Trends in Child Protection Across the UK: A Comparative Analysis
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
Although numerous international studies point to large variations in child welfare interventions, comparative analysis has tended to focus either solely on England or the UK as a whole, discounting differences across the four UK countries. This paper compares trends in national statistics relating to the operation of child protection systems across England, Scotland, Wales and Northern Ireland between 2004/05 and 2013/14. Despite a number of legislative, operational and definitional differences between nations, a number of trends are apparent. All systems show an increasing orientation towards child protection as evidenced by rising rates of child protection investigation and children subject to child protection planning. Increasingly, this relates to emotional abuse and involves younger children aged from birth to four years. However, the way cases are processed can differ, with only one in ten referrals resulting in a child protection investigation in Northern Ireland compared to one in five in England. Potential reasons for these differences are discussed and questions raised as to why, more than a quarter-century after the introduction of the 1989 Children Act, we still have no clear picture of the circumstances of families who come into contact with social services or the services provided to support them.
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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 | 0.001 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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