Age and school-type differences in children's beliefs about school performance
Bibliographic record
Abstract
Age and school-type differences (primary school and three types of secondary school) in self-related beliefs about ability, effort, and difficulty were investigated in a study of 1723 Berlin youth. Consistent with selective ability-stratified schooling, multi-group structural equation models revealed: (1) mean-level belief differences reflecting assimilation effects among secondary school students, (2) belief variances were mostly narrower among secondary school students reflecting restricted social comparison opportunities, and (3) school type moderated relationships between beliefs. Primary school students thought ability was fixed, that effort paid off, and they used normative task difficulty for gauging how effortful they were. Haupt-/Realschule and Gesamtschule students thought they were less effortful and put in less effort. Haupt-/Realschule student achievement was unrelated to their agency belief in ability and personal difficulty, reflecting a pattern of educational goal disengagement. Gymnasium school students seemed to maximize the use of their ability through effort.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".