Alternate dose regimen identification system

A system comprising:

• one or more processors coupled to a memory comprising non-transitory computer instructions that when executed by the one or more processors perform operations comprising:
• receiving prescription related data for treating a patient with an expected level of efficacy, the prescription related data comprising medication regimen information including dose and interval;
• determining, using a model that comprises a machine learning technique trained to establish a relationship between a plurality of training prescription related data features and alternate medication regimens, a first amount of drug waste based on the prescription related data;
• comparing the first amount of drug waste to a threshold value;
• in response to determining that the first amount of drug waste transgresses the threshold value,
• identifying an alternate medication regimen that is associated with a treatment having a given level of efficacy corresponding to the expected level of efficacy, the alternate medication regimen being associated with a second amount of drug waste that is lower than the first amount of drug waste;
• and
• triggering a notification associated with the alternate medication regimen, wherein triggering the notification comprises generating a graphical user interface comprising a plurality of interactive regions representing different medication regimens, wherein the alternate medication regimens include at least one of a different dose, different interval or both, the graphical user interface comprising:
• a prescription region representing the prescription related data and an indicator identifying the dose and interval, wherein the dose and interval of the medication related data is a first dose and a first interval,
• a first plurality indicators representing a first set of alternate medication regimens having a first level of accuracy, and
• a second plurality indicators representing a second set of alternate medication regimens having a second level of accuracy;
• receiving input that selects a given indicator of the first plurality of indicators or the second plurality of indicators;
• in response to receiving the input, updating the prescription region to represent a drug dose vial combination and interval associated with a given alternate medication regimen represented by the given indicator and to represent drug waste associated with the given alternate medication regimen;
• and
• triggering a machine notification causing a message to be displayed by a client device comprising the first amount of drug waste and the alternate medication regimen.

A non-transitory computer readable medium comprising non-transitory computer-readable instructions for performing operations comprising:

• receiving prescription related data for treating a patient with an expected level of efficacy, the prescription related data comprising medication regimen information including dose and interval;
• determining, using a model that comprises a machine learning technique trained to establish a relationship between a plurality of training prescription related data features and alternate medication regimens, a first amount of drug waste based on the prescription related data;
• comparing the first amount of drug waste to a threshold value;
• in response to determining that the first amount of drug waste transgresses the threshold value,
• identifying an alternate medication regimen that is associated with a treatment having a given level of efficacy corresponding to the expected level of efficacy, the alternate medication regimen being associated with a second amount of drug waste that is lower than the first amount of drug waste;
• and
• triggering a notification associated with the alternate medication regimen, wherein triggering the notification comprises generating a graphical user interface comprising a plurality of interactive regions representing different medication regimens, the graphical user interface comprising:
• a prescription region representing the prescription related data and an indicator identifying the dose and interval, a first plurality indicators representing a first set of alternate medication regimens having a first level of accuracy, and
• a second plurality indicators representing a second set of alternate medication regimens having a second level of accuracy;
• receiving input that selects a given indicator of the first plurality of indicators or the second plurality of indicators;
• in response to receiving the input, updating the prescription region to represent a drug dose vial combination and interval associated with a given alternate medication regimen represented by the given indicator and to represent drug waste associated with the given alternate medication regimen;
• and
• triggering a machine notification causing a message to be displayed by a client device comprising the first amount of drug waste and the alternate medication regimen.