DYNAMIC INTERVENTION FOR INDIVIDUALS BASED ON DETECTED CONTEXTUAL FACTORS
A wellness intervention system that collects data about multiple factors pertaining to an individual's health and uses such data to generate timely and targeted interventions due to anticipated changes in the wellness of the individual. Collected factor data that directly characterizes the health of individuals is used to generate wellness scores characterizing the individual over time. The generated wellness scores are evaluated against contextual factors from the collected data to identify the contextual factors that, for the particular individual, are correlated to changes in individual wellness. The identified contextual factors and correlations form the individual's correlation trigger matrix. By periodically monitoring the individual and comparing recently-observed contextual factors of the individual against the individual's trigger matrix, the system may identify when the individual's behaviors (as reflected in the contextual factors) are indicative of individual wellness changes, and may generate targeted interventions for the individual, including recommendations and warnings, accordingly.
1 . A computer-implemented method for monitoring an individual and generating a trigger matrix for the individual based on contextual factors, the method comprising:
retrieving a wellness score time-series and a plurality of contextual factors time-series, each wellness score time-series and contextual factor time-series being associated with an individual,
wherein the wellness score time-series characterizes the wellness of the associated individual over time, and
wherein each of the contextual factor time-series characterizes one of a plurality of factors of the associated individual over time;
identifying a plurality of influence correlations associated with the individual by, for each influence correlation:
evaluating the wellness score time-series and the plurality of contextual factors time-series for at least one contextual factor correlated with changes in the wellness score of the individual;
determining a weight associated with the correlation between the at least one contextual factor and the wellness score of the individual; and
generating an influence correlation comprised of the at least one contextual factor and the correlation weight;
generating a trigger matrix, associated with the individual, based on the plurality of influence correlations; and
causing a wellness intervention of the individual based on the generated trigger matrix.
2 . The method of claim 1 , wherein causing a wellness intervention comprises:
retrieving observed contextual factors associated with the individual;
identifying, based on the trigger matrix associated with the individual, whether the observed contextual factors are indicative of a wellness change in the individual;
determining, based on the identified indications of wellness change, whether to cause a wellness intervention for the individual; and
generating, based on the determination, a wellness intervention for the individual.
3 . The method of claim 2 , wherein the observed contextual factors includes the most recently observed contextual factors for the individual.
4 . The method of claim 1 , wherein each of the influence correlations is a unique at least one contextual factor.
5 . The method of claim 1 , wherein the wellness score time-series associated with the individual is generated based on evaluating a plurality of direct factors characterizing the individual at different times.
6 . The method of claim 5 , wherein the evaluation of the direct factors is done using a wellness assessment model.
7 . The method of claim 1 , further comprising extending the time-series of contextual factors based on monitoring of the individual.
8 . The method of claim 1 , wherein generating the trigger matrix comprises:
determining whether the correlation weight of each influence correlation satisfies a threshold weight; and
generating the trigger matrix comprised of the influence correlations with correlation weights satisfying the threshold weight.
9 . The method of claim 1 , further comprising retrieving a plurality of wellness scores time-series, wherein each wellness score time-series is associated with one of a plurality of wellness aspects, and wherein each influence correlation is further associated with the wellness aspect influenced by the corresponding at least one contextual factor.
10 . The method of claim 9 , wherein the plurality of wellness aspects comprises overall wellness, dietary wellness, fitness wellness, and mental wellness.
11 . A non-transitory computer-readable medium containing instructions configured to cause one or more processors to perform a method for monitoring an individual and generating a trigger matrix for the individual based on contextual factors, the method comprising:
retrieving a wellness score time-series and a plurality of contextual factors time-series, each wellness score time-series and contextual factor time-series being associated with an individual,
wherein the wellness score time-series characterizes the wellness of the associated individual over time, and
wherein each of the contextual factor time-series characterizes one of a plurality of factors of the associated individual over time;
identifying a plurality of influence correlations associated with the individual by, for each influence correlation:
evaluating the wellness score time-series and the plurality of contextual factors time-series for at least one contextual factor correlated with changes in the wellness score of the individual;
determining a weight associated with the correlation between the at least one contextual factor and the wellness score of the individual; and
generating an influence correlation comprised of the at least one contextual factor and the correlation weight;
generating a trigger matrix, associated with the individual, based on the plurality of influence correlations; and
causing a wellness intervention of the individual based on the generated trigger matrix.
12 . The non-transitory computer-readable medium of claim 11 , wherein causing a wellness intervention comprises:
retrieving observed contextual factors associated with the individual;
identifying, based on the trigger matrix associated with the individual, whether the observed contextual factors are indicative of a wellness change in the individual;
determining, based on the identified indications of wellness change, whether to cause a wellness intervention for the individual; and
generating, based on the determination, a wellness intervention for the individual.
13 . The non-transitory computer-readable medium of claim 13 , wherein the observed contextual factors includes the most recently observed contextual factors of the individual.
14 . The non-transitory computer-readable medium of claim 11 , wherein each of the influence correlations is a unique at least one contextual factor.
15 . The non-transitory computer-readable medium of claim 11 , wherein the wellness score time-series associated with the individual is generated based on evaluating a plurality of direct factors characterizing the individual at different times.
16 . The non-transitory computer-readable medium of claim 15 , wherein the evaluation of the direct factors is done using a wellness assessment model.
17 . The non-transitory computer-readable medium of claim 11 , further comprising extending the time-series of contextual factors based on monitoring of the individual.
18 . The method of non-transitory computer-readable medium 11 , wherein generating the trigger matrix comprises:
determining whether the correlation weight of each influence correlation satisfies a threshold weight; and
generating the trigger matrix comprised of the influence correlations with correlation weights satisfying the threshold weight.
19 . The non-transitory computer-readable medium of claim 11 , further comprising retrieving a plurality of wellness scores time-series, wherein each wellness score time-series is associated with one of a plurality of wellness aspects, and wherein each influence correlation is further associated with the wellness aspect influenced by the corresponding at least one contextual factor.
20 . The non-transitory computer-readable medium of claim 20 , wherein the plurality of wellness aspects comprises overall wellness, dietary wellness, fitness wellness, and mental wellness.