Professing in the Local Press: Professors and Public Responsibilities
Bibliographic record
Abstract
This research examines the role of professors and print media within small communities, the townand- gown relationship between universities and the broader communities they inhabit, and the nature of the public discourse on important social issues on community, provincial, national, and international levels. Since 1996, professors at a small Canadian liberal arts and sciences university have contributed to and supported an op-ed column in a local newspaper serving a small rural and conservative city. Using survey research and personal interviews, this research attempts to understand the motivations of these professors to write columns and explores their understandings of what it means to be a public intellectual. This case study contributes to the literature on the sociology of intellectuals, and especially the study of academics and their roles as public intellectuals within modern universities and the broader communities they inhabit and in which they are engaged.
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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 | 0.010 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.022 | 0.018 |
| Scholarly communication | 0.018 | 0.008 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.023 | 0.002 |
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".