Medical Data Mining for Early Deterioration Warning in General Hospital Wards. - Yi Mao; Yixin Chen 001; Gregory Hackmann; Minmin Chen; Chenyang Lu 001; Marin Kollef; Thomas C. Bailey (ICDM Workshops, 2011)

Early Deterioration Warning for Hospitalized Patients by Mining Clinical Data. - Yi Mao; Yixin Chen 001; Gregory Hackmann; Minmin Chen; Chenyang Lu 001; Marin Kollef; Thomas C. Bailey (Int. J. Knowl. Discov. Bioinform., 2011)

An integrated data mining approach to real-time clinical monitoring and deterioration warning. - Yi Mao; Wenlin Chen; Yixin Chen 001; Chenyang Lu 001; Marin Kollef; Thomas C. Bailey (KDD, 2012)

Experiences with an end-to-end wireless clinical monitoring system. - Rahav Dor; Gregory Hackmann; Zhicheng Yang; Chenyang Lu 001; Yixin Chen 001; Marin Kollef; Thomas C. Bailey (Wireless Health, 2012)

Augmenting a Clinical Deterioration Alert with a Manual Clinical Assessment of Illness Severity. - Kevin M. Heard; Marin Kollef; Yixin Chen; Scott T. Micek; Nelda K. Martin; Gina N. LaRossa; Nathan R. Martin; Thomas C. Bailey (AMIA, 2013)

Mortality Prediction in ICUs Using A Novel Time-Slicing Cox Regression Method. - Yuan Wang; Wenlin Chen; Kevin M. Heard; Marin Kollef; Thomas C. Bailey; Zhicheng Cui; Yujie He 003; Chenyang Lu 001; Yixin Chen 001 (AMIA, 2015)

Predicting Clinical Deterioration of Outpatients Using Multimodal Data Collected by Wearables. - Dingwen Li; Jay Vaidya; Michael Wang; Ben Bush; Chenyang Lu 001; Marin Kollef; Thomas C. Bailey (CoRR, 2018)

Using wearable technology to predict health outcomes: a literature review. - Jason P. Burnham; Chenyang Lu 001; Lauren H. Yaeger; Thomas C. Bailey; Marin Kollef (J. Am. Medical Informatics Assoc., 2018)

DeepAlerts: Deep Learning Based Multi-Horizon Alerts for Clinical Deterioration on Oncology Hospital Wards. - Dingwen Li; Patrick G. Lyons; Chenyang Lu 001; Marin Kollef (AAAI, 2020)

Feasibility Study of Monitoring Deterioration of Outpatients Using Multimodal Data Collected by Wearables. - Dingwen Li; Jay Vaidya; Michael Wang; Ben Bush; Chenyang Lu 001; Marin Kollef; Thomas C. Bailey (ACM Trans. Comput. Heal., 2020)

Integrating Static and Time-Series Data in Deep Recurrent Models for Oncology Early Warning Systems. - Dingwen Li; Patrick G. Lyons; Jeff Klaus; Brian F. Gage; Marin Kollef; Chenyang Lu 001 (CIKM, 2021)

Sepsis Prediction for the General Ward Setting. - Sean C. Yu; Aditi Gupta; Kevin D. Betthauser; Patrick G. Lyons; Albert M. Lai; Marin Kollef; Philip R. O. Payne; Andrew P. Michelson (Frontiers Digit. Health, 2022)

Respiratory support status from EHR data for adult population: classification, heuristics, and usage in predictive modeling. - Sean C. Yu; Mackenzie R. Hofford; Albert M. Lai; Marin Kollef; Philip R. O. Payne; Andrew P. Michelson (J. Am. Medical Informatics Assoc., 2022)