Devices, systems, and methods for adaptive health monitoring using behavioral, psychological, and physiological changes of a body portion

1. A monitoring system for detecting an improvement in strength and a range of motion of a body portion of a user, the monitoring system comprising:

at least one sensor configured to be worn on or around the body portion,

the at least one sensor positioned within a stretchable component via a holder of the stretchable component,

the holder being configured to maintain a fixed location of the at least one sensor upon the body portion,

and wherein the at least one sensor is configured to obtain a plurality of measurements that include positional and orientational assessments of the body portion taken over a period of time and measured from the fixed location of the at least one sensor on the body portion during performance of one or more exercises provided as part of an adaptive care plan;

a processor communicatively coupled to the at least one sensor, the processor comprising instructions stored thereon, wherein the instructions, when executed by the processor, cause the processor to:

receive the plurality of measurements,

extract a pattern from the plurality of measurements, wherein the pattern comprises the range of motion of the body portion and a quality of performance of the one or more exercises,

compare the pattern to at least one baseline pattern,

determine a change in the range of motion or a change in the quality of performance of the body portion based on the comparison of the pattern with the at least one baseline pattern,

calculate, for the user, a recovery score based on the change in the range of motion or the change in the quality of performance, and further based on the plurality of positional and orientational measurements,

wherein the recovery score includes a probability that the user, adhering to the adaptive care plan, will reach a predefined recovery state within a predefined time period;

wherein the processor is further configured to simulate multiple different recovery scores and then generate, based on the calculated recovery score and the simulation, a visual user interface dashboard including personalized messages to the user that facilitate adherence to the one or more exercises in the adaptive care plan.

2. The monitoring system of claim 1 , wherein the predefined recovery state comprises a predefined measure of improvement, occurring over the predefined time period, in at least one metric associated with the user, the at least one metric being defined by a baseline performance of the user and the adaptive care plan.

3. The monitoring system of claim 2 , wherein the at least one metric comprises one or more of a fatigue level, an adherence score, a pain level, the range of motion, a strength level, and a coordination or balance metric.

4. The monitoring system of claim 1 , wherein the instructions, when executed by the processor, further cause the processor to:

receive a user input indicating a level of pain being experienced by the user;

and adjust the recovery score and the predefined time period based on the received user input.

5. The monitoring system of claim 1 , wherein the recovery score further includes a probability that the user, after a surgical procedure, will regain, within the predefined time period, one or more of a strength level of the body portion, a coordination level associated with the body portion, and the range of motion associated with the body portion.

6. The monitoring system of claim 1 , wherein the user interface dashboard further includes one or more of:

instructions for the one or more exercises, measurements obtained from the sensors, the recovery score, and a compliance score indicating a level of compliance by the user to the adaptive care plan.

7. The monitoring system of claim 1 , further comprising:

generating, based on the measurements, a risk score for the user, the risk score including a probability generated by weighting the changes, over the period of time, in each of the plurality of measurements, wherein the risk score is a risk for user readmission to a medical facility, a risk of the user falling, or a risk associated with adherence to the adaptive care plan.

8. The monitoring system of claim 1 , wherein the recovery score further includes a probability that the user will regain, within the predefined time period, one or more of a strength level of the body portion, a coordination level associated with the body portion, and the range of motion associated with the body portion.

9. The monitoring system of claim 1 , wherein the quality of the performance of the one or more exercises comprises one or more of:

a measure of flexibility, a measure of strength, a measure of endurance, a measure of timing, a measure of smoothness of movement, a measure of shakiness of movement, positional information, relative fatigue levels, a measure of speed of movement, and a combination thereof.

10. A monitoring system for detecting an improvement in strength and a range of motion of a body portion of a user, the monitoring system comprising:

at least one sensor configured to be worn on or around the body portion,

the at least one sensor positioned within a stretchable component via a holder of the stretchable component,

the holder being configured to maintain a fixed location of the at least one sensor upon the body portion,

and wherein the at least one sensor is configured to obtain a plurality of measurements of the body portion taken over a period of time and from the fixed location of the at least one sensor during performance of one or more exercises provided as part of an adaptive care plan;

a processor communicatively coupled to the at least one sensor, the processor comprising instructions stored thereon, wherein the instructions, when executed by the processor, cause the processor to:

receive the plurality of measurements,

extract a pattern from the measurements, wherein the pattern comprises the range of motion of the body portion,

compare the pattern to a baseline pattern,

determine a change in the range of motion of the body portion based on the comparison of the pattern with the baseline pattern,

calculate, for the user, a time-based prediction for recovery associated with the body portion based at least in part on the change in the range of motion, the plurality of measurements, and adherence to performance of exercises associated with the adaptive care plan,

wherein the processor is further configured to simulate multiple different time-based predictions for recovery and then generate, based on the calculated prediction and the simulation, a visual user interface dashboard including personalized messages to the user that facilitate adherence to the one or more exercises provided as part of the adaptive care plan.

11. The monitoring system of claim 10 , wherein the time-based prediction for recovery is further based on patient reported outcome data and patient generated health data.

12. The monitoring system of claim 10 , wherein a quality of the performance of the one or more exercises comprises one or more of:

a measure of flexibility, a measure of strength, a measure of endurance, a measure of timing, a measure of smoothness of movement, a measure of shakiness of movement, positional information, relative fatigue levels, a measure of speed of movement, and a combination thereof.

13. The monitoring system of claim 10 , wherein the fixed location of the body portion comprises a right limb or a left limb of the user, and wherein the processor is further configured to compare the plurality of measurements to determine a probability of complete recovery of the body portion by a particular time.

14. The monitoring system of claim 10 , wherein the time-based prediction for recovery further includes a probability that the user will regain, within a predefined time period, one or more of a strength level of the body portion, a coordination level associated with the body portion, and the range of motion associated with the body portion.