MétaCan
Menu
Back to cohort
Record W1717790354 · doi:10.1002/jcop.21476

SELF‐STIGMA AND QUALITY OF LIFE AMONG PEOPLE WITH MENTAL ILLNESS WHO RECEIVE COMPULSORY COMMUNITY TREATMENT SERVICES

2012· article· en· W1717790354 on OpenAlexaff
James Livingston

Bibliographic record

VenueJournal of Community Psychology · 2012
Typearticle
Languageen
FieldPsychology
TopicMental Health Treatment and Access
Canadian institutionsMental Health Commission of Canada
Fundersnot available
KeywordsStigma (botany)Mental illnessQuality of life (healthcare)Mental healthPsychologyPsychiatryClinical psychologyLongitudinal studyMedicinePsychotherapist

Abstract

fetched live from OpenAlex

The present study was designed to examine the relationship between self‐stigma and quality of life over a one year time period for 71 people with mental illness who were receiving compulsory community mental health treatment. It was hypothesized that, over time, self‐stigma would have the direct effect of eroding quality of life among people with mental illness who were receiving compulsory community treatment; however, this relationship was not confirmed by the data. Although the cross‐sectional analyses revealed a moderate, negative relationship between self‐stigma and quality of life, the longitudinal analyses indicated that self‐stigma was not a significant predictor of quality of life. Among the variables measured in the current study, psychiatric symptom severity was the strongest predictor of quality of life.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.006
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.083
GPT teacher head0.418
Teacher spread0.335 · 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 source (direct Gemma or distilled Codex), 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

Citations21
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Community PsychologySame topicMental Health Treatment and AccessFrench-language works237,207