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I will provide physician led medical ai validation and data auditing
Egypt
Physician, Healthcare Data Expert, Medical AI, Clinical Audit and RCM
About this Gig
Medicine is complex. Your AI and Data should not be.
I am Dr. Mohamed, a Surgeon and Healthcare Data Intelligence Expert. Standard AI models treat medical data as a math puzzle, causing clinical errors, hallucinations, and revenue leakage. I bridge the gap between medical logic and data engineering.
I provide Physician-in-the-Loop (PITL) validation and advanced auditing to ensure your systems are clinically safe and financially optimized.
What I Offer:
- Medical AI Red-Teaming: Stress-testing healthcare LLMs against clinical logic to detect logic drift.
- Clinical Data Auditing: Using Python and SQL to clean, analyze, and map complex medical datasets.
- RCM and Medical Coding: ICD-10 and AR-DRG audits to prevent claim denials and optimize the billing cycle.
My Methodology: I do not just check for errors, I audit the Latent Path. I apply formal diagnostic frameworks with recent guidelines such as (USPSTF, ABCDE, GOLD, ...) to ensure a Zero-Hallucination output that is clinically defensible.
Who is this for? Health-Tech Startups, Insurances, and Providers needing Enterprise data governance.
Please message me before ordering to discuss your project.
My Portfolio
FAQ
Do you handle sensitive patient data (PHI/HIPAA)?
I require all datasets to be fully anonymized and stripped of Protected Health Information (PHI) before sharing. I strictly adhere to global data privacy standards and only analyze de-identified clinical data, logic structures, or AI outputs.
What do you mean by "Medical AI Red-Teaming" and "Zero-Hallucination"?
Standard AI models often "hallucinate" by making illogical clinical connections. As a Physician-in-the-Loop (PITL), I aggressively stress-test your AI against formal diagnostic frameworks (like USPSTF and ABCDE) to ensure its reasoning is 100% clinically safe and medically defensible.
Will you build my healthcare app or AI model from scratch?
My focus is purely on Clinical Data Auditing, AI Validation, and Medical Logic Integration using Python and SQL. I do not build apps or train base models from scratch. I audit your existing systems to ensure they are clinically accurate and optimized for RCM.
What does the final delivery look like?
Depending on the package, you will receive a comprehensive Clinical Governance Report, annotated datasets highlighting "Logic Drifts", documented Python/SQL scripts used for the audit, and actionable RCM strategies to prevent revenue leakage.

