Preliminary Maple Sap Data For Boxelder and Norway Maples
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
Maple sap is a popular agricultural product mainly produced in Quebec, Canada, and the Northeastern United States (U.S.).Almost the entire worldwide production of maple syrup exists in this area. Sugar maples (Acer saccharum) are the most popular tree to tap due to its higher sugar content. This species of maple doesn’t grow well in Utah’s soils, which might be a contributing factor to the lack of maple syrup production Utah. There exist about 211,714 boxelder (Acer negundo) trees that could be tapped in Utah. Estimates aren’t available for Norway maple (Acer platanoides) populations, but they exist in almost every park and street in Utah. Little to no information exists about the sap yield and quality of these maple species, and no information on how well they produce in Utah. The objectives of this research is to evaluate 1) the sap yield of the different maple species over the season, 2) the sap quality, 3) the effect soil nutrients has on sap nutrients and quality, 4) the effect tree circumference has on sap yield, and 5) the effect temperature has on sap yield.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.000 | 0.000 |
| 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 it