Using the GHQ-12 to screen for mental health problems among primary care patients: psychometrics and practical considerations

Abstract Background This study explores the factor structure of the Indonesian version of the GHQ-12 based on several theoretical perspectives and determines the threshold for optimum sensitivity and specificity. Through a focus group discussion, we evaluate the practicality of the GHQ-12 as a scree...

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Main Authors: S. G. Anjara, C. Bonetto, T. Van Bortel, C. Brayne
Format: Article
Language:English
Published: BMC 2020-08-01
Series:International Journal of Mental Health Systems
Subjects:
Online Access:http://link.springer.com/article/10.1186/s13033-020-00397-0
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spelling doaj-9287ed39b69c4878b2d5dbcebf80bca82020-11-25T03:13:28ZengBMCInternational Journal of Mental Health Systems1752-44582020-08-0114111310.1186/s13033-020-00397-0Using the GHQ-12 to screen for mental health problems among primary care patients: psychometrics and practical considerationsS. G. Anjara0C. Bonetto1T. Van Bortel2C. Brayne3Cambridge Institute of Public Health, University of Cambridge, School of Clinical MedicineDepartment of Neurosciences, Biomedicine and Movement Sciences, University of VeronaCambridge Institute of Public Health, University of Cambridge, School of Clinical MedicineCambridge Institute of Public Health, University of Cambridge, School of Clinical MedicineAbstract Background This study explores the factor structure of the Indonesian version of the GHQ-12 based on several theoretical perspectives and determines the threshold for optimum sensitivity and specificity. Through a focus group discussion, we evaluate the practicality of the GHQ-12 as a screening tool for mental health problems among adult primary care patients in Indonesia. Methods This is a prospective study exploring the construct validity, criterion validity and reliability of the GHQ-12, conducted with 676 primary care patients attending 28 primary care clinics randomised for participation in the study. Participants’ GHQ-12 scores were compared with their psychiatric diagnosis based on face-to-face clinical interviews with GPs using the CIS-R. Exploratory and Confirmatory Factor Analyses determined the construct validity of the GHQ-12 in this population. The appropriate threshold score of the GHQ-12 as a screening tool in primary care was determined using the receiver operating curve. Prior to data collection, a focus group discussion was held with research assistants who piloted the screening procedure, GPs, and a psychiatrist, to evaluate the practicality of embedding screening within the routine clinic procedures. Results Of all primary care patients attending the clinics during the recruitment period, 26.7% agreed to participate (676/2532 consecutive patients approached). Their median age was 46 (range 18–82 years); 67% were women. The median GHQ-12 score for our primary care sample was 2, with an interquartile range of 4. The internal consistency of the GHQ-12 was good (Cronbach’s α = 0.76). Four factor structures were fitted on the data. The GHQ-12 was found to best fit a one-dimensional model, when response bias is taken into consideration. Results from the ROC curve indicated that the GHQ-12 is ‘fairly accurate’ when discriminating primary care patients with indication of mental disorders from those without, with average AUC of 0.78. The optimal threshold of the GHQ-12 was either 1/2 or 2/3 point depending on the intended utility, with a Positive Predictive Value of 0.68 to 0.73 respectively. The screening procedure was successfully embedded into routine patient flow in the 28 clinics. Conclusions The Indonesian version of the GHQ-12 could be used to screen primary care patients at high risk of mental disorders although with significant false positives if reasonable sensitivity is to be achieved. While it involves additional administrative burden, screening may help identify future users of mental health services in primary care that the country is currently expanding.http://link.springer.com/article/10.1186/s13033-020-00397-0Mental healthPrimary careScreeningPsychometricsIndonesiaLow- and Middle-Income Countries
collection DOAJ
language English
format Article
sources DOAJ
author S. G. Anjara
C. Bonetto
T. Van Bortel
C. Brayne
spellingShingle S. G. Anjara
C. Bonetto
T. Van Bortel
C. Brayne
Using the GHQ-12 to screen for mental health problems among primary care patients: psychometrics and practical considerations
International Journal of Mental Health Systems
Mental health
Primary care
Screening
Psychometrics
Indonesia
Low- and Middle-Income Countries
author_facet S. G. Anjara
C. Bonetto
T. Van Bortel
C. Brayne
author_sort S. G. Anjara
title Using the GHQ-12 to screen for mental health problems among primary care patients: psychometrics and practical considerations
title_short Using the GHQ-12 to screen for mental health problems among primary care patients: psychometrics and practical considerations
title_full Using the GHQ-12 to screen for mental health problems among primary care patients: psychometrics and practical considerations
title_fullStr Using the GHQ-12 to screen for mental health problems among primary care patients: psychometrics and practical considerations
title_full_unstemmed Using the GHQ-12 to screen for mental health problems among primary care patients: psychometrics and practical considerations
title_sort using the ghq-12 to screen for mental health problems among primary care patients: psychometrics and practical considerations
publisher BMC
series International Journal of Mental Health Systems
issn 1752-4458
publishDate 2020-08-01
description Abstract Background This study explores the factor structure of the Indonesian version of the GHQ-12 based on several theoretical perspectives and determines the threshold for optimum sensitivity and specificity. Through a focus group discussion, we evaluate the practicality of the GHQ-12 as a screening tool for mental health problems among adult primary care patients in Indonesia. Methods This is a prospective study exploring the construct validity, criterion validity and reliability of the GHQ-12, conducted with 676 primary care patients attending 28 primary care clinics randomised for participation in the study. Participants’ GHQ-12 scores were compared with their psychiatric diagnosis based on face-to-face clinical interviews with GPs using the CIS-R. Exploratory and Confirmatory Factor Analyses determined the construct validity of the GHQ-12 in this population. The appropriate threshold score of the GHQ-12 as a screening tool in primary care was determined using the receiver operating curve. Prior to data collection, a focus group discussion was held with research assistants who piloted the screening procedure, GPs, and a psychiatrist, to evaluate the practicality of embedding screening within the routine clinic procedures. Results Of all primary care patients attending the clinics during the recruitment period, 26.7% agreed to participate (676/2532 consecutive patients approached). Their median age was 46 (range 18–82 years); 67% were women. The median GHQ-12 score for our primary care sample was 2, with an interquartile range of 4. The internal consistency of the GHQ-12 was good (Cronbach’s α = 0.76). Four factor structures were fitted on the data. The GHQ-12 was found to best fit a one-dimensional model, when response bias is taken into consideration. Results from the ROC curve indicated that the GHQ-12 is ‘fairly accurate’ when discriminating primary care patients with indication of mental disorders from those without, with average AUC of 0.78. The optimal threshold of the GHQ-12 was either 1/2 or 2/3 point depending on the intended utility, with a Positive Predictive Value of 0.68 to 0.73 respectively. The screening procedure was successfully embedded into routine patient flow in the 28 clinics. Conclusions The Indonesian version of the GHQ-12 could be used to screen primary care patients at high risk of mental disorders although with significant false positives if reasonable sensitivity is to be achieved. While it involves additional administrative burden, screening may help identify future users of mental health services in primary care that the country is currently expanding.
topic Mental health
Primary care
Screening
Psychometrics
Indonesia
Low- and Middle-Income Countries
url http://link.springer.com/article/10.1186/s13033-020-00397-0
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