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Record W3010582373 · doi:10.1177/1363461520906978

Conceptualizations of help-seeking for mental health concerns in First Nations communities in Canada: A comparison of fit with the Andersen Behavioral Model

2020· article· en· W3010582373 on OpenAlexafffundabout
Corinne Isaak, Natalie Mota, Maria I. Medved, Laurence Y. Katz, Brenda Elias, Javier Mignone, Gary Munro, Jitender Sareen

Bibliographic record

VenueTranscultural Psychiatry · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsCree Board of Health and Social Services of James BayHealth CanadaUniversity of Manitoba
FundersInstitute of Aboriginal Peoples Health
KeywordsMental healthThematic analysisPsychologyFocus groupHelp-seekingPopulationPerceptionQualitative researchGrounded theoryMental illnessSocial psychologyGerontologyPsychiatryMedicineSociologyEnvironmental health

Abstract

fetched live from OpenAlex

This qualitative study explored the fit between on-reserve First Nations community members' conceptualizations of help-seeking for mental health concerns and the Andersen Behavioral Model of Health Services Use. Youth, adults and elders (N = 115) living and or working in eight distinct First Nations communities within a tribal council area in Canada participated in focus groups or individual interviews that were transcribed, coded and then analyzed using a thematic analysis approach informed by grounded theory methodology. Resulting themes were then mapped onto the Andersen Behavioral Model of Health Services Use. Participants' conceptualizations of predisposing characteristics including social structures, health beliefs and mental illness, enabling and impeding resources had a high degree of fit with the model. While perspectives on perceived need for mental health care, and spirituality as a health and lifestyle practice had only moderate fit with the model, these domains could be modified to fit First Nations' interpretations of help-seeking. Participants' perceptions of avoidant strategies and non-use of mental health services, however did not map onto the model. These findings suggest conceptualizations of help-seeking for mental health issues in these First Nations communities are only partially characterized by the Andersen Behavioral Model, suggesting there are a number of considerations to Indigenize the model. Findings also highlight potential explanations for why some members of this population may not access or receive appropriate mental health treatment. Multi-pronged efforts are warranted to link culturally normed pathways of help-seeking with effective mental health supports for First Nations community members in Canada.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.083
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 studies0.0020.000
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 head0.098
GPT teacher head0.369
Teacher spread0.270 · 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

Citations19
Published2020
Admission routes3
Has abstractyes

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