Francisco DuarteBruno MartinsCátia Sousa PintoMário J. SilvaPortuguese Conference on Artificial IntelligenceFrancisco Duarte, Bruno Martins, Ca´tia Sousa Pinto, and Ma´rio J Silva. 2017. A deep learning method for icd-10 coding of free-text death certificates. In Portuguese Conference on ...
ICD coding Retrieve Rerank Contrastive learning Multi-label classification 1. Introduction International Classification of Disease (ICD) coding is the process of assigning diagnosis codes to clinical notes. Based on manual inspections and experience judgment, manual ICD coding has been shown to be labor...
Automated ICD coding via machine learning that focuses on some specific diseases has been a hot topic. As one of the leading causes of death, coronary heart diseases (CHD) have seldom been specifically studied by related research, probably due to lack of data concretely targeting at the diseases...
including blood culture findings from the Persimune Microbiology Database55. (4) Pathology reports (SNOMED codes used as variables) from the Danish Patobank. (5) Diagnosis codes from the Persimune Data Warehouse55were used as variables, i.e. International Classification of Diseases (ICD-10 codes...
Additionally, ICD-10 codes are sometimes too overwhelming to use, with organizations defaulting to mapping common cases that belong to the most significant service line (cancer or heart disease), resulting in an incomplete understanding of the total cost of care.1Organizations that do not understand...
Specifically, for each participant, we first removed all ICD-10 codes used to define the phecode as well as duplicate codes. We then converted each of the remaining codes to a 50-dimensional vector using the embeddings, and then averaged all vectors across each dimension. We used null ...
Table 1 ICD10 codes for learning disabilities mapped to Read Codes and their definitions. Full size table Ethics Committee: North Manchester LREC 05/Q1406/82 Obtaining Consent for Records to be Accessed This study was carried out by accessing patient records. Although people caring for a woman ...
We adopted industry-standard specifications such as CDISC40 and ICD1041 to transform large sections of unstructured text into standardized data through natural language processing techniques. For example, ‘whelks’, ‘pimples’, and ‘comedo’ were combined into the general category ‘acne’. We ...
In addition, the ICD-10 automatic coding system accelerates disease diagnosis and treatment planning for medical practitioners, thereby improving medical efficacy and quality. Compared with the original ICD code, ICD-10 provides over 14,000 distinct disease codes (in contrast to the thousands in ICD...
5Hyperbilirubinemia of prematurity Table 3: Attention allocation on one sample. Top shows all the extracted diagnosis descriptions from written discharge diagnosis given by physicians. Down shows the attention allocation on a subset of ICD codes. The codes in bold format have true labels. ...