Bibliographic record
Abstract
Ontario’s Parent Engagement Policy (Ontario Ministry of Education, 2010) compels school officials to identify and remove discriminatory practices and structures to ensure the full participation of all parents in their children’s schooling. Yet Canadian literature and media highlight ongoing challenges faced by Black mothers in their relationships with their children’s schools. This arts-informed study uses storytelling to investigate the relationships between Black mothers and school officials. The study presents insights obtained from 10 in-depth interviews with African Caribbean mothers living in Toronto. Participants shared personal stories to articulate their understanding of Black motherwork and its impact on their relationships with school officials. Data collected from these oral recounts, along with the review of the literature, addressed the questions: What is Black women’s motherwork? How does Black women’s motherwork shape their relationships with school officials? How do Black mothers draw on communities of support to respond to challenges and successes encountered in their relationships with school officials? This research draws on African Indigenous, Black feminist and Black maternal theories to investigate Black women's motherwork and their relationships with one another and school officials. Using a comprehensive analytic process, participants' oral accounts are compiled into interconnected creative non-fiction stories. These stories are informed by African storytelling traditions like call-and-response, improvisation and audience participation. This structure prioritizes Black mothers’ voices and honours arts-informed methodologies, all while illustrating links to previous scholarship. The personal/self-stories, cultural stories, and metanarratives presented in this arts-informed study uphold Black mothers as educational leaders in their homes, communities and schools. The study revealed Black Canadian motherwork as a form of activism that is integral to the health and wellbeing of Black women and children. Black mothers understand their motherwork as collective action involving community parents. For Black mothers, school officials do not always fulfill their roles as community parents. Black mothers work with members in their women-centred networks to affirm their leadership and safeguard their children’s rights to safe, inclusive schooling spaces. This arts-informed study contributes to a deeper understanding of the ways that Black mothers practice educational leadership amongst themselves and with school officials.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.024 | 0.011 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".