AIMC Topic: Electronic Health Records

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A machine learning model to predict therapeutic inertia in type 2 diabetes using electronic health record data.

Journal of endocrinological investigation Dec 31, 2023
OBJECTIVE: To estimate the therapeutic inertia prevalence for patients with type 2 diabetes, develop and validate a machine learning model predicting therapeutic inertia, and determine the added predictive value of area-level social determinants of h...
Humans Machine Learning Retrospective Studies Electronic Health Records Prognosis Diabetes Mellitus, Type 2 Adult Hypoglycemic Agents Male Middle Aged Glycated Hemoglobin Female Aged
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Incorporation of quantitative imaging data using artificial intelligence improves risk prediction in veterans with liver disease.

Hepatology (Baltimore, Md.) Dec 29, 2023
BACKGROUND AND AIMS: Utilization of electronic health records data to derive predictive indexes such as the electronic Child-Turcotte-Pugh (eCTP) Score can have significant utility in health care delivery. Within the records, CT scans contain phenoty...
Liver Diseases Veterans Aged Male Risk Assessment Predictive Value of Tests Middle Aged Tomography, X-Ray Computed Electronic Health Records Female Prognosis Retrospective Studies Humans Artificial Intelligence
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Using Natural Language Processing to Identify Stigmatizing Language in Labor and Birth Clinical Notes.

Maternal and child health journal Dec 26, 2023
INTRODUCTION: Stigma and bias related to race and other minoritized statuses may underlie disparities in pregnancy and birth outcomes. One emerging method to identify bias is the study of stigmatizing language in the electronic health record. The obj...
Humans Machine Learning Algorithms Female Natural Language Processing Electronic Health Records Language
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Clinical Research Informatics: Contributions from 2022.

Yearbook of medical informatics Dec 26, 2023
OBJECTIVES: To summarize key contributions to current research in the field of Clinical Research Informatics (CRI) and to select best papers published in 2022.
Humans Big Data Peer Review Artificial Intelligence Medical Informatics Electronic Health Records
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Knowledge Guided Feature Aggregation for the Prediction of Chronic Obstructive Pulmonary Disease With Chinese EMRs.

IEEE/ACM transactions on computational biology and bioinformatics Dec 25, 2023
The automatic disease diagnosis utilizing clinical data has been suffering from the issues of feature sparse and high probability of missing values. Since the graph neural network is a effective tool to model the structural information and infer the ...
Pulmonary Disease, Chronic Obstructive China Semantics Neural Networks, Computer Electronic Health Records Humans
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Use of Electronic Medical Records (EMR) in Gerontology: Benefits, Considerations and a Promising Future.

Clinical interventions in aging Dec 23, 2023
Electronic medical records (EMRs) have many benefits in clinical research in gerontology, enabling data analysis, development of prognostic tools and disease risk prediction. EMRs also offer a range of advantages in clinical practice, such as compreh...
Clinical Decision-Making Electronic Health Records Delivery of Health Care Humans Geriatrics Artificial Intelligence
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Use of Natural Language Processing to Identify Sexual and Reproductive Health Information in Clinical Text.

Methods of information in medicine Dec 20, 2023
OBJECTIVES: This study aimed to enable clinical researchers without expertise in natural language processing (NLP) to extract and analyze information about sexual and reproductive health (SRH), or other sensitive health topics, from large sets of cli...
Humans Folic Acid Teratogens Reproductive Health Child Electronic Health Records Natural Language Processing Female Sexual Behavior
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De-identification of free text data containing personal health information: a scoping review of reviews.

International journal of population data science Dec 12, 2023
INTRODUCTION: Using data in research often requires that the data first be de-identified, particularly in the case of health data, which often include Personal Identifiable Information (PII) and/or Personal Health Identifying Information (PHII). Ther...
Review Literature as Topic Health Insurance Portability and Accountability Act Health Records, Personal Confidentiality United States Electronic Health Records Data Anonymization
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Fusion Modeling: Combining Clinical and Imaging Data to Advance Cardiac Care.

Circulation. Cardiovascular imaging Dec 11, 2023
In addition to the traditional clinical risk factors, an increasing amount of imaging biomarkers have shown value for cardiovascular risk prediction. Clinical and imaging data are captured from a variety of data sources during multiple patient encoun...
Natural Language Processing Diagnostic Imaging Artificial Intelligence Electronic Health Records Humans Neural Networks, Computer
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Attention-based neural networks for clinical prediction modelling on electronic health records.

BMC medical research methodology Dec 7, 2023
BACKGROUND: Deep learning models have had a lot of success in various fields. However, on structured data they have struggled. Here we apply four state-of-the-art supervised deep learning models using the attention mechanism and compare against logis...
Humans ROC Curve Neural Networks, Computer Logistic Models Electronic Health Records Area Under Curve
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