Search Results for author: Romane Gauriau

Found 5 papers, 0 papers with code

Semantic Decomposition Improves Learning of Large Language Models on EHR Data

no code implementations14 Nov 2022 David A. Bloore, Romane Gauriau, Anna L. Decker, Jacob Oppenheim

Electronic health records (EHR) are widely believed to hold a profusion of actionable insights, encrypted in an irregular, semi-structured format, amidst a loud noise background.

Graph Attention Medical Diagnosis

Phenotype Detection in Real World Data via Online MixEHR Algorithm

no code implementations14 Nov 2022 Ying Xu, Romane Gauriau, Anna Decker, Jacob Oppenheim

Understanding patterns of diagnoses, medications, procedures, and laboratory tests from electronic health records (EHRs) and health insurer claims is important for understanding disease risk and for efficient clinical development, which often require rules-based curation in collaboration with clinicians.

Clinical Knowledge

Semi-Supervised Natural Language Approach for Fine-Grained Classification of Medical Reports

no code implementations29 Oct 2019 Neil Deshmukh, Selin Gumustop, Romane Gauriau, Varun Buch, Bradley Wright, Christopher Bridge, Ram Naidu, Katherine Andriole, Bernardo Bizzo

Although machine learning has become a powerful tool to augment doctors in clinical analysis, the immense amount of labeled data that is necessary to train supervised learning approaches burdens each development task as time and resource intensive.

General Classification Language Modelling

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