Articles: operative.
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Perioperative risk scores aim to risk-stratify patients to guide their evaluation and management. Several scores are established in clinical practice, but often do not generalize well to new data and require ongoing updates to improve their reliability. Recent advances in machine learning have the potential to handle multidimensional data and associated interactions, however their clinical utility has yet to be consistently demonstrated. In this review, we introduce key model performance metrics, highlight pitfalls in model development, and examine current perioperative risk scores, their limitations, and future directions in risk modelling. ⋯ All perioperative risk scores have some limitations, highlighting the need for robust model development and validation. Advancements in machine learning present promising opportunities to enhance this field, particularly through the integration of diverse data sources that may improve predictive performance. Future work should focus on improving model interpretability and incorporating continuous learning mechanisms to increase their clinical utility.
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Anesthesia and analgesia · Nov 2024
The Association of Guideline-Directed Prophylaxis With Postoperative Nausea and Vomiting in Adult Patients: A Single-Center, Retrospective Cohort Study.
Consensus guidelines for postoperative nausea and vomiting (PONV) prophylaxis recommend a risk-based approach in which the number of antiemetics administered is based on a preoperative estimate of PONV risk. These guidelines have been adapted by the Multicenter Perioperative Outcomes Group (MPOG) to serve as measures of clinician and hospital compliance with guideline-recommended care. However, the impact of this approach on clinical outcomes is not known. ⋯ Guideline-directed PONV prophylaxis is associated with a modest reduction in PONV, although this effect is small and heterogeneous on the absolute scale. We found evidence for a differential association between adequate prophylaxis and PONV across the guideline-defined risk spectrum, with diminution in patients at very high predicted preoperative risk. While patient-specific benefit was heterogenous, most patients had reasonably high predicted probabilities of absolute benefit from a guideline-directed strategy. Further assessment of these associations in a multicenter setting, with more robust investigation of risk prediction methods will allow for better understanding of the optimal approach to PONV prophylaxis.
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Anesthesia and analgesia · Nov 2024
Effect of Changing Estimated Glomerular Filtration Rate Formula on Sugammadex Use and Pulmonary Complications for African American and non-African American Patients.
Sugammadex is associated with fewer postoperative pulmonary complications than is neostigmine reversal of neuromuscular blockade. However, the Food and Drug Administration-approved package insert states that its use is "not recommended" in severe renal impairment, separately defined as creatinine clearance <30 mL/min. Recently, the formula for estimating glomerular filtration rate (GFR) was updated to remove the race variable. Compared to the prior formula, the new consensus equation lowers the estimated GFR for African American patients and raises it for everyone else. We sought to determine how this change could differently impact the use of sugammadex, and thus the rate of pulmonary complications, for both African American and non-African American patients. ⋯ The recent change in GFR formulas may potentially be associated with an increase in postoperative pulmonary complications in African American patients and a decrease in postoperative pulmonary complications in non-African American patients through GFR-driven changes in sugammadex use.