Tuesday, February 17, 2026

How AI Researched MOLDX

 Chat GPT researched MOLDX.

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Thinking
Thinking longer for a better answer

Thinking longer for a better answer

Browsing and analyzing MolDx program updates
Opening and screenshotting PDF for manual analysis
Exploring history, trends, and critiques of MolDx program

I need more background on the history and perception of the MolDx program, including its 2011 origin and expansion. I'll mention its use by Medicare Advantage and commercial insurers, and details from sources like UHC PDFs and CMS MCD. I'll also look up criticisms from organizations like GAO and OIG.

Searching critiques and details on MolDX program expansion
Looking for citations on perceptions from AMP resources

I need to gather citations on perceptions, possibly from the AMP letter or other relevant sources. I'll open the AMP PDF and use screenshots to reference lines directly. Let's

Identifying authoritative sources for MolDx

I’ll explore alternative sources like a peer-reviewed article on economics, but I want more authoritative references. Maybe CMS, OIG, or GAO could provide solid insights on MolDx. I’ll search for more authoritative sources to back the information with credible, policy-related perspectives.

Searching for authoritative reports on MolDX Z-codes
Using accessible sources and screenshots for citations

I can't use that source due to a 403 error. I'll rely on accessible documents like AJMC 2014, PMC, and UHC docs for now. When citing PDFs, we need screenshots to ensure accuracy. I'll capture key sections from the MolDX manual and UHC PDF, focusing on important pages.

Taking a screenshot for UHC PDF reference

I need to take a screenshot of the UHC PDF. I’ll open the reference from the website to get the correct page for this. Once I have it, I’ll capture the necessary parts for citation.

Opening reference to search for UHC PDF
Thought for 57s

Done

Sources·75

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