MétaCan
Menu
Back to cohort
Record W4386347958 · doi:10.1111/cars.12449

Champions of democracy or agents of professionalization? The extension era at the universities of Toronto, Queen's, and McMaster

2023· article· en· W4386347958 on OpenAlexafffundabout
Scott McLean

Bibliographic record

VenueCanadian Review of Sociology/Revue canadienne de sociologie · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicContemporary Sociological Theory and Practice
Canadian institutionsUniversity of Calgary
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsProfessionalizationAgency (philosophy)DemocratizationCredentialExtension (predicate logic)DemocracySociologyHigher educationPublic administrationPolitical sciencePublic relationsManagementPoliticsSocial scienceLaw

Abstract

fetched live from OpenAlex

I narrate a historical sociology of extension work undertaken at Queen's University, McMaster University, and the University of Toronto from the late 1800s through the early 1960s. University administrators positioned extension work as dedicated to the democratization of higher education. However, a critical analysis of archival data reveals that the rise and fall of extension reflected these universities' material interests and organizational goals relating to public relations, government relations, and enrollment growth. Further, extension programs at these universities were primarily oriented to providing alternative credential pathways to those seeking professional status as schoolteachers, accountants, bankers, and business managers. Indeed, extension leaders demonstrated substantial agency in the professionalization of these fields. Contributing to the historical sociology of higher education and the professions, I argue that the extension era in Ontario resulted in partial democratization of higher education whilst helping to construct mechanisms of social closure rooted in credentialism and professionalization.

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)0.005
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.496
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.004
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.097
GPT teacher head0.351
Teacher spread0.253 · 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 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

Citations3
Published2023
Admission routes3
Has abstractyes

Explore more

Same venueCanadian Review of Sociology/Revue canadienne de sociologieSame topicContemporary Sociological Theory and PracticeFrench-language works237,207