Just entertainment? Student and faculty responses to the pedagogy of media representations of higher education
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Hollywood film has been positioned as a form of public pedagogy – a site of efficacious informal learning. Acknowledging this educative potential, this article examines the ways in which faculty and students perceive and respond to representations of higher education offered by popular film. Drawing on focus groups and interviews with 22 participants, we discuss the key themes about teaching and learning that faculty and students observed in filmic representations – including an emphasis on genius, the presence or absence of effort, and a prevalence of extreme faculty-student relationships – and consider the extent to which these lessons shape viewers’ understanding and experiences of teaching, learning, and universities. While many participants suggested these representations are 'just entertainment’ and thus have limited impact, their comments nonetheless indicate ways in which films shape their own and others’ experiences and perceptions of the university, underscoring the need for further research in this area.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it