The Toronto connection: Poverty, perceived ability, and access to education equity
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 explores the educational opportunities available to secondary high school students in the Toronto District School Board (TDSB), using both public TDSB and Ontario Ministry of Education data. Family income, parental education, and student participation in special education (excluding Gifted) are key units of analysis, as are the types of programs that the TDSB provides. The research found that low income students, students whose parents lack university education, and students in special education have less access to socially valued educational programs. The research found a significant overrepresentation of low income students receiving special education services and in other programs that offer few options for post-secondary education. Work-oriented programs were found to be most prominently available in the lowest income neighbourhoods in Toronto. Key words: Neoliberalism, education, streaming, Toronto, disability, poverty, vocational
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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 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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