The Great Canadian Maple Syrup Consumption
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
This paper looks to provide insight on the Canadian stereotype of using and producing maple syrup, investigating if the Canadian production of the sweetener could support each Canadian having maple syrup at breakfast every day for a year. First, it is estimated how much maple syrup would be consumed for a specific age group and sex using suggested daily Calorie (kcal) values and Canadian demographic population estimates. A sample calculation is outlined for males aged 20-24, finding that solely for this age group it would require 6.24x10 4 L of maple syrup for one day’s consumption. This method is then repeated for each age group and sex (see Appendix), then summed and multiplied by 365, getting a final value of 5.11x10 8 L of maple syrup in total for the whole year. Therefore, it was determined that since the annual production of maple syrup in 2017 was only 5.69x10 7 L, it would not be sustainable for every Canadian to have maple syrup at breakfast for an entire year.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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