Articles: cations.
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The American College of Surgeons (ACS) NSQIP risk calculator helps guide operative decision making. In patients with significant surgical risk, it may be unclear whether to proceed with "Hail Mary"-type interventions. To refine predictions, a local interpretable model-agnostic explanations machine (LIME) learning algorithm was explored to determine weighted patient-specific factors' contribution to mortality. ⋯ Through the application of machine learning algorithms (GBM and LIME), our model individualized predicted mortality and contributing factors with substantial ACS-NSQIP predicted mortality. USE of machine learning techniques may better inform operative decisions and family conversations in cases of significant surgical risk.
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The development of major low anterior resection syndrome (LARS) after low anterior resection is severely detrimental to quality of life, yet awareness of it by clinicians and patients and the frequency of treatment of LARS is unclear. ⋯ Major LARS is common yet seemingly underrecognized by clinicians because less than half of patients are on first-line therapy and practically none are on second- and third-line therapies. Long-term follow-up of patients after low anterior resection, improved preoperative and postoperative education, and continued symptom assessment is necessary to improve treatment of major LARS.
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The United States is projected to face increasing physician-workforce shortages. However, the shortage in the neurosurgical workforce has not yet been characterized. In the present study, we outlined the current state of the neurosurgical workforce by quantifying the divide between the number of practicing neurosurgeons and the U.S. ⋯ Although the national NPCR has slowly increased during the past 5 years, a more recent decrease occurred within the last 3 years. Additionally, with almost 57% of surgeons having been practicing for >20 years, concern exists regarding whether current practices can sustain increasing patient needs. The results from the present study indicate that further investigation is warranted regarding the factors contributing to this shortage and the steps that can be taken to increase the production of well-trained neurosurgeons.
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Curr Opin Crit Care · Apr 2022
ReviewPerioperative screening and management in elective complex hepatobiliary surgery.
Preoperative optimization and structured evidence-based perioperative care of a patient undergoing complex hepatobiliary (HPB) surgery are essential components in their management. Apart from advances in surgical technique, these perioperative measures have resulted in substantial reductions in morbidity and mortality. There hence, remains a continued need to have evidence-based updation in their management algorithm to ensure optimal outcomes. ⋯ Perioperative care of these fragile patients is an evidence-based dynamic process. Optimal patient management undergoing HPB surgery requires risk assessment and stratification, and meticulous attention to the correction of underlying conditions. Despite this, postoperative morbidity remains relatively high and requires a cohesive multidisciplinary approach to minimize complications.