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Epistemic Authority and School-University Partnerships: Findings From a Collaborative Inquiry

2025· book-chapter· en· W4415699316 on OpenAlexaffabout
Angela Vemic, Lincoln S. Smith, Danielle Denichaud

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCollaborative Teaching and Inclusion
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPraxisContext (archaeology)Inclusion (mineral)Field (mathematics)Action (physics)Power (physics)Qualitative researchAction research

Abstract

fetched live from OpenAlex

Abstract The divide between theory and practice in education is well-established and longstanding (Cochran-Smith & Lytle, 2009; Ferguson, 2021; Zeichner & Liston, 2013). School-university partnerships (SUPs) offer one model for potentially addressing this divide. Nonetheless, common challenges experienced by school and university-based stakeholders identified in the SUP literature include power differentials and relational dynamics (Bernay et al., 2020; Herbert et al., 2018; Sarmiento-Márquez et al., 2023). This chapter reports findings from a qualitative interview-based collaborative inquiry investigating the Praxis Project; a SUP that involved collaboration between a secondary school and a teacher education program in Toronto, Canada. Working in triads, this SUP involved in-service teachers, pre-service teachers, and doctoral students co-designing small-scale collaborative action research studies on a topic pertinent to the in-service teacher’s classroom context and teaching practice. This SUP project is unique in its grouping of triads and in its inclusion of doctoral candidates as primary research mentors in place of university-based professor(s). We report our findings and identify two key recurring tensions that signal learning opportunities for our specific SUP, drawing on theory and practice in this field more broadly. These tensions implicate considerations of epistemic authority and considerations of structural parameters in school-university-community partnerships and collaborative inquiry initiatives.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.851
Threshold uncertainty score1.000

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 studies0.0020.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.055
GPT teacher head0.316
Teacher spread0.260 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2025
Admission routes2
Has abstractyes

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