Analysis of Declared Pedagogical Practices in STEM Education in Morocco
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
Internationally, we observe that the results of Moroccan students in mathematics are significantly lower than the average results of students from other countries. This observation, could in part, be explained by maintaining an approach based on the transmission of knowledge which does not promote the development of student skills. Since STEM (Science, Technology, Engineering and Mathematics) based instruction has been shown to have a positive impact on student achievement in mathematics, we explored the teaching and assessment practices reported by five Moroccan teachers in order to identify practices that would be compatible with teaching based on STEM. Although only one participant said they knew this approach, our results indicate that all participants have practices compatible with an integrated approach to STEM. These results outline a future where teachers and researchers will work together to implement STEM-based education and explore, in the Moroccan context, the scope and limits of such education.
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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 | 0.014 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| 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 it