Adult–Adolescent Interaction and Adolescents’ Brain Development: Integrating Pragmatism/Interactionism and Neuroscience to Develop a Platform for Research on Adolescents’ Life Regulation
Bibliographic record
Abstract
Abstract The aim of this paper is to outline a platform for research on adolescents’ life regulation. Adolescents’ brain development is described with the help of neuroscience and integrated with pragmatist and symbolic interactionist insights about how adolescents can learn to control their impulses and act thoughtfully. The foundation for the analysis is found in American pragmatism, where a biopsychosocial perspective is built on the understanding that the developed human brain is the essential precondition of a complex and civilized society. Today's interactionists, and in general, the majority of sociologists, show little interest in brain development and function. However, there is an opportunity for sociologists and neuroscientists to collaborate in order to better understand how the brain develops in relation to biological development and social experience.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".