Systems and methods for using machine learning to improve processes for achieving readiness

A method performed by one or more computers, the method comprising:

• monitoring, by the one or more computers, data indicating activities or attributes of each participant in a group of multiple participants in a health research study, wherein the monitoring for each participant includes acquiring health data provided by an electronic device of the participant to the one or more computers over a communication network;
• evaluating, by the one or more computers, the monitoring data for each of the participants in the group to predict readiness of the participants to receive one or more therapeutic interventions, including:
• deriving, for each participant, a set of scores from the monitoring data for the participant, the set of scores including values indicative of attributes or activities of the participant from monitoring data for the participant;
• and
• generating, for each participant, output indicative of whether the participant is ready to receive the one or more therapeutic interventions, the output being generated by providing the set of scores to one or more models that have been configured to predict readiness of participants to receive a therapeutic intervention;
• based on output of the one or more models, determining, by the one or more computers, whether the participants are respectively ready to receive the one or more therapeutic interventions;
• and
• altering, by the one or more computers, interactions of the electronic devices with the participants to selectively provide therapeutic interventions in the health research study based on the determinations for the participants.

A system comprising:

• one or more computers;
• and
• one or more computer-readable media storing instructions that, when executed, cause the one or more computers to perform operations comprising:
• monitoring, by the one or more computers, data indicating activities or attributes of each participant in a group of multiple participants in a health research study, wherein the monitoring for each participant includes acquiring health data provided by an electronic device of the participant to the one or more computers over a communication network;
• evaluating, by the one or more computers, the monitoring data for each of the participants in the group to predict readiness of the participants to receive one or more therapeutic interventions, including:
• deriving, for each participant, a set of scores from the monitoring data for the participant, the set of scores including values indicative of attributes or activities of the participant from monitoring data for the participant;
• and
• generating, for each participant, output indicative of whether the participant is ready to receive the one or more therapeutic interventions, the output being generated by providing the set of scores to one or more models that have been configured to predict readiness of participants to receive a therapeutic intervention;
• based on output of the one or more models, determining, by the one or more computers, whether the participants are respectively ready to receive the one or more therapeutic interventions;
• and
• altering, by the one or more computers, interactions of the electronic devices with the participants to selectively provide therapeutic interventions in the health research study based on the determinations for the participants.

One or more non-transitory computer-readable media storing instructions that, when executed by one or more computers, cause the one or more computers to perform operations comprising:

• monitoring, by the one or more computers, data indicating activities or attributes of each participant in a group of multiple participants in a health research study, wherein the monitoring for each participant includes acquiring health data provided by an electronic device of the participant to the one or more computers over a communication network;
• evaluating, by the one or more computers, the monitoring data for each of the participants in the group to predict readiness of the participants to receive one or more therapeutic interventions, including:
• deriving, for each participant, a set of scores from the monitoring data for the participant, the set of scores including values indicative of attributes or activities of the participant from monitoring data for the participant;
• and
• generating, for each participant, output indicative of whether the participant is ready to receive the one or more therapeutic interventions, the output being generated by providing the set of scores to one or more models that have been configured to predict readiness of participants to receive a therapeutic intervention;
• based on output of the one or more models, determining, by the one or more computers, whether the participants are respectively ready to receive the one or more therapeutic interventions;
• and
• altering, by the one or more computers, interactions of the electronic devices with the participants to selectively provide therapeutic interventions in the health research study based on the determinations for the participants.