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Record W4399827518 · doi:10.7759/cureus.62642

A Systematic Review of the Effect of Stigmatization on Psychiatric Illness Outcomes

2024· review· en· W4399827518 on OpenAlexaff
Obinna V Chukwuma, Esther I Ezeani, Evelyn O Fatoye, Janet Benjamin, Okelue E Okobi, Chuka G Nwume, Esther N Egberuare

Bibliographic record

VenueCureus · 2024
Typereview
Languageen
FieldPsychology
TopicMental Health Treatment and Access
Canadian institutionsCARE Canada
Fundersnot available
KeywordsMedicinePsychiatryMental illnessMental health

Abstract

fetched live from OpenAlex

A significant proportion of individuals with psychiatric disorders face dual challenges such as managing the symptoms and disabilities of their conditions and enduring stigma arising from misconceptions about mental illness. This stigma denies them quality-of-life opportunities, such as access to satisfactory healthcare services, better employment, safer housing, and social affiliations. This systematic review aims to evaluate the effect of stigmatization on psychiatric illness outcomes, particularly its influence on treatment adherence, treatment-seeking behavior, and care outcomes. We conducted a systematic review of 39 studies published between 2010 and 2024, focusing on the effects of stigmatization on psychiatric illness outcomes. The review utilized robust methodology following Cochrane guidance and Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines, including studies from 2010 to 2024 obtained from databases such as PubMed, Embase, Google Scholar, Web of Science, and SCOPUS. The quality of the included studies was assessed using the Appraisal Tool for Cross-Sectional Studies, with most studies rated as moderate to high quality. The findings indicate that stigma in psychiatric illness is closely associated with several factors, including illness duration (mean effect size = 0.42, p < 0.05), frequency of clinic visits (mean reduction = 2.3 visits/year), and diagnosis of psychotic disorders (OR = 1.78, 95% CI: 1.20-2.65). Stigma manifests through misinformation, prejudice, and discrimination, leading to significant barriers to accessing and adhering to psychiatric treatment, thereby worsening health outcomes. It leads to delays in accessing healthcare, poor adherence to medication and follow-up, and negative psychiatric health outcomes, including disempowerment, reduced self-efficacy, increased psychiatric symptoms, and decreased quality of life. Also, stigma extends to caregivers and healthcare professionals, complicating care delivery. This review highlights the need for effective interventions and strategies to address stigma, emphasizing the importance of educational interventions to mitigate the adverse effects of public stigma. Understanding the multifaceted nature of stigma is crucial for developing targeted approaches to improve psychiatric care outcomes and ensure better mental health services for individuals with mental illnesses.

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)0.015
metaresearch head score (Gemma)0.066
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.015
Threshold uncertainty score0.077

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.066
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0120.013
Bibliometrics0.0110.012
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.033
GPT teacher head0.441
Teacher spread0.408 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations32
Published2024
Admission routes1
Has abstractyes

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