Automatic International Classification of Diseases Coding System: Deep Contextualized Language Model With Rule-Based Approaches.

ABSTRACT:

Background

The tenth revision of the International Classification of Diseases (ICD-10) is widely used for epidemiological research and health management. The clinical modification (CM) and procedure coding system (PCS) of ICD-10 were developed to describe more clinical details with increasing diagnosis and procedure codes and applied in disease-related groups for reimbursement. The expansion of codes made the coding time-consuming and less accurate. The state-of-the-art model using deep contextual word embeddings was used for automatic multilabel text classification of ICD-10. In addition to input discharge diagnoses (DD), the performance can be improved by appropriate preprocessing methods for the text from other document types, such as medical history, comorbidity and complicatio

SUBMITTER: Chen PF 

PROVIDER: S-EPMC9282222 | biostudies-literature | 2022 Jun

REPOSITORIES: biostudies-literature