Examining the Nova Scotia Science Curriculum for International Ocean Literacy Principle Inclusion
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
Within Nova Scotia the ocean has an integral role in the economy and culture of the province. Nova Scotia is home to abundant marine resources and a rapidly developing ocean technology sector. Despite the importance of this resource and access to resources, youth in Nova Scotia have exhibited low knowledge of basic ocean concepts. This study investigates the extent to which the internationally established Ocean Literacy Principles are included in the curriculum outcomes of the Nova Scotia high school science curriculum. Data analysis of all high school science curriculum documents were guided by the seven Ocean Literacy Principles and the supporting fundamental concepts. Results from this study reveal limited inclusion of ocean concepts throughout the high school science curriculum. The effect of the diminished and marginalized inclusion of ocean education is the production of individuals with limited knowledge of basic ocean principles, who are ill prepared to make informed decisions regarding the health of the ocean and the future of Nova Scotia.
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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 | 0.008 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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