Aging in Place — Resident A
Reconstructing within learned normal distribution · Hallway · baseline learned over 26 days
Routine Baseline vs Todaymotion events per hour
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7-day median Today
Deviations from routine are the alert — not a single-event classifier. Morning kitchen activity is running 68% below the learned median.
Routine Summary
Typical Wake
07:02
+71 min today
Room Transitions
38 / day
12 so far
Longest Still
46 min
baseline 38 min
Night Activity
2.1 / night
stable
Online Adaptation
Self-supervised incremental learning updates the normal-activity model as routines evolve — no fall labels are ever collected. Last re-baseline: today 06:40 after a furniture change in the living room.