[Risk factors associated with obesity: a metabolic perspective].
Bibliographic record
Abstract
Obesity, especially visceral obesity, is associated with a cluster of metabolic complications increasing the risk of type 2 diabetes and coronary heart disease. It has been shown that obese patients characterized by a high accumulation of visceral adipose tissue have increased glycemic and insulinemic responses to an oral glucose load compared to normal weight individuals or to obese individuals with a low accumulation of visceral adipose tissue. Viscerally obese patients are also characterized by an unfavourable plasma lipid profile which includes elevated triglyceride and apolipoprotein B concentrations, reduced HDL-cholesterol levels as well as an increased proportion of small, dense LDL particles. Such alterations in the lipid profile are often observed even in the absence of elevated LDL-cholesterol concentrations. Our work has clearly shown that this cluster of metabolic abnormalities found among viscerally obese patients was associated with a substantial increase in coronary heart disease risk. Our work has also shown that the "metabolic triad" of non-traditional risk factors (hyperinsulinemia, elevated apolipoprotein B levels, increased proportion of small, dense LDL particles) was associated with a 20-fold increase in the risk of coronary heart disease. In this regard, we have been interested in developing simple tools which would allow clinicians to identify at an early stage and at low cost individuals who would be carriers of the atherogenic metabolic triad. We have noted that the measurement and interpretation of waist circumference and of fasting plasma triglyceride levels could allow the identification of a high proportion of carriers of the metabolic triad. Indeed, less than 10% of men with a waist circumference below 90 cm and triglyceride concentrations below 2 mmol/l were characterized by the features of the metabolic triad. However, more than 80% of individuals with a waist circumference above 90 cm and triglyceride levels above 2 mmol/l were carriers of the metabolic triad. Finally, an elevated visceral adipose tissue accumulation has also been associated with a thrombogenic and a pro-inflammatory metabolic profile which would be predictive of an unstable atherosclerotic plaque. Therefore, the stabilisation of the atherosclerotic plaque may represent a legitimate therapeutic objective to reduce the risk of coronary heart disease among patients with visceral obesity. It is proposed that a rather modest weight loss (approximately 10%) could contribute to substantially improve the risk profile of these patients.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.008 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".