AIMC Topic: Clinical Coding

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A Deep Learning Framework for Automated ICD-10 Coding.

Studies in health technology and informatics May 27, 2021
The International Statistical Classification of Diseases and Related Health Problems (ICD) is one of the widely used classification system for diagnoses and procedures to assign diagnosis codes to Electronic Health Record (EHR) associated with a pati...
Humans Natural Language Processing International Classification of Diseases Clinical Coding Electronic Health Records Language Deep Learning
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Patient Coded Severity and Payment Penalties Under the Hospital Readmissions Reduction Program: A Machine Learning Approach.

Medical care Nov 1, 2020
OBJECTIVE: The objective of this study was to examine variation in hospital responses to the Centers for Medicare and Medicaid's expansion of allowable secondary diagnoses in January 2011 and its association with financial penalties under the Hospita...
Insurance Claim Review Hospital Bed Capacity Machine Learning Clinical Coding United States Diagnosis-Related Groups Policy Medicare Centers for Medicare and Medicaid Services, U.S. Humans Severity of Illness Index Patient Readmission
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Supervised Learning for the ICD-10 Coding of French Clinical Narratives.

Studies in health technology and informatics Jun 16, 2020
Automatic detection of ICD-10 codes in clinical documents has become a necessity. In this article, after a brief reminder of the existing work, we present a corpus of French clinical narratives annotated with the ICD-10 codes. Then, we propose automa...
Neural Networks, Computer Electronic Health Records International Classification of Diseases Narration Clinical Coding Supervised Machine Learning
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Imputation and characterization of uncoded self-harm in major mental illness using machine learning.

Journal of the American Medical Informatics Association : JAMIA Jan 1, 2020
OBJECTIVE: We aimed to impute uncoded self-harm in administrative claims data of individuals with major mental illness (MMI), characterize self-harm incidence, and identify factors associated with coding bias.
Male Suicidal Ideation Incidence Electronic Health Records Female Adult Clinical Coding Datasets as Topic Classification Self-Injurious Behavior Humans Machine Learning Algorithms Mental Disorders
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Putting the "why" in "EHR": capturing and coding clinical cognition.

Journal of the American Medical Informatics Association : JAMIA Nov 1, 2019
Complaints about electronic health records, including information overload, note bloat, and alert fatigue, are frequent topics of discussion. Despite substantial effort by researchers and industry, complaints continue noting serious adverse effects o...
Humans Vocabulary, Controlled Clinical Coding Cognition Workload Information Storage and Retrieval Artificial Intelligence Electronic Health Records User-Computer Interface
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Toward a clinical text encoder: pretraining for clinical natural language processing with applications to substance misuse.

Journal of the American Medical Informatics Association : JAMIA Nov 1, 2019
OBJECTIVE: Our objective is to develop algorithms for encoding clinical text into representations that can be used for a variety of phenotyping tasks.
Information Storage and Retrieval Clinical Coding Natural Language Processing Humans Substance-Related Disorders Neural Networks, Computer Deep Learning Datasets as Topic Algorithms Electronic Health Records Big Data
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A Machine-Learning Algorithm to Optimise Automated Adverse Drug Reaction Detection from Clinical Coding.

Drug safety Jun 1, 2019
INTRODUCTION: Adverse drug reaction (ADR) detection in hospitals is heavily reliant on spontaneous reporting by clinical staff, with studies in the literature pointing to high rates of underreporting [1]. International Classification of Diseases, 10t...
ROC Curve Drug-Related Side Effects and Adverse Reactions International Classification of Diseases Clinical Coding Adverse Drug Reaction Reporting Systems Algorithms Humans Hospitalization Machine Learning Hospitals
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[AI in medicine and its future direction by introducing ICD11].

Nihon Ronen Igakkai zasshi. Japanese journal of geriatrics Jan 1, 2019
Health Records, Personal Clinical Coding Artificial Intelligence Electronic Health Records
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Linking Health Records with Knowledge Sources Using OWL and RDF.

Studies in health technology and informatics Jan 1, 2019
This paper describes a method by which the Web Ontology Language (OWL) can be used to specify a highly structured health record, following internationally recognised standards such as ISO 13606 and HL7 CDA. The structured record is coded using scheme...
Algorithms Logical Observation Identifiers Names and Codes Medical Records Systems, Computerized Systematized Nomenclature of Medicine Clinical Coding Biological Ontologies Semantic Web
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Comparison of Natural Language Processing and Manual Coding for the Identification of Cross-Sectional Imaging Reports Suspicious for Lung Cancer.

JCO clinical cancer informatics Dec 1, 2018
PURPOSE: To compare the accuracy and reliability of a natural language processing (NLP) algorithm with manual coding by radiologists, and the combination of the two methods, for the identification of patients whose computed tomography (CT) reports ra...
Clinical Coding Sensitivity and Specificity Male Tomography, X-Ray Computed Lung Neoplasms Humans Middle Aged Female Natural Language Processing Algorithms Aged Connecticut
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