THE REQUIREMENTS FOR THE DEGREE OF
Bibliographic record
Abstract
ii The purpose of this thesis is to conduct a case study of the University of British Columbia Okanagan’s student youth (ages 18–29) rental housing experiences in the City of Kelowna, British Columbia. Kelowna features high rental costs and low rental vacancy rates. The rental housing problems that Kelowna currently faces have been acknowledged by the Canada Mortgage and Housing Corporation, the local government, and the local media. However, there is a dearth of peer-reviewed literature on student youth rental housing experiences Kelowna. Data were obtained using semi-structured interviews conducted with 10 key informants and 30 student youth currently attending UBCO and living in the City of Kelowna’s rental housing market. The study population for this research includes Canadian-born and internationally-born students, some living on campus and some off. The primary conclusions of this case study are that the student youth respondents face barriers of rental housing unaffordability, unsuitability, and unavailability. The
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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 | 0.004 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.003 | 0.009 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.742 | 0.699 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".