Association of Type 2 Diabetes with Colectomy; True or False?
Bibliographic record
Abstract
Colectomy is an invasive procedure indicated for various colon diseases.Surgical resection of the colon potentially affects glucose metabolism.The intestine secrets different hormones during digestion and controls absorption and metabolism of nutrients.There are gut-associated factors involved in glucose homeostasis.These include incretins, cholecystokinin, short-chain fatty acids, and non-esterified fatty acids.Type 2 diabetes mellitus (T2DM) is a major health problem with a constantly and dramatically increasing incidence and prevalence.In this review, the role of colon secretions and their cross-talk with gut microbiota in glucose metabolism and the pathophysiological aspects of alterations in bacterial endotoxin level, bile acid metabolism, and gut hormone secretion were highlighted.We have also noted the potential complications of colectomy in terms of glucose metabolism and homeostasis.All the clinical findings in previous studies documenting the association between T2DM post-colectomy were included as well.
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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 | 0.005 | 0.042 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".