M Garcia-Toro - European Psychiatry, 1994 - cambridge.org
Looking for a substantial increase in the reliability and validity of voice analysis
measurements in depression, we have developed a new experimental paradigm. The …
measurements in depression, we have developed a new experimental paradigm. The …
Major depressive disorder discrimination using vocal acoustic features
Background The voice carries various information produced by vibrations of the vocal cords
and the vocal tract. Though many studies have reported a relationship between vocal …
and the vocal tract. Though many studies have reported a relationship between vocal …
Vocal acoustic features as potential biomarkers for identifying/diagnosing depression: a cross-sectional study
Q Zhao, HZ Fan, YL Li, L Liu, YX Wu, YL Zhao… - Frontiers in …, 2022 - frontiersin.org
Background At present, there is no established biomarker for the diagnosis of depression.
Meanwhile, studies show that acoustic features convey emotional information. Therefore …
Meanwhile, studies show that acoustic features convey emotional information. Therefore …
Speech as a biomarker for depression
S Koops, SG Brederoo, JN de Boer… - CNS & Neurological …, 2023 - ingentaconnect.com
Background: Depression is a debilitating disorder that at present lacks a reliable biomarker
to aid in diagnosis and early detection. Recent advances in computational analytic …
to aid in diagnosis and early detection. Recent advances in computational analytic …
[HTML][HTML] Depression screening from voice samples of patients affected by parkinson's disease
Y Ozkanca, M Göksu Öztürk, MN Ekmekci… - Digital …, 2019 - karger.com
Depression is a common mental health problem leading to significant disability worldwide. It
is not only common but also commonly co-occurs with other mental and neurological …
is not only common but also commonly co-occurs with other mental and neurological …
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 …