Mechanisms
The two proven mechanisms — treatment-confounded severity construction and treatment overlap — explained in depth, with the intuition behind each.
Read →Proof
The formal theorems and propositions, with full derivations you can check line by line.
Read →Evidence
The empirical audit's numbers, experiment by experiment, including what's still open and why.
Read →Guided walkthrough
A six-step, plain-language guide — try the live SOFA calculator yourself.
Try it →Visualizer
One synthetic patient, three synchronized views — causal graph, state vector, and predictability gauge moving together in real time.
Try it →Showcase
The whole finding in three acts, from the core question to the six-variant chart Variant F is the point of.
Read →Status
What's confirmed, what's open, and the honest history of bugs found and fixed along the way.
Read →Reproducibility
Every extraction query, the full analysis notebook, and the complete pipeline — public.
Read →Arrived here first, but actually want the tool? Use the package →