Articles: emergency-department.
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Patients undergoing diagnostic imaging studies in the emergency department (ED) commonly have incidental findings, which may represent unrecognized serious medical conditions, including cancer. Recognition of incidental findings frequently relies on manual review of textual radiology reports and can be overlooked in a busy clinical environment. Our study aimed to develop and validate a supervised machine learning model using natural language processing to automate the recognition of incidental findings in radiology reports of patients discharged from the ED. ⋯ Machine learning and natural language processing can classify incidental findings in CT reports of ED patients with high sensitivity and high negative predictive value across a broad range of ED settings. These findings suggest the utility of natural language processing in automating the review of free-text reports to identify incidental findings and may facilitate interventions to improve timely follow-up.
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Pediatric emergency care · Mar 2023
ReviewEpidemiology of Injuries to Early Adolescents from Family Violence Evaluated in an Urban Pediatric Emergency Department.
Exposure to family violence during childhood and adolescence increases the risk for experiencing or perpetrating future violence. Social distancing protocols combined with reduction in access to youth/family services during the COVID-19 pandemic may have intensified the risk of exposure to familial violence. ⋯ More than half of violence-related injuries treated in the ED in this population resulted from family violence. Family violence is a prevalent and possibly underrecognized cause of injuries during adolescence. Further research should explore the potential of the ED as a setting for preventive interventions.
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Multicenter Study
Agreement and prognostic accuracy of three ED vulnerability screeners: findings from a prospective multi-site cohort study.
To evaluate the agreement between three emergency department (ED) vulnerability screeners, including the InterRAI ED Screener, ER2, and PRISMA-7. Our secondary objective was to evaluate the discriminative accuracy of screeners in predicting discharge home and extended ED lengths-of-stay (> 24 h). ⋯ ED vulnerability scores from the three instruments had a fair agreement and were associated with important patient outcomes. The interRAI ED Screener best identifies older ED patients at greatest risk, while the PRISMA-7 and ER2 are more sensitive instruments.
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Suboptimal transitions from the emergency department (ED) to ambulatory settings contribute to poor clinical outcomes and unnecessary nonurgent ED utilization. Care transition clinics (CTCs) are a potential solution by providing ED follow-up and facilitating the bridge to longer-term primary care. ⋯ Between March 2021 and March 2022, 373 patients were referred to the CTC totaling 405 appointments. Half (53%) of appointments were completed with a median follow-up time of 4 days (IQR = [2, 7]). The most common care types provided were wound care (44%) and clinical problem management (33%), with wound care appointments more likely to be completed compared with clinical appointments (OR = 1.7, CI = [1.1, 2.8], p = .03). Patients who completed their CTC appointment were 50% less likely to return to the ED in 30 days compared with those who did not complete their appointment (OR = 0.51, CI = [0.27, 0.98], p < .05). No effect was seen for CTC appointment completion on hospital readmission. Transition clinics are a viable method to provide timely access to follow-up for patients discharged from the ED and may help reduce excess ED use for ambulatory care needs.
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It is unclear whether highly fragmented ambulatory care (i.e., care spread across multiple providers without a dominant provider) increases the risk of an emergency department (ED) visit. Whether any such association varies with race is unknown. ⋯ Highly fragmented ambulatory care was an independent predictor of ED visits, especially among Black individuals.