Children’s dynamic risk management – a comprehensive approach to children’s risk willingness, risk assessment, and risk handling
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
Theoretical conceptualizations to facilitate understanding of how children manage risk-taking and risky play in their everyday lives are limited. We propose that there are emotional, cognitive and physical processes at work when a child faces a risk and that these processes can be termed risk willingness, risk assessment, and risk handling, respectively. In real-world risky situations, these processes overlap, interlink, and vary across individual and contextual factors. However, combined, they can be seen as a comprehensive expression of children’s risk management. The processes must also be understood within the cultural, social, and environmental contexts of the risk. We aim to unify these concepts within a comprehensive model that can be tested and applied in empirical studies and used to understand children’s risk-taking in general, as well as the implications of increasingly risk-deprived childhoods.
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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 | 0.002 | 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 | 0.001 |
| 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