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This paper is in the following e-collection/theme issue:

Viewpoints (45) Clinical Information and Decision Making (2158) Digital Health, Telehealth and e-Innovation in Clinical Settings (607) Adoption and Change Management of eHealth Systems (991) Decision Support for Health Professionals (1707) Pathology and Laboratory Medicine (40)

Published on in Vol 14 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/46007, first published .
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An Automated Clinical Laboratory Decision Support System for Test Utilization, Medical Necessity Verification, and Payment Processing

An Automated Clinical Laboratory Decision Support System for Test Utilization, Medical Necessity Verification, and Payment Processing

Authors of this article:

Safedin Beqaj1 Author Orcid Image ;   Rojeet Shrestha2 Author Orcid Image ;   Tim Hamill3 Author Orcid Image
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Safedin Beqaj   1 , PhD ;   Rojeet Shrestha   2 , PhD ;   Tim Hamill   3 , MD

1 Medical Database, Inc, Irvine, CA, United States

2 Patient Choice Laboratories, Indianapolis, IN, United States

3 Department of Laboratory Medicine, University of California, San Francisco, CA, United States

Corresponding Author: