MétaCan
Menu
Back to cohort
Record W4415976570 · doi:10.36368/jcsh.v2i2.1191

Inuit, urban and unhoused: a scoping review of social worlds

2025· review· en· W4415976570 on OpenAlexafffundabout
Nmesoma Nweze, Darah Olaogun, Dennis C. Wendt

Bibliographic record

VenueJournal of community systems for health / · 2025
Typereview
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsMcGill University
FundersPierre Elliott Trudeau Foundation
KeywordsContext (archaeology)IndigenousRelocationColonialismCircumpolar starAgency (philosophy)Kinship

Abstract

fetched live from OpenAlex

Introduction: Colonization, racism, and forced relocation perpetrated in the Arctic, particularly in northern Canada, have had severe social impacts and created barriers for Inuit to housing, employment, and education, leaving many with precarious access to fundamental necessities. The consequences of these decades of conquest by settler-colonial governments are evident in many southern hub cities in Canada and other circumpolar regions where Inuit are greatly overrepresented in populations of unhoused people. However, the interpersonal and cultural systems Inuit have cultivated over millennia to provide care and community for individuals in need persist at the margins of urban centres. This review begins an exploration of the social worlds of unhoused urban Inuit and elucidates what has to date been discussed about the important ways they support themselves and one another in being well in the context of homelessness and on-going colonial violence. Methods: This scoping review follows the Arksey & O'Malley's 5-stage model, beginning by identifying the research question and relevant publications, selecting publications according to relevance, charting study data, and finally collating, summarizing, and reporting the results. Results: Analysis of reviewed publications revealed shared push and pull factors that precipitate northern and southern homelessness. Analysis further revealed that Inuit experiencing homelessness in the south contend with distinct structural factors impeding well-being such as housing and substance markets, discrimination, and supporting it like Inuit-friendly service provision, peer support, maintaining kinship and connection with home. Conclusions: The literature demonstrates that relationships and well-being at the intersection of Indigeneity/Inuit identity, southern urban life, and homelessness are complex and that seeming contradictions of risk and resilience, or conflict and connection are coexisting aspects of life in this context that merit further understanding.

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)0.016
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.459
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0160.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0070.001
Bibliometrics0.0000.000
Science and technology studies0.0060.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.003
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 head0.170
GPT teacher head0.533
Teacher spread0.363 · 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 designSystematic review
Domainnot available
GenreReview

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 routes3
Has abstractyes

Explore more

Same venueJournal of community systems for health /Same topicIndigenous Studies and EcologyFrench-language works237,207