The haplogroup gap: The ticking time bomb of cardiometabolic disease in developing nations
Bibliographic record
Abstract
The haplogroup gap: The ticking time bomb of cardiometabolic disease in developing nations Cardiometabolic disease (CMD) greatly increases an individual's risk for developing cardiovascular disease (CVD) and/or Type II diabetes (2), with the former being a leading cause of death worldwide. Decades of research efforts have significantly improved our understanding of cardiometabolic disease as a multifactorial ‘whole-body' pathology caused not only by common ‘modifiable' risk factors (such as exercise and dietary choices), but also increased inflammation within our muscles and fat, as well as inherited genetic risk. The genetic aspect of cardiometabolic disease has proven vexing to the medical and research communities – hundreds of genes have been associated with the hallmarks of CMD, yet none occur at a frequency that would explain the explosion in obesity and CMD rates documented worldwide over the past 25 years.
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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 | 0.001 |
| 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 | 0.001 |
| 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 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".