AIMC Topic:
Data Mining

Clear Filters Showing 1201 to 1210 of 1549 articles

[Progress in application of machine learning in epidemiology].

Zhonghua liu xing bing xue za zhi = Zhonghua liuxingbingxue zazhi Sep 10, 2024
Population based health data collection and analysis are important in epidemiological research. In recent years, with the rapid development of big data, Internet and cloud computing, artificial intelligence has gradually attracted attention of epidem...
Data Mining Epidemiology China Big Data Algorithms Humans Machine Learning Artificial Intelligence
View on PubMed DOI

Improving dictionary-based named entity recognition with deep learning.

Bioinformatics (Oxford, England) Sep 1, 2024
MOTIVATION: Dictionary-based named entity recognition (NER) allows terms to be detected in a corpus and normalized to biomedical databases and ontologies. However, adaptation to different entity types requires new high-quality dictionaries and associ...
Computational Biology Natural Language Processing Deep Learning Dictionaries as Topic Data Mining Databases, Factual
View on PubMed DOI

LEAP: LLM instruction-example adaptive prompting framework for biomedical relation extraction.

Journal of the American Medical Informatics Association : JAMIA Sep 1, 2024
OBJECTIVE: To investigate the demonstration in large language models (LLMs) for biomedical relation extraction. This study introduces a framework comprising three types of adaptive tuning methods to assess their impacts and effectiveness.
Natural Language Processing Data Mining Datasets as Topic
View on PubMed DOI

Ensemble pretrained language models to extract biomedical knowledge from literature.

Journal of the American Medical Informatics Association : JAMIA Sep 1, 2024
OBJECTIVES: The rapid expansion of biomedical literature necessitates automated techniques to discern relationships between biomedical concepts from extensive free text. Such techniques facilitate the development of detailed knowledge bases and highl...
Data Mining Humans Natural Language Processing Machine Learning
View on PubMed DOI

Taiyi: a bilingual fine-tuned large language model for diverse biomedical tasks.

Journal of the American Medical Informatics Association : JAMIA Sep 1, 2024
OBJECTIVE: Most existing fine-tuned biomedical large language models (LLMs) focus on enhancing performance in monolingual biomedical question answering and conversation tasks. To investigate the effectiveness of the fine-tuned LLMs on diverse biomedi...
Data Mining Multilingualism Natural Language Processing Language Humans
View on PubMed DOI

Improving large language models for clinical named entity recognition via prompt engineering.

Journal of the American Medical Informatics Association : JAMIA Sep 1, 2024
IMPORTANCE: The study highlights the potential of large language models, specifically GPT-3.5 and GPT-4, in processing complex clinical data and extracting meaningful information with minimal training data. By developing and refining prompt-based str...
Natural Language Processing Data Mining Electronic Health Records Humans
View on PubMed DOI

Zero-Shot LLMs for Named Entity Recognition: Targeting Cardiac Function Indicators in German Clinical Texts.

Studies in health technology and informatics Aug 30, 2024
INTRODUCTION: Large Language Models (LLMs) like ChatGPT have become increasingly prevalent. In medicine, many potential areas arise where LLMs may offer added value. Our research focuses on the use of open-source LLM alternatives like Llama 3, Gemma,...
Data Mining Germany Magnetic Resonance Imaging Natural Language Processing Humans
View on PubMed DOI

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

Integrating deep learning architectures for enhanced biomedical relation extraction: a pipeline approach.

Database : the journal of biological databases and curation Aug 28, 2024
Biomedical relation extraction from scientific publications is a key task in biomedical natural language processing (NLP) and can facilitate the creation of large knowledge bases, enable more efficient knowledge discovery, and accelerate evidence syn...
Data Mining Natural Language Processing Databases, Factual Neural Networks, Computer Deep Learning
View on PubMed DOI

Using Retrieval-Augmented Generation to Capture Molecularly-Driven Treatment Relationships for Precision Oncology.

Studies in health technology and informatics Aug 22, 2024
Modern generative artificial intelligence techniques like retrieval-augmented generation (RAG) may be applied in support of precision oncology treatment discussions. Experts routinely review published literature for evidence and recommendations of tr...
Artificial Intelligence Information Storage and Retrieval Neoplasms Data Mining Precision Medicine Humans Medical Oncology Natural Language Processing
View on PubMed DOI
Popular Topics
Recent Journals