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Record W4391153661 · doi:10.55016/ojs/ajer.v63i1.56085

Casting a New Light on a Long Shadow: Saskatchewan Aboriginal High School Students Talk About What Helps and Hinders their Learning

2017· article· en· W4391153661 on OpenAlexaffvenueabout
Bonnie Stelmach, Margaret Kovach, Larry Steeves

Bibliographic record

VenueAlberta Journal of Educational Research · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous and Place-Based Education
Canadian institutionsUniversity of ReginaUniversity of SaskatchewanUniversity of Alberta
Fundersnot available
KeywordsShadow (psychology)Mathematics educationPsychologySociologyPedagogy

Abstract

fetched live from OpenAlex

What do teachers do (or not do) that makes you want to go to school? A team of Saskatchewan researchers asked Saskatchewan Aboriginal high school students this question about the aspects of instructional practice that helps and hinders their learning. While responses pointed to several aspects, teacher relational instincts and capacities were the most influential in school engagement for this group of Aboriginal students. Students in this study described three relational capacities of effective teachers: a) empathetic responsiveness to the student as whole being, b) the degree to which teacher disposition influenced the relational dynamic with students, and c) teachers’ responsiveness to the full context of the student’s life (including a sensibility of the student’s Indigenous culture). Through a case study process, focus group interviews were conducted in six Saskatchewan schools. The study included 75 Aboriginal high school students from six schools (urban, rural, provincial, and First Nations band schools) in Saskatchewan, Canada. The qualitative case study research design was informed by Indigenous principles, and the theoretical lens employed in the analysis relied predominately upon an Indigenous theoretical perspective, as articulated by Smith and Perkins (as cited in Kovach, 2014). The findings point to the teaching attributes of relationality, responsibility, and understanding of contextuality identified within an Indigenous theoretical framework as influential in fostering engaged learning environments for this group of Aboriginal high school students.

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)0.003
metaresearch head score (Gemma)0.003
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 score0.290
Threshold uncertainty score0.583

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0230.013
Scholarly communication0.0060.004
Open science0.0010.005
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0040.001

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 head0.050
GPT teacher head0.429
Teacher spread0.380 · 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

Citations27
Published2017
Admission routes3
Has abstractyes

Explore more

Same venueAlberta Journal of Educational ResearchSame topicIndigenous and Place-Based EducationFrench-language works237,207