Julia Geller
Clinical NLP • Multimodal AI • Causal Inference
- Role
- Data Analyst at Massachusetts General Hospital
- Location
- Boston, MA, US
- LinkedIn followers
- 500 followers
About Julia Geller
A lifelong math enthusiast, I am passionate about leveraging AI/ML to improve quality of…
Experience
Data Analyst
Massachusetts General Hospital
Jul 2024 — Present · Somerville, MA, US
Automated biomedical data entry by developing a multimodal AI system to extract structured data from medical lab reports by integrating object detection with MLLMs; achieved AP75 of 91.3% fine-tuning Fast R-CNN object detection model• Collaborating with Harvard Medical School biostatisticians to develop a manuscript applying causal inference methods, specifically propensity score matching, to estimate the causal effects of a novel ALS treatment on survival• Built a RAG pipeline to extract and enrich metadata from clinical trials protocols, improving data completeness for downstream analyses and operational decision-making
Education
Newton South High School
High School Diploma
Northeastern University
Bachelor of Science - BS, Data Science, Minor in International Affairs
2019
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