A Call for Change in the Public Education System in Nova Scotia
Bibliographic record
Abstract
The United Nation’s International Decade for People of African Descent and Nova Scotia’s Ministry of African Nova Scotian Affairs recognize that students of African descent continue to experience inequities. As previous studies indicate, parents of Black learners identified that many educators lack knowledge and experience in understanding students of African descent.This study explored student achievement from the perspective of parents of children of African descent attending public schools in Nova Scotia. Participants included individual interviews and focus groups with parents from rural and urban areas. Based on Bronfenbrenner’s ecological theory framework, a thematic analysis of the data was conducted, a dominant storyline related to the families’ experiences in school and subsequent themes emerged: we are treated differently; we don’t feel connected; we know there are challenges: the resistance of parents; and we deal with injustices but persevere. These findings provide recommendations to improve the educational success for Black learners. Keywords: African Canadian, academic achievement and success, Black students, education, schooling challenges, students of African descent
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 | 0.003 | 0.002 |
| 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 | 0.001 |
| 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".