MétaCan
Menu
Back to cohort
Record W4408665378 · doi:10.1177/14782103251324245

Rectors and university-societal engagement: Representing the ‘reality’ of ‘their’ university

2025· article· en· W4408665378 on OpenAlexaff
Lynn McAlpine, Tessa DeLaquil, Søren Smedegaard Ernst Bengtsen, Andrew Gibson

Bibliographic record

VenuePolicy Futures in Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Governance and Development
Canadian institutionsMcGill University
Fundersnot available
KeywordsNegotiationVisionHigher educationSociologyPublic engagementPublic relationsValue (mathematics)InstitutionAffordancePolitical scienceMedia studiesPedagogySocial sciencePsychology

Abstract

fetched live from OpenAlex

Globally, the past 10–15 years has seen universities experiencing increasing governmental reforms, including expectations for greater societal engagement. This places demands on the most senior university leaders to address and be seen to address these expectations. How do they situate themselves and negotiate their demanding role both inwardly and outwardly? We addressed this question in a case study of four rektors in four (of the eight) universities in Denmark. Using in-depth multi-mode data collection and analysis processes, we documented their lived experience negotiating the societal expectations of universities within the affordances and constraints of their roles in particular universities. Each was deeply committed to enhancing ‘their’ university’s societal engagement, externally representing the reality of ‘their’ university’s past, current and future visions of U-SE – against societal perception of the lack of such engagement. This involved outward, tête-à-tête, relationships with a range of societal actors, alongside downward, ‘leader-of-leaders’ distanced interaction throughout the institution. As the portal between the university and society, they were tracking, filtering, shaping the movement of knowledge between the two. The study contributes a richer conceptualisation of university leadership and university-societal engagement, alongside demonstrating the value of an analytic approach focused on examining individual and structural interactions.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.648
Threshold uncertainty score0.984

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.019
GPT teacher head0.343
Teacher spread0.324 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venuePolicy Futures in EducationSame topicHigher Education Governance and DevelopmentFrench-language works237,207