Curriculum for Resiliency: Supporting a Diverse Range of Students’ Needs in Grade 9 Mathematics
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
This study describes the work of one high school team in designing, developing, supporting, and field-testing a new course to support numeracy and general learning skills for a particularly diverse population of students. The rationale, curriculum design, and pilot implementation of the course are situated in existing curriculum structures and recent research around best practices in mathematics teaching and learning, particularly with respect to vulnerable students. The study sought to explore the role and responsibilities of the course designer and teacher, as well as her perception of the challenges and benefits of a custom-designed course for this group of students. The results suggested that the crucial role of the classroom teacher in supporting students emotionally when implementing the intended curriculum for vulnerable students cannot be underscored enough. For such students, teacher-student relationships appeared to be the most important factor in student success, far eclipsing other factors.
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 | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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