Evidence map›Paper›PMID 32793301›Full record

ArticleInternational journal of mental health systems2020

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

S G Anjara, C Bonetto, T Van Bortel, C Brayne

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in International journal of mental health systems, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04882267 (General Health, Attitudes, and Activity in Self-directed Exercise in Patients With Cystic Fibrosis), which is not on this map. Cited by 59 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
59citing papers in PubMed, 3 pooled it
11.4field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT04882267 naunknown statusnot on this mapstarted 2021, after this paper: background citation

General Health, Attitudes, and Activity in Self-directed Exercise in Patients With Cystic Fibrosis (GAINS-CF)

TypeinterventionalSponsorUniversity of VirginiaRan2021 to 2023Enrolled12ConditionsCystic FibrosisArmsTeam and Technology
3 · Its place in the literature

Who cites it

59 citing papers in PubMed, 3 syntheses or guidelines pooled it, 127 citations in OpenAlex.

  1. Outcomes and instruments used in social prescribing: a modified umbrella review.Health promotion and chronic disease prevention in Canada : research, policy and practice · 2024
    Pooled it
  2. Pooled it
  3. Pooled it
  4. How COVID-19 News Affect Older Adults' Mental Health-Evidence of a Positivity Bias.International journal of environmental research and public health · 2023
    Trial
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  20. Examining the Relationship Between Parental Broader Autism Phenotype Traits, Offspring Autism, and Parental Mental Health.Autism research : official journal of the International Society for Autism Research · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors at 2 institutions in 3 countries.

S G AnjaraCambridge Institute of Public Health, University of Cambridge, School of Clinical Medicine, Cambridge Biomedical Campus, Forvie Site, Robinson Way, Box 113, Cambridge, CB2 0SR UK.ORCID 0000-0002-1024-4899
C BonettoDepartment of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Piazzale L.A. Scuro 10, 37134 Verona, Italy.
T Van BortelCambridge Institute of Public Health, University of Cambridge, School of Clinical Medicine, Cambridge Biomedical Campus, Forvie Site, Robinson Way, Box 113, Cambridge, CB2 0SR UK.
C BrayneCambridge Institute of Public Health, University of Cambridge, School of Clinical Medicine, Cambridge Biomedical Campus, Forvie Site, Robinson Way, Box 113, Cambridge, CB2 0SR UK.
University of Cambridge · GBUniversity of Verona · IT

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThis 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.

methodsThis 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.

resultsOf 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.

conclusionsThe 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.

Indexed as

Confirmatory Factor AnalysisIndonesiaLow- and Middle-Income CountriesMental healthPrimary carePsychometricsReceiver Operating CurveScreening

Identifiers

PMID32793301
PMCPMC7418321
OpenAlexW3048463478

What OpenQuestion holds

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LicenceCC BY
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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.