The challenges for children’s rights in international child protection: Opportunities for transformation
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
Children’s rights highlight the priority of child protection internationally and require us to think about how protection is defined and conceptualised, whether protection efforts are working, and how we are carrying them out. Many scholars have noted the apparent conflict between the idea of children’s rights as universal and the particular realities of local contexts, understandings, and experiences. Some argue that the failures of child protection are due to the structure of the children's rights framework itself. However, we contend that the issues lie in traditional child protection systems and frameworks, and how children's rights are (or are not) understood and operationalised by child protection actors. Relying on a narrative literature review, this conceptual paper presents several examples in support of this view, and argues that more work needs to be done to contextualize and secure the rights of children in need of protection. We explore the complex interplay between local and global interpretations of rights and recommend that dialogue among actors with different perspectives and socio-cultural experiences of children’s rights will produce richer understandings and practices of them. This dialogue can support the transformation of the current international child protection system to support the ability of children, their families and caregivers to realise children’s rights and support their thriving.
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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 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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