Literature DB >> 25477700

Using a short screening scale for small-area estimation of mental illness prevalence for schools.

Fan Li1, Alan M Zaslavsky2.   

Abstract

We use data collected in the National Comorbidity Survey - Adolescent (NCS-A) to develop a methodology to estimate the small-area prevalence of serious emotional distress (SED) in schools in the United States, exploiting the clustering of the main NCS-A sample by school. The NCS-A instrument includes both a short screening scale, the K6, and extensive diagnostic assessments of the individual disorders and associated impairment that determine the diagnosis of SED. We fitted a Bayesian bivariate multilevel regression model with correlated effects for the probability of SED and a modified K6 score at the individual and school levels. Our results provide evidence for the existence of variation in the prevalence of SED across schools and geographical regions. Although the concordance between the modified K6 scale and SED is only modest for individuals, the school-level random effects for the two measures are strongly correlated. Under this model we obtain a prediction equation for the rate of SED based on the mean K6 score and covariates. This finding supports the feasibility of using short screening scales like the K6 as an alternative to more comprehensive lay assessments in estimating school-level rates of SED. These methods may be applicable to other studies aiming at small-area estimation for geographical units.

Entities:  

Keywords:  Bayesian; National Comorbidity Survey; bivariate; hierarchical models; prediction; serious emotional distress; small-area estimation; survey

Year:  2010        PMID: 25477700      PMCID: PMC4251785          DOI: 10.1198/jasa.2010.ap09185

Source DB:  PubMed          Journal:  J Am Stat Assoc        ISSN: 0162-1459            Impact factor:   5.033


  5 in total

1.  Validation of a model for estimating state and local prevalence of serious mental illness.

Authors:  Christopher G Hudson
Journal:  Int J Methods Psychiatr Res       Date:  2009-12       Impact factor: 4.035

2.  Estimating prevalence of serious emotional disturbance in schools using a brief screening scale.

Authors:  Fan Li; Jennifer Greif Green; Ronald C Kessler; Alan M Zaslavsky
Journal:  Int J Methods Psychiatr Res       Date:  2010-06       Impact factor: 4.035

3.  Design and field procedures in the US National Comorbidity Survey Replication Adolescent Supplement (NCS-A).

Authors:  Ronald C Kessler; Shelli Avenevoli; E Jane Costello; Jennifer Greif Green; Michael J Gruber; Steven Heeringa; Kathleen R Merikangas; Beth-Ellen Pennell; Nancy A Sampson; Alan M Zaslavsky
Journal:  Int J Methods Psychiatr Res       Date:  2009-06       Impact factor: 4.035

4.  National comorbidity survey replication adolescent supplement (NCS-A): I. Background and measures.

Authors:  Kathleen R Merikangas; Shelli Avenevoli; E Jane Costello; Doreen Koretz; Ronald C Kessler
Journal:  J Am Acad Child Adolesc Psychiatry       Date:  2009-04       Impact factor: 8.829

5.  National comorbidity survey replication adolescent supplement (NCS-A): II. Overview and design.

Authors:  Ronald C Kessler; Shelli Avenevoli; E Jane Costello; Jennifer Greif Green; Michael J Gruber; Steven Heeringa; Kathleen R Merikangas; Beth-Ellen Pennell; Nancy A Sampson; Alan M Zaslavsky
Journal:  J Am Acad Child Adolesc Psychiatry       Date:  2009-04       Impact factor: 8.829

  5 in total
  2 in total

1.  Modeling a bivariate residential-workplace neighborhood effect when estimating the effect of proximity to fast-food establishments on body mass index.

Authors:  A James O'Malley; Peter James; Todd A MacKenzie; Jinyoung Byun; S V Subramanian; Jason P Block
Journal:  Stat Med       Date:  2018-11-20       Impact factor: 2.373

2.  Neighborhood sociodemographic predictors of Serious Emotional Disturbance (SED) in schools: demonstrating a small area estimation method in the National Comorbidity Survey (NCS-A) Adolescent Supplement.

Authors:  Jennifer Greif Green; Margarita Alegría; Ronald C Kessler; Katie A McLaughlin; Michael J Gruber; Nancy A Sampson; Alan M Zaslavsky
Journal:  Adm Policy Ment Health       Date:  2015-01
  2 in total

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