Empowerment and Development of Self-Leadership of Children and Youths Lile’s Story
Bibliographic record
Abstract
These days, children are exposed to a variety of information sources and channels, which create more complex interactions than ever before. It is important, therefore, to develop and reinforce children’s self-leadership. The present work is a narrative qualitative study focusing on the story of Lile, a 14-year-old Israeli girl who was assessed as a passive, quiet child, preferring not to stand out or express herself face-to-face or through the numerous media channels where other children in her class are active. The purpose of the study was to document the process of transformation experienced by Lile, from a child who avoided interaction as much as possible into a child seeking interaction. Lile stopped treating herself as stupid and censuring herself for things she did not say or did not do. She understood her difficulty, learned to accept it, learned to process and contain her feelings, not to try to hide them from herself, and learned to express feelings and apprehensions aloud, without fear of herself and of others.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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".