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Prediction of Blood Lactate Values in Critically Ill Patients: A Retrospective Multi-center Cohort Study


Jul 07, 2021
Behrooz Mamandipoor, Wesley Yeung, Louis Agha-Mir-Salim, David J. Stone, Venet Osmani, Leo Anthony Celi

* J Clin Monit Comput. 2021 PMID: 34224051 
* 15 pages, 6 Appendices 

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Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation


Mar 21, 2021
André M. Carrington, Douglas G. Manuel, Paul W. Fieguth, Tim Ramsay, Venet Osmani, Bernhard Wernly, Carol Bennett, Steven Hawken, Matthew McInnes, Olivia Magwood, Yusuf Sheikh, Andreas Holzinger

* 14 pages, 6 Figures, submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), currently under review 

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Blood lactate concentration prediction in critical care patients: handling missing values


Oct 03, 2019
Behrooz Mamandipoor, Mahshid Majd, Monica Moz, Venet Osmani


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Benchmarking machine learning models on eICU critical care dataset


Oct 02, 2019
Seyedmostafa Sheikhalishahi, Vevake Balaraman, Venet Osmani


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Natural Language Processing of Clinical Notes on Chronic Diseases: Systematic Review


Aug 15, 2019
Seyedmostafa Sheikhalishahi, Riccardo Miotto, Joel T Dudley, Alberto Lavelli, Fabio Rinaldi, Venet Osmani

* JMIR Medical Informatics 2019;7(2):e12239, PMID:31066697 
* Supplementary material detailing articles reviewed, classification of diseases and associated algorithms, can be found at: http://venetosmani.com/research/publications.html 

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