Implementing Protocol-Based Therapy of Continuous Neuromuscular Blockade Provides Cost Minimization
Bibliographic record
Abstract
Objective: To compare empiric and protocol-based therapies of neuromuscular blockade in terms of cost and control of paralysis. Methods: Data were prospectively collected for nine months before and five months after a protocol was implemented in the 24-bed medical/surgical/neurologic intensive care unit as a physician-initiated, doublesided medication order form. Pancuronium was the preferred agent and vecuronium was an alternative for patients with renal dysfunction, hepatic dysfunction, or hemodynamic instability. Results: Twenty-nine empiric-therapy patients and 17 protocol-based therapy patients were comparatively evaluated. Length of stay in the intensive care unit and duration of neuromuscular blockade were similar between groups. Protocol adherence rate was 76.5%. Protocol-based therapy increased the hourly dose of pancuronium (0.29 ± 0.37 mg vs. 0.02 ± 0.10 mg; p < 0.005) and reduced the mean hourly cost of neuromuscular blockade compared with empiric therapy ($5.11 ± 4.76 Canadian [CDN] vs. $9.03 ± 7.03 CDN; p < 0.05). Vecuronium use did not change, but rocuronium and atracurium were not given after protocol implementation. The proportion of recorded train-of-four measurements representing adequate neuromuscular blockade increased (52.3% vs. 32.7%; p < 0.05) with protocol-based therapy. Conclusions: Compliance with a neuromuscular blocking protocol reduces drug costs and improves control of neuromuscular blockade.
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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 | 0.000 | 0.000 |
| 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 | 0.000 | 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".