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Record W7015059348

Second-Generation Tamil Youth & Their Experiences Accessing Community-Based Mental Healthcare Services

2023· dissertation· en· W7015059348 on OpenAlexaboutno aff

Bibliographic record

VenueMacSphere (McMaster University) · 2023
Typedissertation
Languageen
FieldPsychology
TopicMental Health Treatment and Access
Canadian institutionsnot available
Fundersnot available
KeywordsTamilMental healthMental healthcareThematic analysisHealth careQualitative researchIntervention (counseling)
DOInot available

Abstract

fetched live from OpenAlex

Background: Second-generation Tamil youth experience intergenerational trauma from their first generation parents, along with various other mental health stressors which can continue well into adulthood. Early intervention and access to community-based mental healthcare services can serve as a protective factor and prevent chronic mental health issues. However, cultural and access barriers prevent second-generation Tamil youth from accessing much needed mental healthcare support. The purpose of this study is to explore how second-generation Tamil youth describe their experiences accessing community-based mental healthcare services and to identify barriers and facilitators to accessing mental healthcare services.
\nMethods: This study used Qualitative descriptive design and was informed by the Penchansky and Thomas Access framework with Saurman’s addition. Nine second-generation Tamil youth in the Greater Toronto Area were interviewed using a semi-structured interview guide to collect information about their experiences accessing community-based mental healthcare services. Concurrent data analysis was conducted to promote rich data collection which helped identify themes among participant responses. Each theme helped identify barriers and facilitators to accessing community-based mental healthcare services. The thematic analysis clarified details and descriptions of the experiences of second-generation Tamil youth. 
\nResults: Data analysis revealed six themes that fit within the dimensions of access: awareness, availability, acceptability, affordability, accessibility and accommodation. Findings from this study helps identify barriers and facilitators to accessing community-based mental healthcare services as experienced by participants.
\nConclusion: While second-generation Tamil youth were able to describe their experiences accessing community-based mental healthcare services, not all participants were successful in accessing a service. Further research is necessary to explore key strategies to ensure accessible mental healthcare support for second-generation Tamil youth, to better meet their unique needs, and to remove barriers preventing early access to services. Findings from this study are important to help inform the practice of nurses and practitioners, policy, and public education to better support the unique needs of the second-generation Tamil population and other newcomer groups and promote mental health.

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), Science and technology studies, 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 score0.454
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0720.000

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 head0.089
GPT teacher head0.334
Teacher spread0.245 · 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
Published2023
Admission routes1
Has abstractyes

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