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The Pennsylvania Convention Center

Jun 14, 2026 7:00 AM - Jun 18, 2026 3:00 PM

1101 Arch Street, Philadelphia, PA 19107, USA

DIA 2026 Global Annual Meeting

Enhancing Clinical Trial Oversight: Using Statistical Outlier Detection with Generative AI for Protocol Deviation Analysis

Session Chair(s)

Ioannis  Spyroglou, PHD

Ioannis Spyroglou, PHD

Associate Director, Data Science

MSD, United States

In this session, we demonstrate an integrated approach that uses bootstrap-based statistical outlier detection and generative AI to identify and characterize clinical investigator sites that underreport or overreport protocol deviations.

Learning Objective : Describe the core principles of Gen AI and explain their relevance to clinical operations; Identify practical considerations for implementing AI for clinical trial oversight; Illustrate how combing a statistical bootstrap-based method with Gen AI can identify clinical investigator sites that significantly underreport or overreport clinical protocol deviations.

Speaker(s)

Roshan  D'Souza

Roshan D'Souza

Roche, United Kingdom

Head of Quality Excellence Digital, PDQ

Frederik  Collin, MS

Bootstrapping and Simaerep: Statistical Outlier Detection in Protocol Deviation Reporting

Frederik Collin, MS

Boehringer Ingelheim, Germany

Senior Data Scientist

Karin  Jonczak

Operational Impact, Scaling, and Limitations: From Algorithm to Practice

Karin Jonczak

Bristol Myers Squibb, United States

Clinical Capabilities Lead, Director

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