Systems and methods for predicting and improving the healthcare decisions of a patient via predictive modeling

A system comprising:

• a server comprising a processor and a non-transitory computer-readable medium containing instructions that when executed by the processor causes the processor to perform operations comprising:
• receive a request for a risk score associated with a patient of one or more medical providers;
• apply scoring data associated with the patient to a risk predictive model to generate the risk score indicative of a probability of the patient to access in-person medical care at a medical provider within a temporal window that is subsequent to the processor receiving the request for the risk score;
• responsive to determining that the risk score satisfies a criteria, apply at least a subset of the scoring data to an impactability predictive model to generate an impactability score indicative of a probability that the patient would not access the in-person medical care at the medical provider within the temporal window responsive to receiving a notification from the medical provider;
• and
• send a message to a client device instructing the client device to present at least one of the risk score or the impactability score.