Journal of the American College of Surgeons
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Assigning trauma team activation (TTA) levels for trauma patients is a classification task that machine learning models can help optimize. However, performance is dependent on the "ground-truth" labels used for training. Our purpose was to investigate 2 ground truths, the Cribari matrix and the Need for Trauma Intervention (NFTI), for labeling training data. ⋯ To prioritize patient safety, Cribari+NFTI appears best for training a machine learning algorithm to predict the TTA level.
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Laparoscopic subtotal cholecystectomy (SC) is used for the difficult cholecystectomy, but published experience with resource use for SC is limited. We hypothesized that the need for advanced resources are common after SC. ⋯ We present one of the largest single-center series of SC. Patients who underwent SC are more likely to be male, older, have higher American Society of Anesthesiology class, and have increased LOS. SC should be performed when access to ERC and interventional radiology is available. In the absence of these adjuncts, reconstituting SC decreases the need for early ERC, but long-term outcomes are unknown.
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Although obstructive sleep apnea (OSA) is common among patients with obesity and linked to cardiovascular disease, there is a lack of studies evaluating the effects of reaching remission from OSA after metabolic and bariatric surgery. ⋯ The remission rate of OSA was high after metabolic and bariatric surgery. This was in turn associated with reduced risk for death and MACE compared with patients who did not achieve remission reaching a similar risk seen among patients without OSA at baseline. A diligent follow-up of patients who do not reach remission remains important.
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The COVID-19 pandemic has severely affected healthcare systems globally, resulting in significant delays and challenges in various medical treatments, particularly in cancer care. This study aims to investigate the repercussions of the pandemic on surgical interventions for colorectal cancer (CRC) in the US, using data from the National Cancer Database. ⋯ The impact of the COVID-19 pandemic on CRC surgery transcends a mere decline in case numbers, resulting in a higher prevalence of patients with advanced disease. This study underscores the exacerbated disparities in cancer care, particularly affecting vulnerable populations. The COVID-19 pandemic has left a significant and enduring imprint on CRC surgery, intensifying the challenges faced by patients and healthcare systems. Comprehensive studies are imperative to comprehend the long-term consequences of delayed screenings, diagnoses, and treatments as healthcare planning for the future must consider the unintended repercussions of pandemic-related disruptions.