A Study to Promote Students' Non-cognitive Ability——Based on Educational Psychology Theory
Bibliographic record
Abstract
In recent years, some specific non-cognitive abilities gradually attract the attention of the education circle, including curiosity, self-management ability, adaptability to changes, conscientiousness, flexibility, and the ability to cooperate with heterogenous partners effectively. These non-cognitive abilities as the key skills that the students will need in society can not only affect their school records and education choices during their teenage, but also exert an influence on their longer-term performance and living quality after graduation. Presently, people have reached a consensus on the importance and cultivability of non-cognitive skills, and a series of education revolutions have been triggered internationally. Under this background, how to improve the students’ non-cognitive abilities becomes the research focus of this paper. The paper combed the concept of non-cognitive abilities, reviewed and analyzed the non-cognitive ability factors that can affect scholastic achievement, and put forward relevant suggestions.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".