MétaCan
Menu
Back to cohort
Record W4388229164 · doi:10.29173/isotl683

Envisioning SoTL Through a Lens of Indigenous Cultural Continuity

2023· article· en· W4388229164 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueImagining SoTL · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Critical Thinking Development
Canadian institutionsMount Royal University
Fundersnot available
KeywordsPraxisIndigenousSociologyPresentation (obstetrics)Construct (python library)Equity (law)ScholarshipPolitical scienceComputer scienceMedicine

Abstract

fetched live from OpenAlex

This paper is a renditioning of a closing keynote presentation I delivered at the 2022 Symposium for the Scholarship of Teaching and Learning – A Decade of Imagining SoTL: Looking Back, Looking Ahead hosted by the Mokakiks Centre for SoTL with Mount Royal University, Calgary, Alberta, Canada. The presentation highlighted how as SoTL researchers and educators, we are engaged in a deep relationship with knowledge - with our own knowledge and that of our students. These characteristics of SoTL hold parallels with Indigenous pedagogies, ways of knowing and the embodiment of knowing. This keynote brought possibilities to the fore through an Indigenous lens that sees knowledge generation as a site of continuous transformation. Through a critical discussion of key principles of an Indigenous paradigm, and illuminating that which is not taught, we might construct a praxis-based vision of SoTL that centers equity and relational accountability.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.695
Threshold uncertainty score0.390

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.060
GPT teacher head0.396
Teacher spread0.336 · 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