Objective function — every session, from admission to discharge — for orthopedic, stroke, and neurological recovery. Clear evidence of progress to support timely discharge.
A Different Kind of Record
From impression to evidence.
Without SeniorLife.AI
With SeniorLife.AI
Discharge
Observation + one TUG time
Timestamped trajectory · estimated Motor-FIM
Documentation
Clinician narrative · subjective
Scored. Timestamped. Objectively documented.
Evidence
Subjective, hard to substantiate
Objective, timestamped functional record
Therapy
Intuition + general protocol
Target the deficit. Every session.
Mobility signals
Manual reassessment on a schedule
Every session · trends before incidents
Handoff
Narrative summary
Estimated Motor-FIM profile
How It Works
The right patient in. The right outcome out.
Whether it's a hip replacement or a stroke — the platform tracks what matters from Day 1.
01
Before Admission
Know each patient's starting point.
The Mayo Clinic–trained model shows mobility signals and a functional baseline before the patient arrives — so the team can plan the right level of therapy and set a realistic path to discharge from day one.
02
Every Session
Track the recovery. Catch the drift.
Objective mobility measured every session — gait, balance, transitions, power, turning, control. If a measure stalls, PT knows that shift. Not next week's review. That shift. Early course-correction keeps the stay on track and the discharge date intact.
Objective session-by-session evidence shows how function is recovering — supporting confident discharge decisions and helping prevent avoidable readmissions.
01
Day 1 Baseline
Start from where this patient is.
Stroke and TBI patients don't fit population norms. A personal Day 1 baseline captures their actual functional starting point — gait asymmetry, balance deficit, turn hesitation — so every subsequent session is measured as recovery from that individual's reality.
02
Shift by Shift
Neuro fatigue shows up in the data.
Neurological recovery is non-linear. Fatigue-driven decline in gait symmetry or movement control between morning and afternoon is visible in domain scores before it becomes a setback. PT adjusts load, and progress stays on track.
Motor-FIM
Functional status documented. Discharge decisions supported.
For stroke and TBI, teams need to see functional progress — not impressions. The estimated Motor-FIM trajectory from admission through discharge is the record that answers the question.
Underlying Mobility Measurement
From impression to evidence.
SeniorLife measures objective mobility every session — six domains captured from a short guided assessment. These are the functional signals behind recovery, and the inputs to the estimated Motor-FIM shown below — not the score itself.
Postural sway and stability — a key signal of mobility instability.
Transitions
Rise and sit quality — basis for assisted vs. independent mobility orders.
Turning
Direction-change mechanics — a common point of mobility instability.
Power
Lower-limb functional output — input for therapy load and discharge readiness.
Control
Movement precision — leading signal for neuro and post-surgical recovery.
Every patient gets their own baseline on Day 1. Recovery is measured as delta from that personal starting point — not against a population average. Objective mobility measures are combined into an estimated Motor-FIM across the sensor-derivable motor items (Locomotion, Transfers, Self-Care) — an objective record of status and progress, subject to therapist review and not a complete FIM assessment. The mobility model is trained on 40,000+ labeled older-adult movement videos.
The estimated Motor-FIM output
From measurement to functional score.
Those mobility measurements are translated into an estimated Motor-FIM — item-level functional scores tracked session by session. Items derived directly from mobility (Transfers, Locomotion) sit alongside inferred Self-Care items; each score is on the 1–7 FIM scale and is reviewed by the therapist, who can approve, raise, or lower it.
Cognitive and the remaining items are completed by the clinician for the full FIM.
Stroke and TBI recovery — same platform, no extra tools
Stroke and TBI patients present with mobility deficits — gait asymmetry, balance instability, loss of movement control. The same objective mobility measurement that tracks orthopedic recovery captures neurological recovery too. Day 1 baseline, every session scored, trajectory documented.
Objective stability data before approving unassisted mobility — including fatigue-driven changes that only appear on evening shifts.
Verify stability before approving unassisted mobility
Track fatigue-related gait decline across shifts
Mobility alerts before incidents, not after
Physical Therapy
Domain trends show exactly where recovery is stalling. Target the deficit — not the calendar.
Target the domain that needs it, each session
Delta from personal Day 1 baseline — not population norms
Auditable session charts for documentation
Physicians & Medical Directors
A longitudinal trajectory — admission through discharge — documented objectively.
Discharge backed by trajectory, not impression
Stable mobility score supports discharge home vs. continued skilled care
Estimated Motor-FIM profile follows the patient to home health
Medical Director & CMO
Objective documentation of functional status and progress across the stay — without extra clinician effort.
Longitudinal trajectory gives an objective, documented record of recovery
Domain scores map to recognized functional categories
Discharge decisions supported by objective data, not clinician impressions
Value-based contract performance tracked across the patient population
Dynamic Action Plan
Every role, informed.
Dynamic Action Plan takes every domain score and routes the right action to the right person — automatically. Nursing sees mobility signals. PT sees which domain to target. The Medical Director sees the trajectory that supports discharge. No extra charting. No separate system.
Role-routed — each clinician sees only their relevant actions
Updated every session — not a static document
Handoff-ready profile follows the patient to home health
