Systems and Methods for Automatically Generating International Classification of Diseases Codes for a Patient Based on Machine Learning

A machine learning apparatus for generating a map between diagnostic descriptions and international classification of diseases (ICD) codes, the apparatus comprising:

• a processor;
• and
• a memory coupled to the processor,
• wherein the processor is configured to:
• generate representations of diagnostic descriptions in a form of diagnostic descriptions vectors;
• generate representations of ICD codes in a form of ICD vectors;
• process the diagnostic descriptions vectors and the ICD vectors to obtain an importance score between each diagnostic description represented in a diagnostic description vector and each ICD represented in an ICD vector, and
• associate each diagnostic description represented in the diagnostic description vector with one or more ICDs represented in the ICD vector based on the importance scores.