Metaphorical images of science: the perceptions and experiences of Aboriginal students who are successful in senior secondary science
Bibliographic record
Abstract
The purpose of this research study was to explore why some Aboriginal students participate in senior secondary Biology, Chemistry, or Physics and achieve a high level of academic success (67% or higher) in these courses. The following key questions were addressed: 1. What are the experiences and perceptions of Aboriginal students with regard to senior secondary science? 2.What role, if any, does culture play for Aboriginal students who are successful in the senior secondary sciences? 3. What are the factors that either contribute to or hinder success by Aboriginal students in science-related courses? Ten Aboriginal participants were interviewed from the Greater Victoria School District. Metaphor Interviews, Literal Interviews and a Focus Group were used to collect data. The results indicated that Aboriginal ancestry was important to the identity of many of the participants, but it was not a significant contributing factor in their academic success in senior secondary science.
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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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.014 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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; both teacher heads agree on what is shown here.
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".