Predictive Modeling

Improving Hospital Mortality Prediction with Medical Named Entities and Multimodal Learning
Clinical text provides essential information to estimate the acuity of a patient during hospital stays in addition to structured …
Mengqi Jin, Mohammad Taha Bahadori, Aaron Colak, Parminder Bhatia, Busra Celikkaya, Ram Bhakta, Selvan Senthivel, Mohammed Khalilia, Daniel Navarro, Borui Zhang, Tiberiu Doman, Arun Ravi, Matthieu Liger, Taha Kass-hout
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The Digital Slide Archive: A Software Platform for Management, Integration, and Analysis of Histology for Cancer Research
Tissue-based cancer studies can generate large amounts of histology data in the form of glass slides. These slides contain important …
David A Gutman, Mohammed Khalilia, Sanghoon Lee, Michael Nalisnik, Zach Mullen, Jonathan Beezley, Deepak R Chittajallu, David Manthey, Lee A D Cooper
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Clinical predictive modeling development and deployment through FHIR web services
Clinical predictive modeling involves two challenging tasks, model development and model deployment. In this paper we demonstrate a …
Mohammed Khalilia, Myung Choi, Amelia Henderson, Sneha Iyengar, Mark Braunstein, Jimeng Sun
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Cloud-based Predictive Modeling System and its Application to Asthma Readmission Prediction
The predictive modeling process is time consuming and requires clinical researchers to handle complex electronic health record (EHR) …
Robert Chen, Hang Su, Mohammed Khalilia, Sizhe Lin, Yue Peng, Tod Davis, Daniel A Hirsh, Elizabeth Searles, Javier Tejedor-Sojo, Michael Thompson, Jimeng Sun
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Improving disease prediction using ICD-9 ontological features
Disease prediction has become important in a variety of applications such as health insurance, tailored health communication and public …
Mihail Popescu, Mohammed Khalilia
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