RUNNING AWAY FROM CHILDREN’S RESIDENTIAL CARE: THE FINNISH CASE
Bibliographic record
Abstract
This article discusses the phenomenon of running away from children’s residential care in the Finnish context. In the Finnish welfare system, residential care is understood as a last-resort form of alternative care. Its aim is to secure children’s well-being, development, and safety. Our article is based on the findings of a small-scale study launched and administrated by the Central Union for Child Welfare. These findings illustrate the multidimensional nature of the topic. First, the reasons for and the consequences of running away are diverse. Second, we need implementation of more inclusive and consistent practices as well as more explicit cooperation between authorities. Finally, the importance of children’s peer relations should be taken more seriously within residential care services. In this article, these findings are discussed bearing in mind the following critical question: What is the point of child welfare if it fails to serve children and safeguard their well-being and health during the out-of-home placement?
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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 | 0.000 | 0.001 |
| 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".