MétaCan
Menu
← Back to cohort
Record W7006051645

Social Imaginaries and Epistemic Systems in Ontario's Institution of Public Education

2023· dissertation· en· W7006051645 on OpenAlexaffabout

Bibliographic record

VenueMacSphere (McMaster University) · 2023
Typedissertation
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicCell Image Analysis Techniques
Canadian institutionsMcMaster University
Fundersnot available
KeywordsSocial epistemologySituatedInstitutionHarmEpistemology of WikipediaFormal epistemologyControl (management)
DOInot available

Abstract

fetched live from OpenAlex

This dissertation seeks to analyze Ontario’s public education system for the explicit and implicit epistemic commitments that instantiate the institution’s goals, methods of evaluation, and practices. The analysis proceeds with the conceptual framework of social imaginaries, highlighting underlying epistemic systems and their socially constructed central significations which organize and govern the norms of a society and manifest in institutions and epistemic resources. The dominant, operative, instituted social imaginary in Ontario is instantiated by the epistemology of mastery. The central significations of the epistemology of mastery are its ensemblistic-identitary logic, and its overarching goal of control or mastery. In my analysis, this epistemic system is contrasted with a newer system, ecological epistemology, which exists as the result of the social imaginary’s instituting power, the society’s critical-creative ability to create new meanings and significations. The central significations of ecological epistemology are situated epistemic location, co-constitutive relationality, and local responsivity. I analyze Ontario’s institution of public education by identifying and comparing the significations of an epistemology of mastery with the significations of ecological epistemology found within its material resources, primarily within policy documents. It is my contention that a continued dependence on the epistemology of mastery impedes significant institutional change, despite evidence of the desire to institute the significations of ecological epistemology. The epistemology of mastery can contribute to undue harm to children in the schooling system, specifically in the form of epistemic injustices, which have both epistemic and ethical dimensions. The hegemonic status of the epistemology of mastery as instituted in Ontario’s public education system harms children as epistemic agents, which causes secondary harms to other members of epistemic communities and to the very processes of knowledge circulation. One framework for thinking about epistemic injustice, described by Kristie Dotson as epistemic exclusions, explains that these harms occur at different magnitudes, with each requiring different tactics to counter. Through an ecological analysis, I aim to show why public education in Ontario needs to embrace the significations of ecological epistemology to unsettle the hegemonic status of the epistemology of mastery: to lessen instances of epistemic injustice and to make space for alternative epistemic systems, new and resurgent, that can help us create solidarities and coalitions and (re)imagine our futures.

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)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.978
Threshold uncertainty score0.883

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0220.036
Scholarly communication0.0130.004
Open science0.0010.007
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.012
GPT teacher head0.235
Teacher spread0.223 · 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.

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

Citations0
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueMacSphere (McMaster University)→Same topicCell Image Analysis Techniques→French-language works237,207→