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Record W2295689404 · doi:10.6197/heed.2015.0902.04

The Quality Assurance System for Ontario Postsecondary Education: 2010 ~ 2014

2015· article· en· W2295689404 on OpenAlexaffabout
Qin Liu

Bibliographic record

VenueHigher Education Evaluation and Development · 2015
Typearticle
Languageen
FieldDecision Sciences
TopicEvaluation and Performance Assessment
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsQuality assuranceHigher educationGovernment (linguistics)Corporate governanceQuality (philosophy)Political scienceBusinessService (business)LawMarketingFinance

Abstract

fetched live from OpenAlex

The period of 2010 to 2014 marked a relatively stable stage in the evolving quality assurance system for Ontario postsecondary education, particularly following massive changes after 2000. The current system consists of three frameworks overseen respectively by three quality assurance agencies -- the Ontario Universities Council on Quality Assurance, the Ontario College Quality Assurance Service, and the Postsecondary Education Quality Assessment Board, each serving different purposes. This paper uses van Vught and Westerheijden’s (1994) general model of quality assessment and Jeliazkova and Westerheijden’s (2002) Phase Model of quality assurance systems development as heuristic tools for the analysis. The following four areas are discussed: formalized quality mechanisms with diversity; the arms-length tripartite relationship with a distinction between self-regulation and government regulation; mixed phases of quality assurance development and the maturing process; and gaps in the system. It is argued that within fifteen years, a comprehensive and relatively mature quality assurance system with diverse but rigorous mechanisms has been developed for Ontario postsecondary education although a few deficiencies exist, including the continued lack of coordination within the system. The evolution of the system appears to reflect a path trajectory of governance structure development of the Ontario postsecondary education system as well as be a result of interactions between the local and the global.

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)0.018
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.381
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0180.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.321
GPT teacher head0.524
Teacher spread0.202 · 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
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

Citations8
Published2015
Admission routes2
Has abstractyes

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