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Record W7026981539

BARRIERS AND FACILITATORS TO ACCESSING MENTAL HEALTH CARE BY ARABIC-SPEAKING NEWCOMER CHILDREN AND YOUTH IN HAMILTON, ONTARIO

2022· dissertation· en· W7026981539 on OpenAlexaboutno aff

Bibliographic record

VenueMacSphere (McMaster University) · 2022
Typedissertation
Languageen
FieldPsychology
TopicHumor Studies and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthThematic analysisService providerStigma (botany)Health careMental health careService (business)Mental health service
DOInot available

Abstract

fetched live from OpenAlex

Background: Evidence suggests that refugee and immigrant children and youth are less likely to access needed mental health care. In most cases, settlement service providers may assist by connecting individuals with local resources to help with the transition and providing non-clinical mental health and wellbeing assistance. Few studies have examined the access to mental health care by newcomer children and youth, creating a knowledge gap in addressing the barriers and facilitators for accessing mental health services. This study aimed to explore the service providers’ perceptions of the barriers and facilitators to accessing mental health services for Arabic-speaking newcomer children and youth in Hamilton, Ontario. Methods: Data was collected using semi-structured key informant interviews with service providers (n=7) representing a variety of sectors. Data were analyzed using thematic analysis. Results: Six themes identified the data's most significant and pertinent aspects relative to my research question. The attitudes of Arabic-speaking newcomers toward mental health and mental well-being, the stigma around mental health, and trust-related issues were identified as three distinct individual factors that can function as barriers to seeking mental health care. Another theme emphasized the importance of the cultural competency and diversity of service providers. Lastly, two themes addressed health system-related variables that highlighted the gaps and challenges in the existing mental health care system for newcomers and the detrimental effects of the COVID-19 pandemic. Conclusion: Enhancing and enabling access to mental health care for all newcomer children and youth is essential for their current and future mental health and wellbeing. This study suggests a few recommendations and future directions for service providers, researchers, and decision-makers to promote newcomers’ access to mental health care.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.318
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0230.000

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 head0.012
GPT teacher head0.265
Teacher spread0.253 · 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.

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

Citations0
Published2022
Admission routes1
Has abstractyes

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