Automatic medication name spelling correction

A system comprising:

• one or more processing systems;
• and
• one or more computer-readable media storing instructions which, when executed by the one or more processing systems, cause the system to perform operations comprising:
• accessing a document comprising a plurality of medication entities, each medication entity of the plurality of medication entities representing a medication of a plurality of medications;
• generating an updated version of the document, wherein generating the updated version of the document comprises:
• identifying, using a machine-learning model prompt for a machine-learning model, one or more candidate medication entities of the plurality of medication entities;
• generating, using the machine-learning model prompt for the machine-learning model, a first medication name and a second medication name that is different from the first medication name for each candidate medication entity of the one or more candidate medication entities, wherein the first medication name and the second medication name represent a medication of the plurality of medications;
• and
• replacing each respective candidate medication entity of the one or more candidate medication entities with the first medication name or the second medication name of the respective candidate medication entity;
• and
• storing the updated version of the document.

One or more non-transitory computer-readable media storing instructions which, when executed by one or more processors, cause a system to perform operations comprising:

• accessing a document comprising a plurality of medication entities, each medication entity of the plurality of medication entities representing a medication of a plurality of medications;
• generating an updated version of the document, wherein generating the updated version of the document comprises:
• identifying, using a machine-learning model prompt for a machine-learning model, one or more candidate medication entities of the plurality of medication entities;
• generating, using the machine-learning model prompt for the machine-learning model, a first medication name and a second medication name that is different from the first medication name for each candidate medication entity of the one or more candidate medication entities, wherein the first medication name and the second medication name represent a medication of the plurality of medications;
• and
• replacing each respective candidate medication entity of the one or more candidate medication entities with the first medication name or the second medication name of the respective candidate medication entity;
• and
• storing the updated version of the document.