AIMC Topic: Narration
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Normalization of relative and incomplete temporal expressions in clinical narratives.
Journal of the American Medical Informatics Association : JAMIA
Apr 12, 2015
OBJECTIVE: To improve the normalization of relative and incomplete temporal expressions (RI-TIMEXes) in clinical narratives.
Subgraph augmented non-negative tensor factorization (SANTF) for modeling clinical narrative text.
Journal of the American Medical Informatics Association : JAMIA
Apr 9, 2015
OBJECTIVE: Extracting medical knowledge from electronic medical records requires automated approaches to combat scalability limitations and selection biases. However, existing machine learning approaches are often regarded by clinicians as black boxe...
Quantifying care coordination using natural language processing and domain-specific ontology.
Journal of the American Medical Informatics Association : JAMIA
Oct 16, 2014
OBJECTIVE: This research identifies specific care coordination activities used by Aging in Place (AIP) nurse care coordinators and home healthcare (HHC) nurses when coordinating care for older community-dwelling adults and suggests a method to quanti...
Improving Zero-Shot Multiclass Classification for Narrative Reports from National Violent Death Reporting System.
Studies in health technology and informatics
Aug 7, 2025
The natural language processing pipeline powered by the BART model is a popular zero-shot text classification system. While the standard approach for using this pipeline can achieve impressive accuracies in many multiclass classification tasks, we be...
Artificial Intelligence in Narrative Feedback Analysis for Competency-Based Medical Education: A Review.
Studies in health technology and informatics
May 15, 2025
Competency-Based Medical Education (CBME) generates large volumes of qualitative data in the form of narrative feedback. Traditional qualitative analysis methods face limitations in managing this data's scale and complexity. This review explores the ...
Leveraging LLMs to Understand Narratives in MAUDE Reports.
Studies in health technology and informatics
Apr 8, 2025
Interest in using the MAUDE database to investigate adverse events linked to medical devices has been growing. Yet, the narrative sections of these reports remain largely unexplored, leaving valuable insights unutilized and creating an incomplete und...
Disambiguation of acronyms in clinical narratives with large language models.
Journal of the American Medical Informatics Association : JAMIA
Sep 1, 2024
OBJECTIVE: To assess the performance of large language models (LLMs) for zero-shot disambiguation of acronyms in clinical narratives.
Generative AI Analysis of Topics from IMIA Historical Narratives in Medical Informatics.
Studies in health technology and informatics
Aug 22, 2024
This describes a project that analyzes and compares the research topics in medical and health informatics emphasized by authors of autobiographical narratives contained in the online IMIA History eBook published in 2021, as the field advanced over th...
Natural Language Processing Accurately Differentiates Cancer Symptom Information in Electronic Health Record Narratives.
JCO clinical cancer informatics
Aug 1, 2024
PURPOSE: Identifying cancer symptoms in electronic health record (EHR) narratives is feasible with natural language processing (NLP). However, more efficient NLP systems are needed to detect various symptoms and distinguish observed symptoms from neg...
Using Generative AI to Translate Administrative Claims Data into Narrative Summaries for Palliative Care Needs Assessment: A Case Study.
Studies in health technology and informatics
Jul 24, 2024
Community-based palliative care is a useful, but underutilized service to support seriously ill older adults to remain safely at home and improve quality of life. Clinical decision support tools can assist palliative care need assessments if presente...
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