“A Community College with Ivory Tower Pretensions”: Perceptions of a New University
Bibliographic record
Abstract
The ways in which a new university, the University of Ontario Institute of Technology (UOIT), was represented in local, regional, and national newspapers highlight the difficulties of identity creation for organizations. Drawing on theories of organizational identity and supplemented by interviews with UOIT’s founding members, a qualitative analysis of newspaper articles about UOIT published between 2001 and 2004 demonstrates that the words and phrases used in these articles played an important role in establishing an image of UOIT that continues to impact its identity. These news reports also illustrate the complex relationships that existed between UOIT and its geographical, educational, and political contexts. Although UOIT was founded as a four-year baccalaureate degree-granting university, it was linked with its well-established neighbour, Durham College, with which it shared land and services. As a result, UOIT was viewed by some as no more than a “community college with ivory tower pretensions.”
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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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.019 | 0.016 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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.
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".