AIMC Topic: International Classification of Diseases

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Defining the distance between diseases using SNOMED CT embeddings.

Journal of biomedical informatics Feb 3, 2023
Characterizing disease relationships is essential to biomedical research to understand disease etiology and improve clinical decision-making. Measurements of distance between disease pairs enable valuable research tasks, such as subgrouping patients ...
Humans Systematized Nomenclature of Medicine Biological Ontologies International Classification of Diseases Delivery of Health Care Electronic Health Records
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Use of neural network based on international classification ICD-10 in patients with head and neck injuries in Lublin Province, Poland, between 2006-2018, as a predictive value of the outcomes of injury sustained.

Annals of agricultural and environmental medicine : AAEM Jan 17, 2023
INTRODUCTION AND OBJECTIVE: Head and neck injuries are a heterogeneous group in terms of both clinical course and prognosis. For years, there have been attempts to create an ideal tool to predict the outcomes and severity of injuries. The aim of this...
Humans Neural Networks, Computer Neck Injuries Artificial Intelligence Retrospective Studies Poland International Classification of Diseases
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Hierarchical label-wise attention transformer model for explainable ICD coding.

Journal of biomedical informatics Aug 20, 2022
International Classification of Diseases (ICD) coding plays an important role in systematically classifying morbidity and mortality data. In this study, we propose a hierarchical label-wise attention Transformer model (HiLAT) for the explainable pred...
Humans Neural Networks, Computer Databases, Factual International Classification of Diseases Reproducibility of Results Clinical Coding Patient Discharge
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Overview of ICD-11 architecture and structure.

BMC medical informatics and decision making May 16, 2022
BACKGROUND: The International Classification of Diseases (ICD) has progressed from a short list of causes of death to become the predominant classification of human diseases, syndromes, and conditions around the world. The World Health Organization h...
Humans Knowledge Bases International Classification of Diseases
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Comparison of different feature extraction methods for applicable automated ICD coding.

BMC medical informatics and decision making Jan 12, 2022
BACKGROUND: Automated ICD coding on medical texts via machine learning has been a hot topic. Related studies from medical field heavily relies on conventional bag-of-words (BoW) as the feature extraction method, and do not commonly use more complicat...
International Classification of Diseases Language Humans Natural Language Processing Machine Learning
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Machine learning for emerging infectious disease field responses.

Scientific reports Jan 10, 2022
Emerging infectious diseases (EIDs), including the latest COVID-19 pandemic, have emerged and raised global public health crises in recent decades. Without existing protective immunity, an EID may spread rapidly and cause mass casualties in a very sh...
Communicable Diseases, Emerging International Classification of Diseases Preventive Medicine Severity of Illness Index Hospital Mortality Logistic Models Models, Theoretical Hospitalization Public Health SARS-CoV-2 Risk Factors Humans Pandemics COVID-19 Machine Learning
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ICD-11: an international classification of diseases for the twenty-first century.

BMC medical informatics and decision making Nov 9, 2021
BACKGROUND: The International Classification of Diseases (ICD) has long been the main basis for comparability of statistics on causes of mortality and morbidity between places and over time. This paper provides an overview of the recently completed 1...
Global Health Knowledge Bases Biological Ontologies International Classification of Diseases Humans
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Artificial Intelligence Algorithm with ICD Coding Technology Guided by the Embedded Electronic Medical Record System in Medical Record Information Management.

Journal of healthcare engineering Aug 30, 2021
The study aims to explore the application of international classification of diseases (ICD) coding technology and embedded electronic medical record (EMR) system. The study established an EMR information knowledge system and collected the data of pat...
Electronic Health Records International Classification of Diseases Algorithms Information Management Humans Technology Artificial Intelligence
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Medical code prediction via capsule networks and ICD knowledge.

BMC medical informatics and decision making Jul 30, 2021
BACKGROUND: Clinical notes record the health status, clinical manifestations and other detailed information of each patient. The International Classification of Diseases (ICD) codes are important labels for electronic health records. Automatic medica...
International Classification of Diseases Electronic Health Records Neural Networks, Computer Language Algorithms Humans
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Automated ICD coding for primary diagnosis via clinically interpretable machine learning.

International journal of medical informatics Jul 27, 2021
BACKGROUND: Computer-assisted clinical coding (CAC) based on automated coding algorithms has been expected to improve the International Classification of Disease, tenth version (ICD-10) coding quality and productivity, whereas studies oriented to pri...
Clinical Coding Humans Hospitalization Machine Learning International Classification of Diseases Algorithms
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