Housing advantage, hidden curriculum, habitus: students’ past and future housing pathways revisited
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
While past research into young people’s transitions out of the parental home identified a distinct student housing pathway offering an institutionally supported ‘housing advantage’, more recently scholars have pointed to widespread housing precarity among university students, reconceptualising the housing challenges students face as a ‘hidden curriculum’ that reinforces inequalities. Meanwhile, time spent navigating this hidden curriculum in increasingly widespread purpose-built student accommodations (PBSA) has the potential to reshape the student habitus, fostering future preferences for the high-density, privatized urban space PBSA represents. This paper re-examines these notions, drawing on interviews with 27 students in Waterloo, Canada, regarding their past experiences and future expectations of housing. While the interviews reveal a multitude of pathways, concepts of housing advantage and hidden curriculum are not as contradictory as they may appear, with many students benefitting from supports offered by university residences before facing an expensive, discriminatory and predatory rental market. Although students’ experiences normalized high-density living, they did not necessarily supersede long-term preferences for detached home ownership, and access to amenities was more important than private space as such.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.000 | 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