MétaCan
Menu
Back to cohort
Record W3042387322

From Colonialism to Neocolonialism:: Indigenous Learners and Saskatchewan’s Education Debt

2019· article· en· W3042387322 on OpenAlexaffvenueabout
Paul Orlowski, Michael Cottrell

Bibliographic record

VenueNew proposals · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsColonialismIndigenousMetisDebtPoliticsPolitical scienceSociologyGender studiesLawEconomics
DOInot available

Abstract

fetched live from OpenAlex

A strong case can be made that there is an educational debt to Indigenous peoples in Saskatchewan resulting from well over a century of colonization. According to Ladson-Billings, the education debt “comprises historical, economic, sociopolitical, and moral components” that illuminate the execution of systemic and institutional power (2006, p. 3). In a major study with First Nations and Metis students and parents involving 15 research sites across Saskatchewan, “participants spoke eloquently of the historical education debt and its continued malign implications for Aboriginal peoples” in the province (Pelletier, Cottrell, & Hardie, 2013, p. vii). For Saskatchewan’s Indigenous peoples, the importance of this education debt cannot be overstated. Although the high school graduation rates for Indigenous youth have shown slight improvement in recent years, in Saskatchewan there is still a massive gap: in 2017, the graduation rate for non-Indigenous students was 76.5 percent compared to 43.2 percent for their Indigenous peers (Government of Saskatchewan, 2017). Colonialism is the main reason for this discrepancy. Colonialism is legitimated by myths of superiority, inevitability, and racism, and is enforced by the colonizers’ socio-political institutions. Despite the prevailing myths of “social harmony and a tradition of cooperation” (Green, 2006, p. 19), Saskatchewan very much comprises a jurisdiction with a race problem rooted in a problematic colonial history. The colonial model of the past has been replaced by contemporary neo-colonialism. The social problems and low economic status of large segments of Indigenous peoples today are evidence of the legacy of the racist residential school policy. Indeed, postcolonial historiography locates in these institutions the roots of many contemporary educational challenges in Saskatchewan, especially the enduring disconnect between Indigenous peoples and state-sponsored formal educational institutions (Battiste, 2005). Moreover, despite record royalties from potash and other resources in recent years, child poverty for Indigenous families in Saskatchewan is a staggering 45percent, whereas the child poverty rate for non-Indigenous is 13 percent (Douglas & Gingrich, 2009). Hunter and Douglas claim that “Children who grow up in poverty are more likely to lack adequate food, clothing and basic health care, live in substandard housing and poorly resourced neighborhoods, become victims of crime and violence, be less successful in school, suffer ill health and have shortened life spans” (p. 1). This paper makes the case that an education debt exists in Saskatchewan. It outlines a detailed model for targeted funding for Indigenous learners. By addressing this debt through targeted funding, the achievement gap between Indigenous and non-Indigenous students should lessen over time. There is a moral imperative to do so.

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 score0.169
Threshold uncertainty score0.341

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0140.009
Scholarly communication0.0050.004
Open science0.0010.008
Research integrity0.0010.004
Insufficient payload (model declined to judge)0.0060.000

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 head0.009
GPT teacher head0.302
Teacher spread0.293 · 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

Citations5
Published2019
Admission routes3
Has abstractyes

Explore more

Same venueNew proposalsSame topicIndigenous Health, Education, and RightsFrench-language works237,207