SPEECH MARKERS FOR CLINICAL ASSESSMENT OF COCAINE USERS.
abstinence
acoustic
cocaine
drug addiction
semantic
Journal
Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP (Conference)
ISSN: 1520-6149
Titre abrégé: Proc IEEE Int Conf Acoust Speech Signal Process
Pays: United States
ID NLM: 101182171
Informations de publication
Date de publication:
May 2019
May 2019
Historique:
entrez:
26
2
2020
pubmed:
26
2
2020
medline:
26
2
2020
Statut:
ppublish
Résumé
One of the main foci of addiction research is the delineation of markers that track the propensity of relapse. Speech analysis can provide an unbiased assessment that can be deployed outside the lab, enabling objective measurements and relapse susceptibility tracking. This work is the first attempt to study unscripted speech markers in cocaine users. We analyzed 23 subjects performing two tasks: describing the positive consequences (PC) of abstinence and the negative consequences (NC) of using cocaine. We perform two main experiments: first, we analyzed whether acoustic and semantic features can infer clinical variables such as the Cocaine Selective Severity Assessment; then, we analyzed the main problem of interest: to see if these features are powerful enough to infer if the subjects remains abstinent. Our results show that speech features have potential to be used as a proxy to monitor cocaine users under treatment to recover from their addiction.
Identifiants
pubmed: 32095118
doi: 10.1109/icassp.2019.8682691
pmc: PMC7039659
mid: NIHMS1068445
doi:
Types de publication
Journal Article
Langues
eng
Pagination
6391-6394Subventions
Organisme : NIDA NIH HHS
ID : K23 DA045928
Pays : United States
Organisme : NIDA NIH HHS
ID : R01 DA041528
Pays : United States
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