Connecting, Care and Challenge: Tapping Our Human Potential - Inclusive Education: A Review of Programming and Services in New Brunswick
Bibliographic record
Abstract
Due to the short time frame for this Review, this cannot be considered an exhaustive report. There is however quite a massive volume of information and sources introduced here touching on the particulars required by the Terms of Reference.\nIn section I we present legal considerations that have an impact on education in various ways, all of which are related to inclusion and the application of equality rights in Canada. Those considerations include accommodation of students with disabilities, the student-teacher relationship, discipline, safe-schools, and a framework for analysis: the new 3 R’s in education: Rights, Responsibilities and Relationships. Included are references to the state of the law based upon the most significant recent human rights tribunal decisions and court cases.\nIn section II we present current research on best practices in inclusive education. This includes first, an academic literature review. Second, it includes an analysis of a few of the systemic elements posing challenges for inclusion, accompanied by a sampling of initiatives designed to address these systemic barriers to inclusion.\nIn section III we present a review of practices and research in other Canadian jurisdictions, including legislation, inclusion/special education provincial reports, inclusive education programming for pre-service and in-service training for personnel, and school funding.\nIn section IV we present an overview of the New Brunswick context, including a brief historical account, a policy and curriculum status report, statistical incidences of exceptionality and other statistical issues, and some identified partnership organizations mentioned in the Terms of Reference. More specifics of what is going on currently in New Brunswick will be forthcoming in the summary document of the ongoing and highly beneficial consultation sessions pursuant to this review, Inclusive Education: A Review of Programming and Services in Education. We conclude by reinforcing the importance and timeliness of this exercise.
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.
How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".