Hold Firm: Gifted Learners Value Standing One’s Ground in Disagreements With a Friend
Bibliographic record
Abstract
Seventy-four students in three different Grade 9 classrooms of high-performing learners from the same suburban, comprehensive secondary school, completed a questionnaire focused on their preferences for a friend to stand by his or her position in case of a disagreement, to maintain their own position themselves, and to modify their own stance. Each group reflected high performance in a different way: International Baccalaureate ( n = 27) requiring overall high grades, Enriched French ( n = 24) requiring second language proficiency, and Sports Excellence ( n = 23) based primarily on athletic ability. The International Baccalaureate students had the highest preference for standing one’s position, but were willing to ultimately modify their position. Sports Excellence students had the most friends, but the number of friends was not related to the preferences. Academically very able students seem to enjoy some disagreement with their friends.
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How this classification was reachedexpand
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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".