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Background: With a significant increase in utilisation of computed tomography (CT), inappropriate imaging is a significant concern. Manual justification audits of radiology referrals are time-consuming and require financial resources. We aimed to retrospectively audit justification of brain CT referrals by applying natural language processing and traditional machine learning (ML) techniques to predict their justification based on the audit outcomes.
View Article and Find Full Text PDFUnlabelled: This Campbell systematic review examines the impact of reducing the maximum duration of unemployment benefits on job-finding rates. Seven studies were included in the review, all of which are from European countries. Included studies had to examine the effect of a reduction in the maximum duration of entitlement of any kind of unemployment benefits on employment using a well-defined control group.
View Article and Find Full Text PDFTransplant center regulations--a mixed blessing? An ASTS Council viewpoint.
Am J Transplant
December 2008
Northwestern University, Chicago, IL, USA.
The Centers for Medicare and Medicaid Services (CMS) has developed a set of regulations that spell out the Conditions of Participation (CoPs) for provider hospitals that wish to be certified (and thus eligible for reimbursement) by Medicare for transplant services. The American Society of Transplant Surgeons (ASTS) Council has played a major role in providing CMS with advice and guidance in the development and ongoing implementation of these conditions through a process of fruitful dialogue. In this report, we highlight the events that led to the development of the regulations and describe the process to date in implementing the CoPs.
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