Bibliographic record
Abstract
This article discusses the evolving role of university presidents in Canada.The university president is accountable for the successful operation of a university and achieving its strategic goals.The role has become complex due to factors such as the absence of a standard definition of a university, decentralization of funding, and increased competition for student enrollment and research funding.Universities have grown considerably, leading to more diverse and activist populations, larger budgets, and the need for more people to manage internal and external relationships.University presidents must now balance the interests of various stakeholders such as faculty, boards, alumni, governments, and learners.They must also plan for and address the challenges created by system modernization and enterprise technologies, internationalization, campus health and security, changing governments, shifting policy directions, climate change, social justice, and neoliberalism.This article argues that university presidents must possess strong communication skills, impeccable management acumen, and the ability to relate to the evolving realities of learners.This article concludes that the role of university president has evolved from being presiding figures to being accountable leaders who must navigate the complex demands of the modern university system.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.022 | 0.045 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.055 | 0.020 |
| Scholarly communication | 0.017 | 0.005 |
| Open science | 0.004 | 0.009 |
| Research integrity | 0.006 | 0.011 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".