Exploring the New Paradigm for Researching With Children and Youth
Bibliographic record
Abstract
Understanding children's experience is increasingly a key purpose of much educational research. In contrast to traditional approaches to the study of children that emphasized the socialization of children through various stages of development, researchers within the social constructionism perspective begin with an insistence that childhood is a social construction that varies with time and place (Holloway & Valentine, 2000; James, Jenks & Prout, 1998). They study children as social actors, as beings in their own right rather than as pre-adult becomings. Children are seen as active beings whose agency is important in the creation of their own life worlds. Although such research draws on adult perspectives to discern how children's lives are shaped by forces beyond their own control, it recognizes the importance of learning children's ways of proceeding and ways of making sense of their 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 | 0.018 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.006 | 0.003 |
| Science and technology studies | 0.007 | 0.082 |
| Scholarly communication | 0.021 | 0.025 |
| Open science | 0.003 | 0.011 |
| Research integrity | 0.005 | 0.012 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".