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Record W2154514802 · doi:10.1186/s12939-014-0069-3

Community treatment orders and the experiences of ethnic minority individuals diagnosed with serious mental illness in the Canadian mental health system

2014· article· en· W2154514802 on OpenAlexaffabout
Magnus Mfoafo-M’Carthy

Bibliographic record

VenueInternational Journal for Equity in Health · 2014
Typearticle
Languageen
FieldPsychology
TopicHealthcare Decision-Making and Restraints
Canadian institutionsWilfrid Laurier University
Fundersnot available
KeywordsMental healthEthnic groupPublic healthMental illnessPsychiatryQualitative researchFeelingMedicinePanacea (medicine)Health administrationPsychologySocial psychologyNursingAlternative medicineSociology

Abstract

fetched live from OpenAlex

INTRODUCTION: The prevalence of Community Treatment Orders (CTOs) in the Western world has generated considerable discussion regarding best practices in the outpatient treatment of the seriously mentally ill. Although problems encountered by ethnic minority communities in the various health care systems have been studied to some degree, there is an acute dearth of information on the effects of CTOs on minority individuals. This paper presents findings from research on the lived experiences of individuals from ethnic minority backgrounds who have been the subjects of CTOs in Toronto, Canada, and their perceptions of its impact on their lives. METHODS: Using a qualitative phenomenological approach, in-depth semi-structured interviews were conducted with individuals who have experienced CTOs. Purposive sampling was used to recruit participants (n = 24) from ethnic minority background in Toronto, Canada. RESULTS: Participants perceived both positive and negative impacts of CTOs. The positives included affirmation of experiences with the mental health system; improved rapport with the case management and clinical team, increased medication compliance and feelings of empowerment. The negative feedback included feelings of being coerced and the stigma associated with it. CONCLUSIONS: The findings of this study suggest that although CTOs are not a panacea for every mental health problem, they can be effective with a specific group who choose to follow through with the expectations of the treatment. The author, however argues that for these individuals to be on a CTO before getting better treatment, brings to the fore a number of issues with the mental health system. This is particularly concerning as it pertains to individuals of ethnic minority background.

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)0.008
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.193
Threshold uncertainty score0.614

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.105
GPT teacher head0.484
Teacher spread0.378 · 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 designQualitative
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

Citations22
Published2014
Admission routes2
Has abstractyes

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