Effects of Age and Sex on Weight-Loss Dynamics in Obese Patients Undergoing Very Low Calorie Treatment
Bibliographic record
Abstract
Background and Significance: Although known to effectively provoke large scaled weight-loss, less is known regarding age- and sex-related influences on treatment outcomes of bariatric patients treated with a very-low calorie diet (VLCD) program. Purpose: This study retrospectively examined body composition and metabolic changes induced by a 12-wk proprietary VLCD treatment in obese patients while assessing age and sex differences. Methods: Male (n=16) and female (n=16) patients underwent 12 weeks of VLCD under standard medical care. Results: Older patients exhibited a greater relative loss of FFM compared to younger patients (p=0.004). Older patients also lost a greater proportion of total weight-loss as FFM (p=0.003) and lower proportion as FM (p=0.003) compared to the young group. This age-specific difference in weight-loss composition was driven by the older males. Conclusion: The results demonstrate the need for special clinical considerations for VLCD treated patients, such as older adults and perhaps older males specifically, who demonstrate a reduced quality of weight-loss compared to their younger counterpart.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 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".