Mobile Application Agentic Pipeline (2025)
CrewAI agents containerized, user data login and data secured via Firebase for Agentic mobile app utilization.
Randolph Schilke, MPH
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Portfolio
Clinical Note LLM (2024)
The solution ingests relevant laboratory data (particularly glucose values) from Parquet files, orchestrates data preparation, runs inference on a GPU-enabled cluster, and verifies results.
Decompensation MLOps (2023)
30-Day Readmission MLOps Azure Databricks
30-Day Decompensation – Model v1 (2023)
Utilizing a variety of data sources such as Corporate Data Warehouse (CDW) and Social Determinants of Health data predict which discharged veterans are most likely be readmitted to an inpatient setting.
BeachBop Mobile Application Launch (2023)
Computer Vision object detection and classification edge deployment, realtime database, notifications, LLM, GCP
Medication Adherence — Hypertension (2022)
This model predicts the probability that a member is compliant for the Hypertension Medication Adherence HEDIS measure.
Florida Blue Innovation Challenge Winner (2021)
Diagnosis Progression Patterns using Claims Data
Care Management Engageability Model (2020)
Model to identify closed member episodes who were more likely to engage with the Care Management Team Nurses
Text Mining Syndromic Data for Opioid Overdose (2018)
Enhanced opioid overdose surveillance using EMS unstructured data
Gastroenterology Publication (2017)
Effects of Allocating Livers for Transplantation Based on Model for End-Stage Liver Disease–Sodium Scores on Patient Outcomes
Hepatology Publication (2017)
Effect of Mandatory 6-Month Waiting Period on Waitlist and Transplant Outcomes in Patients With Hepatocellular Carcinoma
Surveillance of Zika Virus (2016)
Estimate Zika transmission potential in New York