Postoperative Clinical Monitoring After Morphine Administration: A Retrospective Multicenter Practice Survey
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: The objective of this survey was to describe the clinical monitoring practically used after intravenous, subcutaneous or neuraxial (epidural or intrathecal) administration of morphine. METHODS: It was a descriptive, retrospective, multicenter (10 hospitals) survey based on the medical charts' analysis, which evaluated the postoperative clinical monitoring after morphine administration. RESULTS: Morphine was delivered intravenously (69%), intrathecally (19%), epidurally (10%) and/or subcutaneously (12%). Clinical monitoring protocols and protocols for the management of side effects were both present in 60% (n=6/10), only one of the two types of protocols in 10% (n=1/10) and both absent in 30% (n=3/10). Protocols for the management of respiratory depression and consciousness evaluation were present in 70% of cases (n=7/10). These events were reported on medical records without any prescription or protocol in 35% (n=14/40) and 37,5% (n=15/40) respectively. Prescriptions for respiratory rate evaluation and clinical monitoring of consciousness were in agreement with only 20% of the medical data and medical records. Different levels of respiratory rate were observed: 43% (n=3/7) below 8/min, 43% (n=3/7) below 10/min and 14% (n=1/7) below 12/min. Clinical monitoring was not performed in 31% (n=31/100) for consciousness and in 35% (n=35/100) for respiratory rate. Pulse oximeter was used in 48% (n=48/100) of patients. Capnography was never used. Respiratory depression occurred in 1% (n=1/100) of cases. CONCLUSION: This survey emphasizes an important disparity in the prescription of medical monitoring and a lack of use of protocols when morphine is administered. It demonstrates the need for a standardization of protocols according to the existing guidelines.
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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 | 0.001 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it