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Record W7139652030

Enhancing Access for Racialized Students: Transitional and Bridging Programs in Ontario’s Post-Secondary Education

2025· dissertation· W7139652030 on OpenAlexaboutno aff
Dhanela Sivaparan

Bibliographic record

VenueTSpace (University of Toronto) · 2025
Typedissertation
Language
FieldSocial Sciences
TopicHigher Education Research Studies
Canadian institutionsnot available
Fundersnot available
KeywordsBridging (networking)Transformative learningNarrativePsychological interventionHigher educationCritical theoryCritical race theory
DOInot available

Abstract

fetched live from OpenAlex

AbstractIn Ontario’s post-secondary education system, transitional and bridging programs are often framed as solutions to access and retention gaps for historically marginalized populations. This dissertation investigates the experiences of racialized students enrolled in these programs, with the goal of understanding whether such initiatives genuinely address structural inequities in higher education or merely serve as compensatory pathways. Drawing on eight in-depth interviews with racialized students, survey data from 42 participants, and an analysis of relevant institutional and provincial policies, the research critically engages with how racialized students navigate these programs post-admission. Guided by an anti-colonial theoretical framework and a mixed-methods research design, this study situates transitional and bridging programs within broader discourses of equity, access, and institutional reform. Findings indicate that while these programs may ease entry into higher education, their effectiveness is frequently limited by institutional constraints, racialized pedagogical assumptions, and the lack of systemic accountability. Narratives from participants reveal the persistence of exclusionary practices and racialized expectations that continue well beyond the transition period. This study argues that unless these programs are embedded within institution-wide commitments to anti-racism, they risk reinforcing rather than dismantling existing hierarchies. Recommendations are offered to reimagine transitional and bridging programs as transformative equity-oriented interventions rooted in systemic change, rather than short-term solutions to systemic problems. Keywords: racialized students, transitional and bridging programs, higher education access, systemic inequities, anti-colonial theory, educational equity.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.973
Threshold uncertainty score0.729

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0130.004
Scholarly communication0.0020.001
Open science0.0010.005
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.030
GPT teacher head0.387
Teacher spread0.357 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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