Periodontitis as a complication of elevated blood glucose level and it’s management
Bibliographic record
Abstract
P is a chronic inflammatory disease of the surrounding structures of teeth. Elevated blood glucose level has a profound effect on progression of periodontitis and results in advance bone loss, deep periodontal pockets and premature loss of teeth. On the other hand, moderate to severe periodontal disease elevates blood sugar levels in the body; increasing the amount of time the body has to function with high blood sugar levels. Sustained high blood glucose levels results in non-enzymatic conjugation of proteins and lipids forming Advanced Glycated End products (AGE ). Receptors of AGE have been identified on cells involved in immune response to bacterial challenges. Binding of AGE to receptors on monocytes, PMNs and macrophages result in production of high levels of inflammatory mediators. Obesity and family history of type II diabetes are risk factors for development of high blood sugar level especially in females. This presentation will describe clinical and radiographic findings in periodontal patients affected by high blood sugar level. Management of these cases will be discussed.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".