CONCEPT MAPPING FOR INTEGRATED CHARTING

Techniques for presenting recommendations of candidate unmapped proprietary codes for target standard codes are disclosed. The techniques include comparing datasets of unmapped proprietary codes with datasets of a target standard code. The datasets are represented as vector embeddings generated using word embedding techniques. Cosine similarities between the vector embeddings of candidate proprietary codes and the target standard code are used to identify and rank a list of candidate unmapped proprietary codes for the target standard code. The cosine similarity scores may be weighted.