Fatalities Due to Failure of Continuous Subcutaneous Insulin Infusion Devices: A Report of Six Cases
Bibliographic record
Abstract
Diabetes mellitus type 1 and type 2 are diseases characterized by impaired regulation of blood glucose due to decreased insulin production and insulin resistance, respectively. Management of diabetes mellitus often requires injection of exogenous insulin. Continuous subcutaneous insulin infusion (CSII or insulin pump) is a diabetes treatment modality utilizing a device to aid in regulation of glycemic control. Malfunctions in device components can have rare fatal consequences. Described in this report are six fatalities due to one such malfunction, the failure of plastic cannulas of CSII devices to penetrate the skin and deliver insulin, resulting in fatal diabetic ketoacidosis (DKA). The cases derive from four different death investigation systems. For each case, scene and autopsy findings are presented, as well as selected toxicology and histology findings. These cases illustrate the importance of careful examination of CSII devices in death investigations and introduce a discussion on discrepant manner of death classifications.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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".