公开(公告)号：US20240020547A1

公开(公告)日：2024-01-18

申请号：US17864879

申请日：2022-07-14

Applicant: IQVIA Inc.

Inventor： Lars Jonas Mikael Renstroem ,  Michael Charles Kalavsky ,  Sumanta Sharma

IPC: G06N5/02 ,  G06Q30/02

CPC classification number: G06N5/022 ,  G06Q30/0201 ,  G06Q30/0204

Abstract: A method comprises training an artificial intelligence (AI)/machine-learning (ML) system to identify one or more issues at sites, studies, or customer portfolios. The method also includes applying the trained AI/ML system to identify one or more issues at the sites, studies, or customer portfolios. The method also includes identifying one or more risks from the one or more identified issues at the sites, studies, or customer portfolios by one or more clinical leads. The one or more clinical leads identify a cause for the one or more identified risks among statistical composite risks, investigator risks, monitoring risks, and/or recruitment risks. The method also includes identifying mitigation actions for the one or more identified risks by using insights from past performance. The method also includes applying the mitigation actions onto the one or more identified risks.