JAMA network open
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While machine learning approaches may enhance prediction ability, little is known about their utility in emergency department (ED) triage. ⋯ Machine learning-based triage had better discrimination ability to predict clinical outcomes and disposition, with reduction in undertriaging critically ill children and overtriaging children who are less ill.
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Veterinarians are a subset of opioid prescribers. ⋯ Results of this study suggest that the large, increasing volume of opioids prescribed at 1 veterinary teaching hospital highlights concerns parallel to those about excessive opioid prescribing in humans. The extent to which these data may represent similar volumes of prescriptions from the general veterinary practices and hospitals across the United States is suggested by the accompanying Pennsylvania state data. These findings highlight an opportunity to assess the risk of veterinarian opioid prescriptions to safeguard public health.
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Incomplete information about existing research is an underlying cause of research waste. National and international initiatives and requirements have been launched to address this issue. ⋯ In this study, overall the proportion of US funders with policies and practices to support trial transparency in this sample was similar or compared favorably with the larger international sample of noncommercial funders recently reported.
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Previous research suggests the important role of timely primary care follow-up in reducing hospital readmissions, although effectiveness varies by program design and patients' readmission risk level. ⋯ Facilitated receipt of primary care follow-up within 7 days of hospital discharge was associated with fewer Medicaid readmissions. The findings illuminate the importance of reducing barriers that patients and providers face during care transitions.
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Nonpharmacologic methods of reducing the risk of new chronic opioid use among patients with musculoskeletal pain are important given the burden of the opioid epidemic in the United States. ⋯ Early physical therapy appears to be associated with subsequent reductions in longer-term opioid use and lower-intensity opioid use for all of the musculoskeletal pain regions examined.