Anesthesia and analgesia
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Anesthesia and analgesia · Jan 2021
Observational StudyMachine Learning Applied to Registry Data: Development of a Patient-Specific Prediction Model for Blood Transfusion Requirements During Craniofacial Surgery Using the Pediatric Craniofacial Perioperative Registry Dataset.
Craniosynostosis is the premature fusion of ≥1 cranial sutures and often requires surgical intervention. Surgery may involve extensive osteotomies, which can lead to substantial blood loss. Currently, there are no consensus recommendations for guiding blood conservation or transfusion in this patient population. The aim of this study is to develop a machine-learning model to predict blood product transfusion requirements for individual pediatric patients undergoing craniofacial surgery. ⋯ Anesthesiologists and surgeons can use this continually evolving predictive model to improve clinical care of patients presenting for craniosynostosis surgery.
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Anesthesia and analgesia · Jan 2021
Observational StudyFinancial and Clinical Ramifications of Introducing a Novel Pediatric Enhanced Recovery After Surgery Pathway for Pediatric Complex Hip Reconstructive Surgery.
Enhanced recovery after surgery pathways confer significant perioperative benefits to patients and are currently well described for adult patients undergoing a variety of surgical procedures. Robust data to support enhanced recovery pathway use in children are relatively lacking in the medical literature, though clinical benefits are reported in targeted pediatric surgical populations. Surgery for complex hip pathology in the adolescent patient is painful, often requiring prolonged courses of opioid analgesia. Postoperative opioid-related side effects may lead to prolonged recovery periods and suboptimal postoperative physical function. Excessive opioid use in the perioperative period is also a major risk factor for the development of opioid misuse in adolescents. Perioperative opioid reduction strategies in this vulnerable population will help to mitigate this risk. ⋯ The impacts of our pediatric enhanced recovery pathway for adolescents undergoing complex hip reconstruction are consistent with the ongoing improvement in perioperative metrics at our institution but are difficult to distinguish from the impacts of other initiatives and evolving practice patterns in a pragmatic setting. The ERAS pathway helped codify and organize this new pattern of care, promoting multidisciplinary evidence-based care patterns and sustaining positive preexisting trends in financial and clinical metrics.
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Anesthesia and analgesia · Jan 2021
Barrier Devices, Intubation, and Aerosol Mitigation Strategies: Personal Protective Equipment in the Time of Coronavirus Disease 2019.
Numerous barrier devices have recently been developed and rapidly deployed worldwide in an effort to protect health care workers (HCWs) from exposure to coronavirus disease 2019 (COVID-19) during high-risk procedures. However, only a few studies have examined their impact on the dispersion of droplets and aerosols, which are both thought to be significant contributors to the spread of COVID-19. ⋯ Our observations imply that intubation boxes and sheets may reduce HCW exposure to droplets, but they both may merely redirect aerosolized particles, potentially resulting in increased exposure to aerosols in certain circumstances. Aerosols may remain within the barrier device after a cough, and manipulation of the box may release them. Patients should be positioned to facilitate intubation, but slight reverse Trendelenburg may direct infectious aerosols away from the HCW. Novel barrier devices should be used with caution, and further validation studies are necessary.