Bibliographic record
Abstract
Stereotype threat, motivation, self-handicapping, and self-esteem are factors that are found to affect student education and academic ability. The following literature review examines each factor individually and addresses the costs and benefits relating to education. Stereotype threat and self-handicapping are found to affect academic performance negatively. Intrinsic and extrinsic types of motivation are also found to influence academic ability. Intrinsic motivation serves as a positive influence, while extrinsic motivation is found to affect academic ability negatively. The type of motivation a student develops depends on the learning environment of the student, including the type of encouragement or pressure a student receives from parents, teachers, and peers. Different levels of self-esteem in students are also related to different levels of achievement, academic perseverance, and social anxiety. The factors examined in this literature review address concerns for biased and unsupportive classrooms. It also considers future implications of this psychological research to improve student education and promote more successful learning environments. An education system is of utmost
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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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".