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Record W4391305260 · doi:10.15173/a.v3i1.3406

Something in the air

2023· article· en· W4391305260 on OpenAlexaffabout
Gillian Irwin

Bibliographic record

VenueAletheia · 2023
Typearticle
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsMcMaster University
Fundersnot available
KeywordsPsychology

Abstract

fetched live from OpenAlex

This paper considers the issue of environmental racism as it relates to Indigenous and Black communities in Canada. Although the climate crisis affects us all, certain communities have felt the effects of environmental degradation more acutely and for a longer period. Environmental policy or practice that disproportionately disadvantages a racial group is an example of environmental racism. The article examines different policy responses to environmental racism in a Canadian context. The paper looks at proposed avenues for addressing environmental racism through the Charter of Rights and Freedoms, Private Members Bills, Senate Bills or the new Federal Housing Advocate position associated with the Canadian Human Rights Commission. It also examines a number of grassroots initiatives taking action against environmental racism. The article argues that having the right to a healthy environment encoded in the Charter is the best option for policy reform and that grassroots organizations working in coalitions continue to make meaningful social change as the policy battle continues. 
 
 How it fits theme:
 The political power of the Canadian government has important implications for all citizens, but that power is not exerted equally against all sectors of society. There is implicit power in policy and practice that has lived consequences for those living in communities that experience systemic inequalities in healthcare, employment, and environment. However, these systemic barriers do not render individuals powerless. Grassroots movements are the fundamental origin of all civil rights victories experienced thus far, and will continue to have an integral role in changing the balance of power for generations to come. The example of environmental racism in Canada is a good place to examine the role of state power in racialized communities. At the same time, the individuals fighting against environmental racism through policy and social movements simultaneously are an inspiring example of resistance in praxis.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.462
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
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)0.0000.004

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 head0.094
GPT teacher head0.446
Teacher spread0.353 · 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

Citations0
Published2023
Admission routes2
Has abstractyes

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