World Neurosurg
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Traumatic brain injury (TBI) is a severe neurosurgical emergency and a significant public health concern. Fishing-speargun TBIs are included in nonmissile injuries and have been implicated in only few cases of TBI in the past 68 years, mainly of accidental etiology. ⋯ In summary, the diverse presentation, management, outcomes, and identified influencing factors highlight the complexity of managing speargun-related injuries, and the need for personalized approaches and further research to enhance care protocols.
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Burnout syndrome impacts 1 of 2 neurosurgeons and negatively impacts both the individual and institution. The impact of burnout on neurosurgeons may have increased due to the SARS-CoV-2 pandemic. Characteristics of burnout may differ among neurosurgeons and non-neurosurgeon physicians, and this may better target wellness initiatives designed to alleviate burnout. ⋯ We show that although the rate of burnout does not differ for neurosurgeons, the characteristics of burnout may. This may represent the key to providing specialty-specific targeted interventions to alleviate burnout. Furthermore, there is a significant proportion of neurosurgeons at risk for subsequent burnout for which additional importance must be placed to prevent progression to burnout.
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Decentralized federated learning (DFL) may serve as a useful framework for machine learning (ML) tasks in multicentered studies, maximizing the use of clinical data without data sharing. We aim to propose the first workflow of DFL for ML tasks in multicentered studies, which can be as powerful as those using centralized data. ⋯ We demonstrate that the DFL workflow without data sharing should be a more appropriate method in ML tasks in multicentered studies. And the DFL workflow should be further exploited in clinical researches in other departments and it can encourage and facilitate multicentered studies.
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Pseudarthrosis is a common complication of transforaminal lumbar interbody fusion (TLIF) that can affect the long-term prognosis and increase revision surgery risk. Therefore, it is crucial to investigate the risk factors associated with pseudarthrosis and develop a predictive model. ⋯ History of smoking, osteoporosis, and change of mean disc height are all independent risk factors of pseudarthrosis following TLIF surgery; a nomogram based on these may help predict the probability of pseudarthrosis.