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Record W4409998124 · doi:10.21009/jppp.141.07

Validity and Reliability of the General Health Questionnaire-12 (GHQ-12) in Indonesia: Scale for the Detection of Psychological Distress in Individuals Experiencing Quarter-life Crisis

2025· article· en· W4409998124 on OpenAlexaboutno aff
Audita Izza Balqis

Bibliographic record

VenueJPPP - Jurnal Penelitian dan Pengukuran Psikologi · 2025
Typearticle
Languageen
FieldMedicine
TopicPalliative Care and End-of-Life Issues
Canadian institutionsnot available
Fundersnot available
KeywordsGeneral Health QuestionnairePsychological distressPsychologyScale (ratio)Quarter (Canadian coin)DistressReliability (semiconductor)Clinical psychologyMental healthValidityPsychiatryPsychometricsGeographyCartography

Abstract

fetched live from OpenAlex

This study aims to test the validity and reliability of the General Health Questionnaire-12 (GHQ)-12) for the Indonesian version, specifically for individuals who experience a quarter-life crisis. Individuals who experience a quarter-life crisis are identical in the form of psychological distress. The development of the GHQ-12 instrument was carried out to facilitate professionals in detecting levels of psychological distress as well as as an instrument in providing appropriate treatment. 300 participants (M= 23.70; SD = 2.64) were involved in this study. The reliability of Cronbach's Alpha (α=0.903) showed GHQ-12 as an acceptable instrument. The GHQ-12 was found a one-dimensional model. CFA with goodness of-fit was found GHQ-12 was accepted, value of X2= 153.893; RMSEA=0.079; GFI=0.921; TLI= 0.918; and CFI=0.933. This study’s results indicate satisfactory validity and reliability for GHQ-12 as an instrument in detecting psychological distress for individuals experiencing a quarter-life crisis. The implications of this study can be used as a reference in providing appropriate interventions for overcoming psychological distress.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.525

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.078
GPT teacher head0.417
Teacher spread0.339 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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