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Record W4399179056 · doi:10.4324/9781003283652

Governance of Higher Education

2024· book· en· W4399179056 on OpenAlexaff
Ian Austin, Glen A. Jones

Bibliographic record

Venuenot available
Typebook
Languageen
FieldSocial Sciences
TopicHigher Education Governance and Development
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsCorporate governancePolitical scienceBusinessFinance

Abstract

fetched live from OpenAlex

The new edition of Governance of Higher Education explores the work of traditional and contemporary higher education scholarship, providing readers with an understanding of the assumptions, historical traditions, and paradigms that have shaped the scholarship on governance worldwide. Updated throughout to reflect current higher education governance research and with expanded discussion of key theories and new relevant concepts, this book brings together vast and disparate writings, including frameworks drawn from a wide range of disciplines and newly bolstered case studies. Coverage includes the structures of governance, cultures and practices, the collegial tradition, as well as newfound critique of outdated organizational theory, leadership concepts, quality assurance and accountability, and system governance. Furthermore, this work synthesizes the significant theoretical, conceptual, and empirical scholarship to advance research and practice of governance. As universities across the globe face a myriad of challenges and multiple stakeholder demands, Governance of Higher Education offers scholars, practitioners, and higher education graduate students an essential resource for advancing research and the practice of governance.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.436
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0070.001

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 head0.016
GPT teacher head0.324
Teacher spread0.308 · 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; both teacher heads agree on what is shown here.

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

Citations21
Published2024
Admission routes1
Has abstractyes

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