Horse Racing With Sheep Ankle Bones: The Play of Nomadic Children in Mongolia
Bibliographic record
Abstract
<div class="page" title="Page 1"><div class="section"><div class="layoutArea"><div class="column"><p><span>The play activities of nomadic Mongolian children embrace an ancient traditional philosophy of life, connecting families to nature, respecting elders, and encouraging tenacity in daily life. This article discusses the context of this unique form of child play, its meaning, and its functional value. The major focus is on how these play activities have been communicated through centuries within themes of survival, lifestyle, and story. The article first reviews the cultural concept of play within discussions of adaptation, evolutionary process, and a culture-specific phenomenon, proceeds to examine how Mongolian traditional play encourages young children to be knowledgeable about nomadic values, and concludes with a discussion of how the context of the play of Mongolian nomadic children is situated within an understanding the concept of the ludic. </span></p></div></div></div></div>
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".