Open Globe Injury Patient Identification in Warfare Clinical Notes. - Emilia Apostolova; Helen A. White; Patty Morris; David Eliason; Tom Velez (AMIA, 2017)

Toward Automated Early Sepsis Alerting: Identifying Infection Patients from Nursing Notes. - Emilia Apostolova; Tom Velez (BioNLP, 2017)

Semantically Enhanced Dynamic Bayesian Network for Detecting Sepsis Mortality Risk in ICU Patients with Infection. - Tony Wang; Tom Velez; Emilia Apostolova; Tim Tschampel; Thuy L. Ngo; Joy Hardison (CoRR, 2018)

Towards Reliable ARDS Clinical Decision Support: ARDS Patient Analytics with Free-text and Structured EMR Data. - Emilia Apostolova; Amit Uppal; Jessica Galarraga; Ioannis Koutroulis; Tim Tschampel; Tony Wang; Tom Velez (AMIA, 2019)

Combining Structured and Free-text Electronic Medical Record Data for Real-time Clinical Decision Support. - Emilia Apostolova; Tony Wang; Tim Tschampel; Ioannis Koutroulis; Tom Velez (BioNLP@ACL, 2019)

Using Latent Class Analysis to Identify ARDS Sub-phenotypes for Enhanced Machine Learning Predictive Performance. - Tony Wang; Tim Tschampel; Emilia Apostolova; Tom Velez (CoRR, 2019)

Identification of Pediatric Sepsis Subphenotypes for Enhanced Machine Learning Predictive Performance: A Latent Profile Analysis. - Tom Velez; Tony Wang; Ioannis Koutroulis; James Chamberlain; Amit Uppal; Seife Yohannes; Tim Tschampel; Emilia Apostolova (CoRR, 2019)

Predicting hospital admissions, ICU utilization, and prolonged length of stay among febrile pediatric emergency department patients using incomplete and imbalanced electronic health record (EHR) data strategies. - Tom Velez; Zara Ibrahim; Kanayo Duru; Dante Velez; Maria Triantafyllou; Kenneth McKinley; Pasha Saif; Panagiotis Kratimenos; Andy Clark; Ioannis Koutroulis (Int. J. Medical Informatics, 2025)