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Record W4392400898 · doi:10.1080/00187259.2023.2286176

Contemporary evacuation responses in a Northern Saskatchewan Cree community: the residential school analogy

2024· article· en· W4392400898 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueHuman Organization · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicDisaster Management and Resilience
Canadian institutionsnot available
FundersUniversity of Saskatchewan
KeywordsAnalogyIndigenousNoticeOppressionExperiential learningState (computer science)Intervention (counseling)Agency (philosophy)CriminologySociologyPolitical scienceLawMedicineSocial scienceNursing

Abstract

fetched live from OpenAlex

In this article, we chronicle the experiences of a northern Cree community in Canada which undergoes an emergency evacuation due to threat by wildfire. Forced to leave their community under short notice as the fire encroached, individuals were triaged for “risk” and removed sequentially to different communities and temporary facilities. The process of evacuation prompts comparison with earlier processes of the forced removal of children to residential schools. The analogy is based on two experiential domains. First, families were fractured, with members being separated. Elders were placed in lodging apart from other family members, and in some case family members were sent to different towns. Second, the residents experienced a loss of agency in all aspects of the evacuation, from declaring the emergency to governing themselves in evacuation centers. We argue that disaster response policy as it pertains to Indigenous communities must embrace an acute awareness of the consequences of state oppression and forced assimilation, assumed to be only historical, that shape experiences involving emergency intervention by contemporary state authorities. Rather than replicating these historical processes, evacuations represent opportunities to engage with Indigenous knowledge and experience to ensure local needs are met in ways that are culturally and experientially safe.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.192
Threshold uncertainty score0.817

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.039
GPT teacher head0.323
Teacher spread0.284 · 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