Aspirational Homeownership in a Time of Crisis: An ethnography of new homeowners in an Ottawa suburb
Bibliographic record
Abstract
While homeownership in Canada has been out of reach for many Canadians for decades, the economic and social conditions of the COVID-19 pandemic propelled the housing market further beyond the means of many young Canadians. Despite the expanding costs, young Canadians continued to jump into a housing market that left them in precarious financial situations. With the housing crisis such a major part of news media, many people decode the term ‘housing crisis’ as the cause of their financial anxieties associated with homeownership. Through ethnographic research with new homeowners in a small suburban community in Ottawa called Findlay Creek and a Peircian semiotic approach, this thesis looks to translate the deeper meaning of homeownership and the experience of the perceived housing crisis. It argues that the phrase ‘the housing crisis’ is a symbol that has come to represent new homeowners’ financial anxieties and sense of belonging to the middle-class.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.015 | 0.012 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".