AIMC Topic: Electronic Health Records

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Extracting Pediatric Information from Summaries of Product Characterics with a Large Language Model and No-Code.

Studies in health technology and informatics May 15, 2025
Accurate medication information is important for children, as dosing errors can have severe consequences compared to adults. We propose an automated method to extract pediatric information from Summaries of Product Characteristics (SPC). We used AirO...
Large Language Models Data Mining Pediatrics Information Storage and Retrieval Medication Errors Child Humans Natural Language Processing Electronic Health Records
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Medication Recommender System for ICU Patients Using Autoencoders.

Studies in health technology and informatics May 15, 2025
Patients admitted to the intensive care unit (ICU) are often treated with multiple high-risk medications. Over- and underprescribing of indicated medications, and inappropriate choice of medications frequently occur in the ICU. This risk has to be mi...
Autoencoder Medical Order Entry Systems Humans Electronic Health Records Decision Support Systems, Clinical Intensive Care Units
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Towards Semantic Interoperability Health Standardization Recommendation Tool.

Studies in health technology and informatics May 15, 2025
The European Rolling Plan for ICT Standardization outlines activities that connect EU policies to standardization efforts in different technological domains. Artificial Intelligence (AI), security, and cybersecurity are at the top of the agenda of th...
Humans Artificial Intelligence Semantics Health Information Interoperability Computer Security Electronic Health Records Europe
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Virtual Enumerator's Training for Time and Motion Studies Using AI Scenarios.

Studies in health technology and informatics May 15, 2025
This paper presents the implementation of a virtual training program for enumerators conducting Time and Motion Studies using the WOMBAT methodology, as part of a project assessing healthcare workflows before the adoption of an Electronic Health Reco...
Artificial Intelligence Electronic Health Records Humans Time and Motion Studies User-Computer Interface Workflow
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Automating Data Extraction from PDF Sleep Reports Using Data Mining Techniques.

Studies in health technology and informatics May 15, 2025
This work introduces a web application for extracting, processing, and visualizing data from sleep studies reports. Using Optical Character Recognition (OCR) and Natural Language Processing (NLP), the pipeline extracts over 75 key data points from fo...
Polysomnography Natural Language Processing Data Mining Humans Electronic Health Records
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Building the Infrastructure for the German Medical Text Corpus Project (GeMTeX).

Studies in health technology and informatics May 15, 2025
The German Medical Text Project (GeMTeX) is one of the largest infrastructure efforts for German-language clinical documents. To determine the different starting points of the participating institutions, we conducted a survey regarding standards, ann...
Electronic Health Records Natural Language Processing Germany Data Mining
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Detecting Adverse Drug Events in Clinical Notes Using Large Language Models.

Studies in health technology and informatics May 15, 2025
Monitoring adverse drug events (ADEs) is critical for pharmacovigilance and patient safety. However, identifying ADEs remains challenging, as suspected or confirmed side effects are often documented solely in the unstructured text of electronic healt...
Humans Pharmacovigilance Adverse Drug Reaction Reporting Systems Large Language Models Drug-Related Side Effects and Adverse Reactions Data Mining Electronic Health Records Natural Language Processing
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Delirium Identification from Nursing Reports Using Large Language Models.

Studies in health technology and informatics May 15, 2025
This study investigates large language models for delirium detection from nursing reports, comparing keyword matching, prompting, and finetuning. Using a manually labelled dataset from the University Hospital Freiburg, Germany, we tested Llama3 and P...
Nursing Records Nursing Diagnosis Delirium Data Mining Germany Large Language Models Diagnosis, Computer-Assisted Natural Language Processing Reproducibility of Results Sensitivity and Specificity Humans Electronic Health Records
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Exploring the Potential of GPT-4 in Creating Billing Codes from Clinic Notes.

Studies in health technology and informatics May 15, 2025
Creating standardized billing codes from clinic notes is challenging due to the complexity of over 22,000 codes and the unstructured nature of medical records. This paper investigates how well GPT-4, can automate CPT/HCPCS codes generation. To assess...
Humans Electronic Health Records Current Procedural Terminology Natural Language Processing Clinical Coding
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Evaluating LLMs' Potential to Identify Rare Patient Identifiers in Patient Health Records.

Studies in health technology and informatics May 15, 2025
This study explores the utility of Large Language Models (LLMs) to support finding rare patient record details that could make a patient identifiable. Whilst most research has focused on what we call direct patient identifiers, indirect patient ident...
Humans Electronic Health Records Patient Identification Systems Data Anonymization Programming Languages Natural Language Processing Confidentiality
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