Te Whakahōnere ngā Wawata o te Whānau: Honouring the Educational Aspirations of Whānau Māori in two English-Medium Primary Schools in the Otago-Southland regions in Aotearoa New Zealand
Bibliographic record
Abstract
This paper reports on the preliminary findings of a study carried out in two English-medium primary (elementary) schools (years 1–6) located in the Otago-Southland regions between 2014 and 2015. The purpose of the study aimed to explore the educational aspirations whānau Māori (i.e., Māori family) want for their children, and to build better relationships for teaching and learning in these two schools. The opportunity to bring whānau Māori together using a school hui (i.e., formal school meeting) process, not only created a culturally safe space for whānau Māori to share their thoughts, ideas and concerns about their children's education, but it also provided an opportunity for constructive feedback, and a greater awareness of the success enablers for whānau Māori and their children. A key finding to emerge, is that, whānau Māori not only see the provision of schooling and education for their children as an extension of who they are as culturally connected learners, but also as a medium for learning more about their own cultural norms, values, beliefs, strengths and attributes.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".