| Improve functional mobility |
Motion sensors, smartphone gait analysis, and connected exercise logs |
Walking duration, step count, gait symmetry, exercise completion, and walking speed |
The 6-Minute Walk Test, Timed Up and Go, and 10-Meter Walk Test are established functional mobility measures. Interpretation should use condition-specific reference values. |
Review weekly trends rather than relying on a single reading. Reassess the exercise plan when mobility plateaus or declines. |
| Reduce fall risk |
Gait monitoring, balance-assessment apps, home-environment checklists, and automated alerts |
Near-fall events, falls, standing time, turning stability, and Timed Up and Go performance |
A Timed Up and Go result above 12 seconds is commonly used as a fall-risk screening threshold for community-dwelling older adults, but it is not a diagnosis. |
Use alerts to trigger clinician review, medication evaluation, strength and balance training, and home-safety education. |
| Increase adherence and engagement |
Personalized reminders, interactive exercise videos, progress dashboards, and tele-rehabilitation check-ins |
Weekly exercise sessions completed, missed sessions, active minutes, and patient-reported confidence |
For general adult health, the World Health Organization recommends 150–300 minutes of moderate-intensity physical activity per week plus muscle-strengthening activities on at least 2 days, unless clinical restrictions apply. |
Set individualized weekly goals, provide feedback after each session, and adapt the program to pain, fatigue, access, and functional capacity. |
| Monitor pain and fatigue safely |
Digital symptom diaries, short daily questionnaires, heart-rate trends, and sleep monitoring |
Pain score, fatigue score, sleep duration, resting heart rate trend, and post-exercise recovery |
A change of approximately 2 points on a 0–10 pain scale is often considered clinically meaningful, although the threshold varies by condition and patient. |
Investigate persistent worsening, new neurological symptoms, chest pain, severe shortness of breath, or unusual recovery patterns instead of automatically increasing exercise intensity. |
| Track patient-reported outcomes |
Digital PROM questionnaires integrated into the rehabilitation pathway |
Function, pain interference, fatigue, mood, participation, and health-related quality of life |
PROMIS instruments use T-scores with a population mean of 50 and a standard deviation of 10. Higher or lower scores depend on the specific measure. |
Collect scores at baseline, during treatment, and at discharge. Combine patient-reported data with clinical examination and functional tests. |
| Support neurological recovery |
Task-specific digital exercises, visual feedback, virtual-reality activities, and upper-limb motion tracking |
Repetitions, task completion time, range of motion, movement smoothness, and use of the affected limb |
High-repetition, task-specific practice is a core principle of neurological rehabilitation, while the appropriate dose depends on diagnosis, severity, fatigue, and safety. |
Prioritize meaningful real-world tasks and ensure technology supplements, rather than replaces, professional assessment and human interaction. |
| Improve long-term self-management |
Home-based monitoring, maintenance-plan reminders, digital education, and periodic virtual follow-up |
Activity consistency, home-program completion, symptom control, unplanned care use, and maintenance-test results |
Rehabilitation goals should be specific, measurable, achievable, relevant, and time-bound, with reassessment at clinically appropriate intervals. |
Create a written maintenance plan, define escalation criteria, and schedule follow-up before formal therapy ends. |
| Protect privacy and data quality |
Encrypted data transfer, role-based access, audit logs, device validation, and patient consent workflows |
Data completeness, missing readings, false alerts, response time, consent status, and access records |
Digital measurements should be clinically validated for their intended use. Consumer sensor readings should not be treated as diagnostic without appropriate validation. |
Use minimum-necessary data collection, explain limitations to patients, verify alerts clinically, and maintain a manual fallback process. |
Gray Medical
