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Record W4414391665 · doi:10.3390/youth5030100

“Without Them I Wouldn’t Be Here”: Parenting Practices and Access to Mental Health and Substance Use Care Among Immigrant and Refugee Youth of African Descent in Nova Scotia

2025· article· en· W4414391665 on OpenAlexafffundabout
Ifeyinwa Mbakogu

Bibliographic record

VenueYouth · 2025
Typearticle
Languageen
FieldPsychology
TopicMigration, Health and Trauma
Canadian institutionsDalhousie University
FundersCanadian Institutes of Health Research
KeywordsNova scotiaRefugeeMental healthImmigrationQualitative researchFocus groupParticipant observationSubstance useHealth careAfrican descent

Abstract

fetched live from OpenAlex

This study explores how parenting practices influence access to mental health and substance use (MHSU) care among African immigrant and refugee youth in Nova Scotia. Based on qualitative interviews and focus groups with youth aged 18–25 who had accessed or attempted to access MHSU services, this study centers youth narratives on parental roles in navigating culturally unfamiliar health systems. Data were analyzed thematically by the research team, with input from advisory committee members of African descent, using a collaborative and manual approach grounded in Afrocentric and Ubuntu principles of relationality, collective meaning-making, and respect for participant voice. Despite stigma, and acculturative stress, findings reveal that African parents often act as vigilant protectors, cultural anchors, and decisive actors in recognizing and responding to youth substance use. Participants described their parents as watchful, strict, and deeply invested in their well-being, sometimes even “saving” them by initiating care when peers or institutions failed to do so. Parental nudging, family-based intervention, and cultural values of collective responsibility were central to accessing MHSU services. This study emphasizes the need for culturally responsive and family-inclusive healthcare delivery by highlighting gaps in care systems where parental involvement was excluded or where African family dynamics that shape help-seeking and support were misunderstood.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.112
Threshold uncertainty score0.967

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 communication0.0000.000
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 head0.096
GPT teacher head0.382
Teacher spread0.285 · 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 designObservational
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

Citations2
Published2025
Admission routes3
Has abstractyes

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