Elderly · Strong theory

Pressure-Injury Repositioning Compliance (Too Still, Too Long)

Makes sure bed-bound residents are turned on schedule and are not dangerously still.

Strong theory Strong theory

The physics is solid; our own validation is scheduled.

A turn — by staff or by the resident — creates a short burst of movement over the bed that WiFi waves pick up clearly. Gentle breathing confirms the person is there even when perfectly still. If too much time passes with no turn at all, the system reminds the team.

In the physics: Spontaneous repositioning produces brief 1-10Hz Doppler bursts with in-bed spatial signature; staff-assisted turns show a two-person occupancy event (occupancy count r=0.9, proven) coinciding with high in-bed motion. Absence of any burst beyond the 2-hour turn protocol is directly measurable as a null in the bed-path Doppler channel while breathing-band energy confirms presence.
Preparing the recorded fieldLoading real LatentField pipeline output…

This is real pipeline output for Elderly, replayed. The exact reading depends on your room.

Bring this into the real roomAging-in-Place Guardian3 sensing nodes · ~$130 parts · about 60 min
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How the field becomes an answer

Presence + breathing-band gate confirms resident in bed Doppler burst detection and classification (self vs. assisted via simultaneous occupancy count) inter-movement interval statistics CUSUM on protocol adherence rate per shift/per wing.

How we prove it

Presence and occupancy counting already class-A; own-hardware study vs. pressure-mat ground truth over 30 nights in 5 beds; CSI-Bench in-bed motion segments for burst detector tuning.

Who it is for

For directors of nursing facing CMS F-686 pressure-ulcer citations: 'Auditable, automatic proof that every 2-hour turn actually happened — per bed, per shift, no extra hardware in the bed.'

Complete first-room estimateAging-in-Place Guardian3 nodes · ~$130 parts · 60 min Request kit, subscribe, or set up →
Compatible DIY hardware options
Practitioner Discrete$60–90

15 min · beginner

Prosumer Pro (paired node)$110–150

60 min · intermediate

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