Application of item response theory to quantify substance use disorder severity

2006 ◽  
Vol 31 (6) ◽  
pp. 1035-1049 ◽  
Author(s):  
Levent Kirisci ◽  
Ralph E. Tarter ◽  
Michael Vanyukov ◽  
Chris Martin ◽  
Ada Mezzich ◽  
...  
Author(s):  
Levent Kirisci ◽  
Ralph Tarter ◽  
Maureen Reynolds ◽  
Michael Vanyukov

Background. Item response theory (IRT) based studies conducted on diverse samples showed a single dominant factor for DSM-III-R and DSM-IV substance use disorder (SUD) abuse and dependence symptoms of alcohol, cannabis, sedative, cocaine, stimulants, and opiates use disorders. IRT provides the opportunity, within a person-centered framework, to accurately gauge each person’s severity of disorder that, in turn, informs required intensiveness of treatment. Objectives. The aim of this study was to determine whether the SUD symptoms indicate a unidimensional trait or instead need to be conceptualized and quantified as a multidimensional scale. Methods. The sample was composed of families of adult SUD+ men (n=349), and SUD+ women (n=173), who qualified for DSM-III-R diagnosis of substance use disorder (abuse or dependence) and families of adult men and women who did not qualify for a SUD diagnosis (SUD- men: n=190, SUD- women: n=133). An expanded version of the Structured Clinical Interview for DSM-III-R (SCID) was administered to characterize lifetime and current substance use disorders. Item response theory methodology was used to assess the dimensionality of DSM-III-R SUD abuse and dependence symptoms.Results. A bi-factor model provided the optimal representation of the factor structure of SUD symptoms in males and females. SUD symptoms are scalable as indicators of a single common factor, corresponding to general (non-drug-specific, common) liability to addiction, combined with drug-specific liabilities. Conclusions. IRT methodology used to quantify the continuous general liability to addiction (GLA) latent trait in individuals having SUD symptoms was found effective for accurately measuring SUD severity in men and women. This may be helpful for person-centered medicine approaches to effectively address intensity of treatment.


2020 ◽  
Vol 212 ◽  
pp. 108036
Author(s):  
Charlotte Kervran ◽  
Dvora Shmulewitz ◽  
Fuschia Serre ◽  
Malki Stohl ◽  
Cécile Denis ◽  
...  

2021 ◽  
Author(s):  
Anne Chatton ◽  
Yasser Khazaal ◽  
Louise Penzenstadler

Abstract BackgroundThe Health of the Nation Outcome Scale (HoNOS) is a widely used 12-item tool to assess mental health and social functioning. The French version has an added 13th item measuring adherence to psychotropic medication. The aim of the current study is to uncover the unknown pattern of item 13 and to compare the unidimensional and multi-dimensional fit of both the original HoNOS 12 and the new HoNOS 13 using Item Response Theory (IRT) modelling. This research question was studied among inpatients with substance use disorder (SUD). MethodsSix hundred and nine valid questionnaires of the HoNOS were analyzed using the multidimensional extension of the IRT graded-response modelling. For HoNOS 13, we fitted respectively a one-factor and a two-factor model. ResultsThe two-factor model suggesting a first factor capturing psychiatric/impairment-related issues and a second factor reflecting social-related issues yielded better goodness-of-fit values compared to the one-factor solution. ConclusionsWe were able to validate the 13-item questionnaire including medication compliance and suggest that the HoNOS 13 can be recommended as a clinical evaluation tool to assess the problems and treatment needs for inpatients with SUD. In IRT analyses, the items related to substance use and item 13 showed moderate discriminative abilities to catch the severity of the latent construct whereas the items related to the second factor (social problems) showed higher discriminative abilities. Trial registrationClinicalTrials.gov, Identifier: NCT03551301, registered: 11.06.2018.


2002 ◽  
Vol 16 (4) ◽  
pp. 290-298 ◽  
Author(s):  
Levent Kirisci ◽  
Michael Vanyukov ◽  
Marija Dunn ◽  
Ralph Tarter

2001 ◽  
Vol 46 (6) ◽  
pp. 629-632
Author(s):  
Robert J. Mislevy

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