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
Canada is nearing an important crossroads in our response to homelessness. Since homelessness emerged as a significant problem – in fact, as a crisis – in the 1990s, with the withdrawal of the federal government’s investment in affordable housing, communities have struggled to respond. Declining wages (even minimum wage has not kept up with inflation in any jurisdiction in Canada), reduced benefit levels–including pensions and social assistance—and a shrinking supply of affordable housing have placed more and more Canadians at risk of homelessness. For a small, but significant group of Canadians facing physical and mental health challenges, the lack of housing and supports is driving increases in homelessness. Prevention measures – such as ‘rent banks’ and ‘energy banks’ that are designed to help people maintain their housing – are not adequate in stemming the flow to homelessness. The result has been an explosion in homelessness as a visible and seemingly ever present problem.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 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