URQSUK: An integrated research program on arctic marine fat and lipids
Why this work is in the frame
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Bibliographic record
Abstract
Preliminary results indicate that marine fatty acids increase cardiac variability and then decrease the risk of sudden death. Until now, we have not been able to show any protective effects of n-3 fatty acids on the reduction of arterial thickness. Finally marine lipids seem to be a good protector against mental disorders especially psychological distress. Inuit hunters and other experts identify a variety of observable changes in fat composition and amount in key Arctic country food species. These changes have been taking place for some time, however, represent a trend in long term changes in body condition of Arctic species potentially related to environmental change, Inuit report varying knowledge of contemporary and traditional sources of fat in their diet. Perspectives on fats appear to be considered in diet decisions but the strength of this influence has not yet been determined. Contrary to anecdotal information, no residents appear to be applying dietary fat reduction actions towards their consumption of country foods. The general objective of the URQSUK program is to better understand the importance of fat and lipids in the Arctic such as the presence, distribution, changes and associated factors as well as their health effects. Projects 1-3 are linked to the International Cohort Study run by PIs E Dewailly (Laval U), K Young (U of Toronto), G Egeland (McGill U), P Bjerregaard (Danish Institute of Public Health), B Boyer (Alaska) and also the CIHR Team Grant run by Dr Kue Young (U of Toronto). The Urqsuk Program is also linked to the Nasivvik Centre for Inuit Health and Changing Environments as researchers have accessed complementary funding to provide training and capacity building to Inuit. The first 3 projects through the analysis of data collected during the 2004 Qanuippitaa Nunavik Health Survey and the 2007-2008 Qanuippitali Inuit Health Survey aim to investigate the role of n-fatty acids on Inuit health.
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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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.005 | 0.002 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 0.010 |
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