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Record W4405931414 · doi:10.25071/1929-8471.140

A Place Called Home? "Aging out" of Care in the Housing Crisis in Toronto

2024· article· en· W4405931414 on OpenAlexafffundabout
Amy Barlow, Fiona Edwards

Bibliographic record

VenueINYI Journal · 2024
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHousing, Finance, and Neoliberalism
Canadian institutionsMacEwan UniversityYork University
FundersGovernment of Canada
KeywordsAging in placeGerontologyPolitical scienceMedicine

Abstract

fetched live from OpenAlex

In the midst of the worst housing crisis that our nation has ever experienced, the moratorium on ‘aging out’ of care of the state in Ontario, Canada ended on April 1, 2023. Stemming from the Youth in Care Hearings, the provincial government has instituted the Ready, Set, Go Program. It is designed to provide youth in care with a phased plan for ‘aging out’ of the system and access to much needed services. While we acknowledge the benefits of this program, we believe that it does not go far enough to alleviate the prevalence of mental health challenges experienced by youth ‘aging out’ of care. In an effort to disrupt the settler-colonial neoliberal policies and ideology that fosters the production and reproduction of the oppression of one of the most vulnerable groups in society, that of children in care of the state, this commentary contests the very notion of ‘aging out’ of care. Through a social justice and health equity lens, we examine the concept and argue that the Eurocentric neoliberal notion of ‘aging out’ of the system is an inappropriate measure for determining when a youth is ready to leave care. We argue further that the concept of ‘aging out’ in general, and within the context of the current housing crisis in Toronto, Ontario in particular, will cause significant harm to the mental health and well-being of youth leaving care. Rather, we advocate for a more nuanced approach that centres on a series of indicators that assess individual readiness and mechanisms that can take exogenous factors, such as the housing crisis, into consideration. Keywords: ‘Aging out’ of care, child welfare, Eurocentric, housing crisis, neoliberalism, settler-colonialism.

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: Empirical
Teacher disagreement score0.112
Threshold uncertainty score0.814

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 studies0.0300.010
Scholarly communication0.0060.003
Open science0.0020.005
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0040.000

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 head0.022
GPT teacher head0.255
Teacher spread0.233 · 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

Citations1
Published2024
Admission routes3
Has abstractyes

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