Article

Speak and you shall predict: speech at initial cocaine abstinence as a biomarker of long-term drug use behavior

2023-07-19

Abstract excerpt

<h4>Importance</h4> Valid biomarkers that can predict longitudinal clinical outcomes at low cost are a holy grail in psychiatric research, promising to ultimately be used to optimize and tailor intervention and prevention efforts. <h4>Objective</h4> To determine if baseline linguistic markers in natural speech, as compared to non-speech clinical and demographic measures, can predict drug use severity measures at...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 143194f2-b1cd-5cf2-8090-6d18d6cb289e
DOI: 10.1101/2023.07.18.549548

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Speak and you shall predict: speech at initial cocaine abstinence as a biomarker of long-term drug use behaviorDOI 10.1101/2023.07.18.549548Read

TRUSTING: An International Multicenter Observational Study of Speech-Based Relapse Prediction in Psychosis Using Explainable AISemantic proximity Read

Automated speech analysis for risk detection of depression, anxiety, insomnia, and fatigue: Algorithm Development and Validation StudySemantic proximity Read

Predictors of Cocaine Use Disorder Treatment Outcomes: a Systematic ReviewSemantic proximity Read

Vocal markers of schizophrenia: assessing the generalizability of machine learning models and their clinical applicabilitySemantic proximity Read

The VOICE-DEP study protocol: multimodal analysis of voice and discourse during medical interviews to support diagnosis and longitudinal monitoring of major depressive disorderSemantic proximity Read

iSense: AI-Based Model and App to Identify Linguistic Biomarkers of Mood DisordersSemantic proximity Read

Detection of Major Depressive Disorder, Bipolar Disorder, Schizophrenia and Generalized Anxiety Disorder Using Vocal Acoustic Analysis and Machine LearningSemantic proximity Read

Addiction as a Chronic Brain Disease: A Narrative Review of the Neurobiological EvidenceSemantic proximity Read

Dynamic alterations in gene co-expression networks and gene-transcript associations characterize co-morbidities in cocaine use disorderSemantic proximity Read

A Generalizable Speech Emotion Recognition Model Reveals Depression and RemissionSemantic proximity Read

Pharmacological Smoking Cessation Interventions in People with Cannabis, Opioid, or Stimulant Use Disorders: A Systematic ReviewSemantic proximity Read

Automated Online Speech Analytics Reveal Language and Affective Changes in Parkinson’s DiseaseSemantic proximity Read