Bibliographic record
Abstract
We report in this study the death in bed of a 14-yr-old girl with type 1 diabetes and a review of the existing literature on this topic. Diagnosed at 5 yr of age, the patient followed a relatively benign disease course. Hemoglobin A1c was 6.6-8.4%, and there were no hospital admissions apart from the one at diagnosis. Hypoglycemic episodes were not excessive or severe. At age 14 yr, the patient was found dead in bed after having been well the night before. No apparent explanation could be provided. The 'dead-in-bed' syndrome accounts for 5-6% of mortality cases in patients with type 1 diabetes, amounting to two to six cases per 10 000 patient years. Theories attempting to explain the mechanism for this syndrome include hypoglycemia or cardiac autonomic dysfunction. This case emphasizes several problems faced by clinicians: the risk for sudden death in youth with diabetes, which may compromise good glycemic control, the question of early detection of autonomic dysfunction, and the need to understand this phenomenon better and search for preventive measures.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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 | 0.001 |
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".