The Promise of a Sociology Degree in Canadian Higher Education
Bibliographic record
Abstract
Des descriptions de programmes universitaires de cinquante‐quatre départements de sociologie anglophones ont été examinées afin de découvrir les thèmes publicitaires dirigés aux étudiants éventuels. En comparant les départements des universités comprenant des programmes de doctorat aux universités offrant principalement des programmes de baccalauréat, on a trouvé des variations dans leurs messages et leurs promesses aux étudiants. On a remarqué des formules habituelles dans les promesses de leur programme (l'étude des arts libéraux, le choix de carrière, ou l'amélioration des conditions sociales), l'acquisition des habilités (les pensées critiques ou déterminées par le marché) et les expériences d'apprentissage prévues (l'éducation élitiste, l'environnement d'apprentissage accessible, ou la stimulation intellectuelle). Après avoir composé un rapport portant sur ces modèles, nous prenons en considération leurs conséquences dans le contexte des questions plus générales de l'éducation universitaire.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.011 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".