Bibliographic record
Abstract
Use of Commercially Available Heparin Solution for NeonatesArterial lines are commonly used to allow access for monitoring of neonates in neonatal intensive care units.Catheter occlusion and thrombosis are complications associated with the use of umbilical artery catheters, one type of arterial line used in this setting.The incidence of clinically symptomatic thrombosis with this type of catheter has been estimated at 1% to 3%. 1 To minimize these complications, staff in neonatal intensive care units use various strategies, including choice of catheter design, material, and location of the catheter tip.1,2 In most neonatal intensive care units, some type of heparin infusion is also used to help maintain patency of the catheter.2 The frequency of catheter occlusion is reduced when heparin is infused through the umbilical artery catheter.2 A continuous infusion of heparin is required, as heparinization of the flush solution is ineffective on its own. 2 The exact amount of heparin required to maintain patency and avoid adverse effects is unknown.However, care is required in selecting the dosage, because heparin is a high-risk medication that carries a risk of hemorrhage if too much is administered.Recently reported medication incidents have illustrated this risk.For example, in the neonatal intensive care unit of a Texas hospital, 14 to 17 neonates received heparin overdoses in the summer of 2008. 3 No ready-to-administer solutions appropriate for neonates were commercially available at the time, 3 so the required heparin solutions had to be prepared in the pharmacy.However, pharmacy staff prepared the heparin solutions incorrectly, and the neonates received up to 100 times more heparin than had been ordered.3 In Canada, a premixed heparin solution, at a concentration of 2 units/mL in 0.9% sodium chloride, is commercially available.4 Whenever possible, using commercially available premixed solutions is preferable to the preparation of solutions by nurses or pharmacists to reduce the risk of mixing errors.However, the concentration of 2 units/mL is greater than the 0.25 to 1 unit/mL recommended for neonates by the American College of Chest Physicians. 1 Therefore, at many Canadian sites, the premixed solution is not used, and heparin for neonates (at the recommended concentration) is prepared in 0.45% sodium chloride.5 At a hospital in British Columbia, the charts of neonates who received commercially available heparin 2 units/mL in 0.9% sodium chloride from 2006 to 2009 were reviewed.During the study period, 66 neonates received heparin via an umbilical artery catheter.The mean gestational age of the patients was 27.3 weeks (range 24 to 40 weeks), and the mean birth weight was 1040 g (range 460 to 4075 g).Sixty of the neonates initially received the commercially available solution, and the other 6 initially received a solution prepared on the ward, using 0.45% sodium chloride, but were switched to the commercially available
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 0.005 |
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".