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
Friends’ moral characteristics such as their moral reasoning represent an important social contextual factor for children’s behavioral socialization. Guided by this assumption, we compared the effects of children’s and friends’ moral reasoning on their aggressive behavior in a low-risk sample of elementary school children. Peer nominations and teacher reports were used to assess children’s aggressive behavior and friendships. During individual interviews, moral reasoning was measured by justifications following moral judgments and moral emotion attributions. Results revealed that, compared to individuals’ moral reasoning, friends’ moral reasoning was more consistently related to children’s aggressive behavior. Moreover, friends’ aggressive behavior mediated the relationship between friends’ moral reasoning and children’s aggressive behavior. The findings provide evidence for the important role that friends’ moral development plays in children’s behavioral socialization, and highlight the need for integrated, systematic approaches to moral development and friendship relations.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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