Z and Others V. United Kingdom: Human Rights, Private Law Duty, and Children's Access to Public Protection
Bibliographic record
Abstract
This case in the European Court of Human Rights concerned the decision of the House of Lords in X. v. Bedfordshire County Council finding that a local authority did not owe a private duty of care to children in need of protection, despite knowledge of abuse and gross neglect and the possibility that the decision not to intervene was so unreasonable that no reasonable authority could have made it (taking the decision outside the legitimate exercise of discretion). A majority of the European Court held that the decision on the duty of care did not violate the plaintiffs'access to justice under Article 6, but that the plaintiffs' rights not to be subjected to torture and degrading treatment under Article 3 had been violated. It is argued that the retention of public authority 'immunity' for decisions not to intervene, alongside the House of Lords'rejection of any public authority immunity after the initial decision to take the child into care (Barrett v. London Borough of Enfield), will make public authority intervention less likely,even in cases of gross negligence. Recognition that children's rights under Article 3 include a right to be protected from abuse and neglect through positive action (intervention) is an important protection for the human rights of young people.
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.012 | 0.005 |
| Insufficient payload (model declined to judge) | 0.009 | 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".