David Talby | CEO
John Snow Labs

BioTechX Europe Day 1 @ 12:05

LLM-Orchestrated Integration of Multimodal Clinical Data into a Unified OMOP Model

The integration of unstructured, multimodal healthcare data into standardized analytics-ready formats has traditionally required multiple disconnected projects: LLM pipelines, OCR/PDF tools, FHIR mappings, and clinical terminology APIs. This talk presents a new approach powered by Generative and Agentic AI that enables healthcare organizations to consolidate all raw, multimodal, longitudinal clinical data into a unified OMOP Common Data Model in a single automated pipeline. We describe the architecture behind John Snow Labs’ Patient Journeys platform, which combines document understanding, entity linking, code normalization, temporal reasoning, and longitudinal patient modeling – entirely within the customer’s private cloud environment. By integrating information from both structured sources and unstructured free-text notes, the resulting data model delivers far more accurate downstream calculations for medical risk scoring, clinical coding, care gap detection, and population health metrics – because all available clinical context is reconciled into one semantic layer. Attendees will learn how to build and deploy a unified LLM-based data engineering pipeline, evaluate its output, and operationalize it for real-world use cases.

David Talby, CEO, John Snow Labs

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David Talby / LLM-Orchestrated Integration of Multimodal Clinical Data into a Unified OMOP Model

David Talby, CEO,
John Snow Labs

  David Talby is the Chief Executive Officer at John Snow Labs, helping companies apply artificial intelligence to solve real-world problems in healthcare and life science. David is the creator of Spark NLP – the world’s most widely used natural language processing library in the enterprise. He...

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