Effective Participation and Motivation: An Investigation on Secondary School Students
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The aim of this study is to examine the relationship between the secondary school students’ level of effectiveparticipation and their motivation. This study employs a survey consisting of 251 secondary school students from theschools located in Iğdır and Erzurum, in East of Turkey. The data of the study were gathered through "EffectiveParticipation Scale" and "Intrinsic-Extrinsic Motivation Scale". The analysis of the obtained data showed that femalesecondary school students are academically more engaged than the male students and male secondary schoolstudents are more disaffected than the female students. It has been found that students engage in English and Turkishlessons more than Mathematics and they are disaffected with Mathematics at most. It has been determined thatacademically engaged students’ intrinsic motivations increase in the positive direction while that of the disaffectedstudents’ decrease as the class levels increase.
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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 | 0.000 | 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) | 0.002 | 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 it