Canadian Definition of Youth Homelessness
Bibliographic record
Abstract
“Youth homelessness” refers to the situation and experience of young people between the ages of 13 and 24 who are living independently of parents and/or caregivers, but do not have the means or ability to acquire a stable, safe or consistent residence. \n \nYouth homelessness is a complex social issue because as a society we have failed to provide young people and their families with the necessary and adequate supports that will enable them to move forward with their lives in a safe and planned way. In addition to experiencing economic deprivation and a lack of secure housing, many young people who are homeless lack the personal experience of living independently and at the same time may be in the throes of significant developmental (social, physical, emotional and cognitive) changes. As a result, they may not have the resources, resilience, education, social supports or life skills necessary to foster a safe and nurturing transition to adulthood and independence. Few young people choose to be homeless, nor wish to be defined by their homelessness, and the experience is generally negative and stressful. \n \nYouth homelessness is the denial of basic human rights and once identified as such, it must be remedied. All young people have the right to the essentials of life, including adequate housing, food, safety, education and justice.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.011 |
| Science and technology studies | 0.007 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 0.001 |
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".