Child Poverty, Homelessness and the Exploitation of Children
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
This chapter places in context the manner in which the law seeks to address issues of child poverty, homelessness and the exploitation of children. Child poverty is an area where politicians have set overly ambitious goals. In 1987, then Prime Minister, Bob Hawke, pledged that 'by 1990 no Australian child will be living in poverty' - a pledge he now regrets having made. The Canadian House of Commons passed a motion in 1989 which stated the goal of eliminating child poverty in Canada by 2000. In 1999, then United Kingdom Prime Minister, Tony Blair, similarly pledged to end child poverty in the annual Beveridge Lecture. While equally ambitious as his Australian counterpart, Blair's speech nevertheless set out the agenda for bringing about this reform, indicating its overlapping aspects by identifying reform of student finance, youth employment programs, welfare law reform, pension reform, child-support law reform, family and child benefit reform and long-term care and housing benefit reform as part of an integrated approach to ending child poverty.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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