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Lara CA Pladet on Muck Rack

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Using machine learning to predict blood culture outcomes in the emergency department: a single-centre, retrospective, observational study

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By Michiel Schinkel, Anneroos W Boerman, Lotta Meijerink, Lara CA Pladet
Discussion We present two models that aim to predict the outcome of a BC that is drawn during an ED visit. Both a gradient boosted tree model and a logistic regression model show comparably good performance in predicting BC results with AUROCs of 0.77 (95% CI 0.73 to 0.82) and 0.78 (95% CI 0.73 to 0.82) in the test sets, respectively.
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