Adapting care provision and advocating for unprotected unaccompanied minors in Paris in the context of COVID-19
Bibliographic record
Abstract
Unaccompanied minors (UMs) are children under 18 who arrive on the territory of a foreign country without the care of a guardian. In many countries their access to social and health care services depends on their legal recognition as minors. For instance, in France, high rejection rates of minor status place unprotected UMs in social precarity, such that in Paris, civil society organizations (CSOs) have stepped in to offer social, medical, and psychological care to unprotected UMs. In the context of the COVID-19 pandemic however, CSOs had to adapt their care provision.We review promising CSO-led initiatives to ensure continuity of care for this population. In doing so, we highlight how, by promoting UMs' healthy behaviors in the context of the pandemic, continued social interactions between CSO members and unprotected UMs may have contributed to disease prevention among UMs. In addition, CSOs have continued to advocate for sheltering unprotected UMs, calling on public authorities to take action.
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How this classification was reachedexpand
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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".