Undergraduate Research Associate
Current• Optimized data retrieval from MIMIC-III Clinical and Waveform databases, querying 398M entries using PostgreSQL, increasing efficiency by 26%.• Identified 17014 patients diagnosed with Traumatic Brain Injury (TBI); extracted ECG data, comorbidities, active medications, and treatment histories with stored procedures, window functions, and CTEs.• Utilized Python and BioSPPy to correct ectopic heartbeats and interpolate low-frequency ECG signals, improving clustering performance by 21%.• Employed Bash scripting to extract 15 heart-rate variability features, including time-domain, frequency-domain, and nonlinear measurements.• Discovered 7 new TBI subphenotypes through hierarchical clustering.