Rethinking the Curriculum: Meeting the Needs of Immigrant Students in Multiculturalism
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
A rapidly growing number of immigrant students with limited English ability, commonly referred to as English Limited Learners (ELL) are enrolled in school populations throughout Canada. One of Canada’s national values is multiculturalism and efforts are made to ensure that all citizens keep their identities, take pride in their ancestry and have a sense of belonging in a nation with two languages. At the same time, the primary goal of provincial education is to support the intellectual development of students. Enabling students to achieve the goals of human and social development and career development is a responsibility shared by schools, families, and the community (British Columbia Ministry of Education, 2009). These goals apply equally to English Limited Learners. In spite of Canada’s commitment to multiculturalism, immigrant students face great difficulties including language barriers and a lack of sense of belonging and cultural acceptance. Consequently, it appears that school curricula may not be providing enough support to help immigrant students fully adjust in mainstream classes and meet the ideals of multiculturalism.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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