AIMC Topic:
Data Mining

Clear Filters Showing 1211 to 1220 of 1549 articles

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-...
Information Storage and Retrieval Computer Security Germany Humans Electronic Health Records Natural Language Processing Data Mining
View on PubMed DOI

Unveiling Medical Insights: Advanced Topic Extraction from Scientific Articles.

Studies in health technology and informatics Aug 22, 2024
In the ever-evolving landscape of medical research and healthcare, the abundance of scientific articles presents both a treasure trove of knowledge and a daunting challenge. Researchers, clinicians, and data scientists grapple with vast amounts of un...
Humans Breast Neoplasms Algorithms Natural Language Processing Biomedical Research Female Periodicals as Topic Data Mining
View on PubMed DOI

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...
Humans Lupus Erythematosus, Systemic Electronic Health Records Data Mining Chronic Disease Natural Language Processing
View on PubMed DOI

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...
Humans Electronic Health Records Natural Language Processing Lupus Nephritis Data Mining Information Storage and Retrieval
View on PubMed DOI

Enhancing Clinical Data Extraction from Pathology Reports: A Comparative Analysis of Large Language Models.

Studies in health technology and informatics Aug 22, 2024
This study evaluates the efficacy of a small large language model (sLLM) in extracting critical information from free-text pathology reports across multiple centers, addressing the challenges posed by the narrative and complex nature of these documen...
Electronic Health Records Natural Language Processing Information Storage and Retrieval Data Mining Humans Machine Learning
View on PubMed DOI

Leveraging Rule-Based NLP to Translate Textual Reports as Structured Inputs Automatically Processed by a Clinical Decision Support System.

Studies in health technology and informatics Aug 22, 2024
Using clinical decision support systems (CDSSs) for breast cancer management necessitates to extract relevant patient data from textual reports which is a complex task although efficiently achieved by machine learning but black box methods. We propos...
Decision Support Systems, Clinical Natural Language Processing Data Mining Female Breast Neoplasms Machine Learning Electronic Health Records Humans
View on PubMed DOI

Assessment of Follow-Up for Pulmonary Nodules from Radiology Reports with Natural Language Processing.

Studies in health technology and informatics Aug 22, 2024
Radiology reports are an essential communication method for ensuring smooth workflow in healthcare. However, many of these reports are described in free text, and findings documented by radiologists may not be adequately addressed. In this study, foc...
Solitary Pulmonary Nodule Natural Language Processing Electronic Health Records Lung Neoplasms Radiology Information Systems Data Mining Documentation Humans
View on PubMed DOI

Unsupervised Extraction of Body-Text from Clinical PDF Documents.

Studies in health technology and informatics Aug 22, 2024
Automatic extraction of body-text within clinical PDF documents is necessary to enhance downstream NLP tasks but remains a challenge. This study presents an unsupervised algorithm designed to extract body-text leveraging large volume of data. Using D...
Humans Algorithms Natural Language Processing Electronic Health Records Data Mining Unsupervised Machine Learning
View on PubMed DOI

Automatic Extraction of Medication Data from Semi-Structured Prescriptions.

Studies in health technology and informatics Aug 22, 2024
In many healthcare facilities, the prescription of drugs is done only in a semi-structured manner, using free-text fields where various information is often mixed. Therefore, automatic processing, especially for secondary use such as research purpose...
Electronic Prescribing Germany Humans Drug Prescriptions Electronic Health Records Natural Language Processing Data Mining
View on PubMed DOI

Temporal Characterization and Visualization of Revolving Therapy-Events in Lung Cancer Patients.

Studies in health technology and informatics Aug 22, 2024
This paper presents a comprehensive workflow for integrating revolving events into the transitive sequential pattern mining (tSPM+) algorithm and Machine Learning for Health Outcomes (MLHO) framework, emphasizing best practices and pitfalls in its ap...
Humans Lung Neoplasms Machine Learning Workflow Algorithms Data Mining
View on PubMed DOI
Popular Topics
Recent Journals