Definition
The Clinical Interaction Model describes how V2F Engine operates within clinical and administrative workflows.
V2F operates passively as work is created, without blocking actions, interrupting workflow, or requiring active user engagement.
Operation
Real-time evaluation occurs as documentation, coding, and administrative actions take place.
V2F evaluates work against payer rules deterministically and consistently. When a potential issue is detected, V2F provides a suggestion or correction.
Output
V2F produces discrete signals that identify potential compliance or administrative risks.
These signals carry no interpretation layer. They are not statistical judgments. They do not vary by user.
Control
Clinical and administrative staff remain in complete control.
V2F does not enforce compliance, does not block actions, and does not override clinical judgment. Decisions remain with the user.
Scope
V2F operates at the point where clinical and administrative work is created.
This is where errors originate and where intervention is most effective. By identifying issues early, V2F prevents downstream consequences without disrupting autonomy.