Abstract: One or more implementations include methods, systems, and/or devices to help protect consumers from fraudulent activity using compromised PII. For example, systems and methods can be implemented that enable the detection and prevention of consumer-focused identity theft, generates a risk score and is powered by a predictive model using machine learning techniques and tools and presents information and recommended action a user can take in reports.

Abstract: A method to detect liver fibrosis or for the differential diagnosis of non-alchohlic fatty liver disease (NAFLD) in a subject is provided. The method comprises analyzing a biological sample from a subject to determine an intestinal microbiome signature for the subject, and inspecting the intestinal microbiome signature relative to a reference intestinal microbiome signature to detect presence or absence of liver fibrosis.