Articles: cations.
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Anesthesia and analgesia · Nov 2024
Assessing the Utility of a Machine-Learning Model to Assist With the Assignment of the American Society of Anesthesiology Physical Status Classification in Pediatric Patients.
The American Society of Anesthesiologists Physical Status Classification System (ASA-PS) is used to classify patients' health before delivering an anesthetic. Assigning an ASA-PS Classification score to pediatric patients can be challenging due to the vast array of chronic conditions present in the pediatric population. The specific aims of this study were to (1) suggest an ASA-PS score for pediatric patients undergoing elective surgical procedures using machine-learning (ML) methods; and (2) assess the impact of presenting the suggested ASA-PS score to clinicians when making their final ASA-PS assignment. The intent was not to create a new ASA-PS score but to use ML methods to generate a suggested score, along with information on how the score was generated (ie, historical information on patient comorbidities) to assist clinicians when assigning their final ASA-PS score. ⋯ ML derivation of predicted pediatric ASA-PS scores was successful, with a strong agreement between predicted and clinician-entered ASA-PS scores. Presentation of predicted ASA-PS scores was associated with revision in final scoring for 1-in-10 pediatric patients.
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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.
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Anesthesia and analgesia · Nov 2024
Previous Coronavirus Disease-2019 Infection and Lung Mechanics in Surgical Patients: A Hospital Registry Study.
Long-term pulmonary complications have been reported after a coronavirus disease-2019 (COVID-19). We hypothesized that a history of COVID-19 is associated with a measurable decrease in baseline respiratory system compliance in patients undergoing general anesthesia. ⋯ A history of COVID-19 infection during Alpha 1 , Alpha 2 , and Delta surges was associated with a measurably lower baseline respiratory system compliance.
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Acta Anaesthesiol Scand · Nov 2024
Multicenter StudyThe number of comorbidities as an important cofactor to ASA class in predicting postoperative outcome: An international multicentre cohort study.
Multimorbidity is a growing burden in our ageing society and is associated with perioperative morbidity and mortality. Despite several modifications to the ASA physical status classification, multimorbidity as such is still not considered. Thus, the aim of this study was to quantify the burden of comorbidities in perioperative patients and to assess, independent of ASA class, its potential influence on perioperative outcome. ⋯ These data quantify the high prevalence of multimorbidity in the surgical population and show that the number of comorbidities is predictive of negative postoperative outcomes, independent of ASA class.
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Traumatic hemothorax (HTX) is often managed with tube thoracostomy (TT); however, TT carries a high complication rate. In 2017, a guideline was implemented at our Level I trauma center to observe traumatic HTX 300 mL or less in patients who are hemodynamically stable. We hypothesized that this guideline would decrease TT placement without increasing observation failure rates. ⋯ The implementation of the 300-mL guideline led to a decrease in TT placement without increasing observation failure or complication rates.