Inclusive Teaching and Learning Practices That Promote and Protect Reading and Science Literacy for Palestinian Children
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
Despite adversities arising from the Palestinian experience, studies have shown that Palestinian students can demonstrate educational resilience. However, a gap in knowledge exists about inclusive teaching and learning strategies that contribute to Palestinian students’ educational resilience. This research uses mixed-effects regression modelling to examine reading and science literacy outcomes of 1279 Palestinian students in UNRWA schools in Jordan. The findings revealed two promotive factors (student online reading and teacher–student relations) and two protective factors (student enjoyment of reading and student control strategies) for reading, and two protective factors (student awareness of environmental matters and student epistemological beliefs about science) for science. Knowledge about the promotive and protective factors has important implications for reading and science educators working with Palestinian children.
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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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.002 | 0.004 |
| 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