Academic achievement of diverse K-12 students in inclusive three-block model classrooms
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 academic achievement of diverse kindergarten to grade 12 students in inclusive classrooms implementing the Three-Block Model (TBM) of universal design for learning was investigated. Fifty-one teachers and 684 of their students, including students with disabilities, students who were English language learners (ELL), and Indigenous students, participated in treatment and control groups. Results indicated significant differences between the two groups on measures of academic achievement, as reflected in a rubric that assessed levels of critical thinking. This was the case for typically developing students as well as those in the three subgroups, with large effect sizes in all cases. These findings suggest that the combination of social and emotional programming with universally designed instruction holds promise for improving the academic achievement of a broad spectrum of learners. Results are discussed in regards to implementation and training needs, and recommendations are made for future research.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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