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Record W7111910156

Faith in the Therapy Room: A Qualitative Study of Canadian Immigrant Clients' Untold Stories

2025· article· W7111910156 on OpenAlexaboutno aff

Bibliographic record

VenueIndex of Texas Archaeology Open Access Grey Literature from the Lone Star State · 2025
Typearticle
Language
FieldSocial Sciences
TopicReligion, Spirituality, and Psychology
Canadian institutionsnot available
Fundersnot available
KeywordsFaithSnowball samplingQualitative researchMental healthSpiritualityThematic analysisNonprobability samplingHumilityRacism
DOInot available

Abstract

fetched live from OpenAlex

Immigration to Canada brings cultural diversity, but also stressors and challenges that impact mental well-being. Spirituality recognizes the profound significance of relational knowing, manifesting in external appreciation for meaningful experiences with others that provide purpose. Despite the importance of faith in many immigrants' lives, mental health professionals often overlook spiritual and religious convictions. This descriptive qualitative study addressed this gap by conducting semi-structured interviews with 10 immigrant clients of faith in a diverse Canadian province. Purposive and snowball sampling were used for participant recruitment. NVivo 12 software facilitated efficient data management and analysis, and Braun and Clarke's (2006) six-phase framework for thematic analysis identified nine overarching themes: (1) Using Faith as a Coping Strategy, (2) Relationship with Faith Changed Post-Migration, (3) Invalidation of Racism in Practice, (4) Counselors' Failure to Address Faith, (5) Faith as a "Free-Flowing" Process, (6) Cultural Stigma Surrounding Mental Illness, (7) Establishing a Strong Therapeutic Relationship, (8) Faith and Trauma, and (9) Barriers to Mental Health Help-Seeking. These findings informed the development of the Free-Flowing Model of Faith (FFMF) framework, emphasizing the importance of cultural humility and faith-inclusive care. This study highlights the need for integrating faith in mental health services to better support immigrant communities. Implications for future research and practice are discussed.

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)0.009
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.298
Threshold uncertainty score0.599

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.018
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.004
Science and technology studies0.0400.021
Scholarly communication0.0080.003
Open science0.0060.008
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0040.001

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 head0.058
GPT teacher head0.423
Teacher spread0.365 · 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 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
Published2025
Admission routes1
Has abstractyes

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Same venueIndex of Texas Archaeology Open Access Grey Literature from the Lone Star StateSame topicReligion, Spirituality, and PsychologyFrench-language works237,207