MétaCan
Menu
Back to cohort
Record W2295345118 · doi:10.14288/1.0053961

What are the personal and cultural criteria of Indo-Canadian women in deciding to seek counselling help?

2009· article· en· W2295345118 on OpenAlexaboutno aff
Marla McLellan

Bibliographic record

VenuecIRcle (University of British Columbia) · 2009
Typearticle
Languageen
FieldPsychology
TopicCounseling Practices and Supervision
Canadian institutionsnot available
Fundersnot available
KeywordsIndo-PacificPsychologySocial psychology

Abstract

fetched live from OpenAlex

The purpose of this study was to explore the decision-making process of Indo-Canadian women in seeking counselling help. Little research regarding help-seeking behaviours and attitudes of minority groups has been done in the area of counselling psychology. Even less attention has been given to the Indo-Canadian community. The aim of this study was to contribute to existing research through a contextual understanding of the influences on an Indo-Canadian woman whe/n faced with the decision to pursue counselling help. It was further intended to provide mental health services with information on ways of encouraging this cultural group to utilize the available help resources. This study used narrative and multiple case study methodology. Seven Indo-Canadian women, all having previously used mental health services, were interviewed. Interviews were then transcribed, and 'straightened' into individual narratives based on the unique story of each participant. Factors of hindrance and facilitation with regard to help-seeking were extracted from the narratives and then analyzed for commonalities. The transcripts and narratives were validated by an external examiner to ensure freedom from distortion and bias. Five of the seven stories along with the factors of hindrance and facilitation were further validated by the respective participants. In addition, an abstract story was constructed from the individual accounts. Findings extended the research through the identification of facilitating factors in the decision-making process of Indo-Canadian women in seeking counselling.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.896
Threshold uncertainty score0.699

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 studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
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 head0.018
GPT teacher head0.243
Teacher spread0.225 · 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 designOther design
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
Published2009
Admission routes1
Has abstractyes

Explore more

Same venuecIRcle (University of British Columbia)Same topicCounseling Practices and SupervisionFrench-language works237,207