The Belgrade childhood diabetes study – comparison of children with Type 1 diabetes with their siblings
Bibliographic record
Abstract
A case-control study was conducted in Belgrade (about 320,000 inhabitants 0-16 years old) during the period 1994-97, comprising 68 diabetic children (cases) and 68 controls chosen from the siblings of the cases. Analysis using multivariable logistic regression analysis indicated the following independent risk factors for Type 1 diabetes: higher birth order, infections during the 6 months preceding the onset of the disease and stressful events. Out of individual stressful and psychological factors, 'other' stressful events (severe accident or hospitalisation or death of a close friend, conflict with a teacher, death of a pet, failure in competition, quarrel between parents, punishment, physical attack, war in republics of former Yugoslavia and near drowning in the pool) and learning problems were independent risk factor for Type 1 diabetes. The results obtained in this study of siblings supports the hypothesis that environmental factors play a role in the development of Type 1 diabetes.
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| 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".