Decade of Behavior Distinguished Lecture: Development of physical aggression during infancy
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
Abstract Violence is a major public concern in our modern societies. To prevent this violence we need to understand how innocent children grow into violent adolescents and adults. It is generally believed that humans are most frequently physically aggressive during adolescence and early adulthood. With longitudinal studies of large samples of children from different countries that followed them from infancy to adulthood, scientists tried to discover at what age individuals learn how to physically aggress. These studies indicated that the peak age for physical aggression was not during early adulthood, adolescence, or even kindergarten, but rather between 24 and 42 months after birth. Although there are important individual differences in children's use of physical aggression, most of them will learn to use socially acceptable alternatives when angry or frustrated before they enter school. To prevent chronic physical aggression and its terrible consequences over the whole life course, modern societies should provide children with the optimal prenatal and postnatal environments.
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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 | 0.000 | 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