Lethbridge housing needs assessment, spring 2007
Bibliographic record
Abstract
With municipal population numbers rising, our knowledge and understanding of the existing and anticipated immigration trends of immigration, maintenance of birth and fertility rates and increasing university and college enrolment, it is clear that increased pressure on an already taxed housing for rental and ownership structure will result. Pressure will also come to bear on the social service sector in Lethbridge as increasingly the municipality is forced to deal with like issues. Those who participated in this study indicated that they want to and will work toward improving local community dynamics. Adopting a proactive approach will generate pride and goodwill in their neighbourhoods. The goal: to compliment and enhance community morale. Community based projects that demonstrate the concepts of affordable, available, attainable and accessible housing, embedded within an integrated approach within neighbourhoods offers community members, government officials, and politicians an opportunity to address the rising housing crisis in Lethbridge. Planning is required to improve the existing housing situation. This requires a strong financial foundation, and policy makers need to remain cognizant that city tax dollars will be required to deal with this and related issues. In this study, as many respondents indicated, they see the municipal government adopting a leadership role to assist in improving tenuous housing conditions. The City of Lethbridge must develop municipal policies to ensure the well-being of not only low-income wage-earners but all municipal residents.
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.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.042 | 0.008 |
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".