AIMC Topic: Electronic Health Records

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Extending the TOP Framework with an Ontology-Based Text Search Component.

Studies in health technology and informatics Aug 30, 2024
INTRODUCTION: Constructing search queries that deal with complex concepts is a challenging task without proficiency in the underlying query language - which holds true for either structured or unstructured data. Medical data might encompass both type...
Data Mining Information Storage and Retrieval Electronic Health Records Natural Language Processing Humans
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Evaluation of Machine Learning Algorithms for Pressure Injury Risk Assessment in a Hospital with Limited IT Resources.

Studies in health technology and informatics Aug 22, 2024
Clinical decision support systems for Nursing Process (NP-CDSSs) help resolve a critical challenge in nursing decision-making through automating the Nursing Process. NP-CDSSs are more effective when they are linked to Electronic Medical Record (EMR) ...
Electronic Health Records Risk Assessment Algorithms Nursing Assessment Decision Support Systems, Clinical Pressure Ulcer Humans Machine Learning
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What Kind of Transformer Models to Use for the ICD-10 Codes Classification Task.

Studies in health technology and informatics Aug 22, 2024
Coding according to the International Classification of Diseases (ICD)-10 and its clinical modifications (CM) is inherently complex and expensive. Natural Language Processing (NLP) assists by simplifying the analysis of unstructured data from electro...
Clinical Coding Natural Language Processing International Classification of Diseases Electronic Health Records Humans
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Towards a Chatbot for Medical Diagnosis Based on Patient Symptoms.

Studies in health technology and informatics Aug 22, 2024
The advent of artificial intelligence has positively transformed many areas of our lives, including the medical field. In this article, we propose the development of a medical diagnosis chatbot based on patients' symptoms, using artificial intelligen...
Humans Artificial Intelligence Electronic Health Records Diagnosis, Computer-Assisted
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Optimizing Data Extraction: Harnessing RAG and LLMs for German Medical Documents.

Studies in health technology and informatics Aug 22, 2024
In the field of medical data analysis, converting unstructured text documents into a structured format suitable for further use is a significant challenge. This study introduces an automated local deployed data privacy secure pipeline that uses open-...
Natural Language Processing Data Mining Information Storage and Retrieval Computer Security Germany Humans Electronic Health Records
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A Comprehensive Natural Language Processing Pipeline for the Chronic Lupus Disease.

Studies in health technology and informatics Aug 22, 2024
Electronic Health Records (EHRs) contain a wealth of unstructured patient data, making it challenging for physicians to do informed decisions. In this paper, we introduce a Natural Language Processing (NLP) approach for the extraction of therapies, d...
Chronic Disease Natural Language Processing Lupus Erythematosus, Systemic Data Mining Humans Electronic Health Records
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Exploring Offline Large Language Models for Clinical Information Extraction: A Study of Renal Histopathological Reports of Lupus Nephritis Patients.

Studies in health technology and informatics Aug 22, 2024
Open source, lightweight and offline generative large language models (LLMs) hold promise for clinical information extraction due to their suitability to operate in secured environments using commodity hardware without token cost. By creating a simpl...
Electronic Health Records Natural Language Processing Humans Information Storage and Retrieval Lupus Nephritis Data Mining
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Accelerating Clinical Text Annotation in Underrepresented Languages: A Case Study on Text De-Identification.

Studies in health technology and informatics Aug 22, 2024
Clinical notes contain valuable information for research and monitoring quality of care. Named Entity Recognition (NER) is the process for identifying relevant pieces of information such as diagnoses, treatments, side effects, etc., and bring them to...
Humans Data Anonymization Natural Language Processing Switzerland Electronic Health Records
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Exploring Explainable AI Techniques for Text Classification in Healthcare: A Scoping Review.

Studies in health technology and informatics Aug 22, 2024
Text classification plays an essential role in the medical domain by organizing and categorizing vast amounts of textual data through machine learning (ML) and deep learning (DL). The adoption of Artificial Intelligence (AI) technologies in healthcar...
Deep Learning Natural Language Processing Electronic Health Records Humans Artificial Intelligence Machine Learning
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From EHR to Machine Learning: A Preliminary Report on an Ingestion Pipeline Based on JSON-LD.

Studies in health technology and informatics Aug 22, 2024
In this paper, we present the preliminary experiments for the development of an ingestion mechanism to move data from Electronic Health Records to machine learning processes, based on the concept of Linked Data and the JSON-LD format.
Electronic Health Records Medical Record Linkage Humans Machine Learning
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