MétaCan
Menu
Back to cohort
Record W7066154423

The Faces of indigenous homelessness: the perpetual Inuit housing struggle

2019· other· en· W7066154423 on OpenAlexaboutno aff

Bibliographic record

VenueeScholarship@McGill (McGill) · 2019
Typeother
Languageen
FieldPhysics and Astronomy
TopicLaser-Plasma Interactions and Diagnostics
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousEthnic groupGovernment (linguistics)Work (physics)
DOInot available

Abstract

fetched live from OpenAlex

With the evident rise of homelessness among the general population in Canada, studies have shown that the Indigenous communities are highly over represented among the homeless population; with the Indigenous population comprising 4.3% of the total population in Canada, they represent 10% of the homeless population. This trend worsened over time, compelling key actors on all levels to recognize the need for an Indigenous-specific homelessness and housing crisis policy. This study is centered in the urban context of Montreal, Quebec, where the Indigenous population rapidly urbanize and migrate into major city centres, and the intention is to generate a better understanding of the general urban Indigenous experiences, further identifying a subset of the Indigenous community, the Inuit, who are further disadvantaged in Montreal. This is done through a comprehensive examination of their history in the region, the policies that address the issues, the push and pull factors that influence their migration into city centres, as well as a rundown of organizations that address specific needs of members of the community. Amidst the plethora of housing challenges that Indigenous people face between rural and urban settings, it became evident that their urban experience also consists of an experiential type of homelessness, further explored in this paper. As the Indigenous population are continuously marginalized in urban centres, a critical presence of Indigenous-specific organizations such as shelters, day centres and transitional housing provides a space for the members of the community, assisting them with varying levels of aid, from education, training, and housing, further enabling them to slowly reintegrate into this new society. However, organizational outreach remains limited due to a lack of dialogue by major drivers of change, hindering their potential of assisting one of the most vulnerable communities in Montreal. With the continuous migration happening within these communities due to several factors, it is essential to recognize this phenomenon to further mitigate the consequences they face as they arrive in urban centres. This paper asserts that the specific experience of homelessness by Indigenous populations in urban centres need to be addressed through proactive policies, as it exacerbates the lack of consensus and understanding of the main core of the issue, how it is being generated and what can be done to alleviate it. As Indigenous-specific organizations continue to exist in major city centres such as Montreal, it is highlighted that due to their nature of comprehending the unique experiences they face, their presence in the urban systems can aid Indigenous people in their transition into urban centres, reducing the risk of falling into the endless cycle of homelessness.

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)0.001
metaresearch head score (Gemma)0.002
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: none
Teacher disagreement score0.832
Threshold uncertainty score0.334

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0220.015
Scholarly communication0.0070.004
Open science0.0010.010
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0170.001

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 head0.010
GPT teacher head0.228
Teacher spread0.218 · 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
Published2019
Admission routes1
Has abstractno

Explore more

Same venueeScholarship@McGill (McGill)Same topicLaser-Plasma Interactions and DiagnosticsFrench-language works237,207