An exploratory assessment of burbot (Lota lota L.) by-catches in four northern Canadian lakes with respect to the viability of liver oil processing
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
Burbot (Lota lota L.) liver oil with its high content of omega-3 fatty acids, Vitamin D and Vitamin K is a potentially-valuable nutritional therapeutic product. There is no commercial burbot fishery in Canada presently. Burbot by-catch was monitored during 2006 in four northern Canadian lakes to determine if a by-catch strategy might provide sufficient burbot for the establishment of a viable burbot liver oil processing facility. In the winter months, the burbot by-catch fishery was found to be about 15% of the lake whitefish (Coregonus clupeaformis) catch. In contrast, summer by-catch test fishery showed the burbot by-catch yield to be 3–7% of lake whitefish catch. Application of the highest by-catch value (i.e., from winter fishing) to the allowable quota catches of whitefish in these four lakes would result in a yield of only about 700 kg of burbot liver oil annually. This quantity would eliminate by-catch as a feedstock strategy for the prospective burbot liver oil processing business.
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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 | 0.000 | 0.000 |
| 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