Strangulation With Intravenous Tubing: A Previously Undescribed Adverse Advent in Children
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Nonintentional strangulation in children is a widely recognized risk as a result of the vulnerability of their airway to occlusion by relatively low pressures. We describe 2 cases of strangulation by intravenous (IV) tubing in infants, 1 of which was fatal. This is the first documentation in the health science literature of this as a potential adverse consequence of IV therapy in young children. It is important that hospitals that care for such children recognize this potential risk and implement the appropriate strategies to minimize or eliminate it. Preventive interventions may include ongoing assessment of the need for continuous rather than intermittent IV infusions (saline or heparin locked IV sites), individualized level of supervision according to the child's age and behavior, and engineering modifications to the IV equipment.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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 it