Fermented marine foods of the indigenous arctic people (Inuit) and comparisons with Asian fermented fish
Bibliographic record
Abstract
Abstract The Inuit, sometimes referred to as Eskimos, are indigenous people to the remote circumpolar regions of the northern hemisphere that remain relatively inaccessible to outsiders. The traditional diet consisted almost entirely of raw animal foods eaten fresh, dried, or fermented and was similar to the diets of wild carnivorous animals. From the 1950s onward, the Inuits gradually adopted Western foods. With the adoption of a more Western diet, there has also been a corresponding increase in Western diseases such as obesity, type 2 diabetes, hypertension, and some cancers. Asians have also consumed salted fermented fish, but the fermented fish are different due to environmental temperatures. Although the microbial content of Inuit fermented foods is uniquely different from that of Asian fermented foods, Asian and Inuit fermented foods appear to be similarly important for supporting gut and immune health. The benefits of Asian fermented fish for improving the biodiversity of the microbiome and the generation of bioactive amines from proteins may be similar to the fermented marine foods of the Inuits. This study reviewed traditional fermented fish consumed by the Inuit people and Asians, highlighting various aspects that can offer valuable insights into the nutritional, cultural, and health dimensions of these practices.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".