SOAP classifier for free-text clinical notes with domain-specific pre-trained language models

JM de Oliveira, RS Antunes, CA da Costa - Expert Systems with …, 2024 - Elsevier
The increasing use of electronic health records (EHRs) in healthcare has led to a significant
amount of unstructured clinical text data. This paper proposes a model for classifying free …

An architectural design study of electronic healthcare record systems with associated context parameters on MIMIC III

G Paliwal, A Bunglowala, P Kanthed - Health and Technology, 2022 - Springer
Abstract The implementation of Electronic Healthcare Records (EHR) is yet to achieve its full
extent of utilization. The implemented EHRs are still, mainly used for the administrative …

Semantic modeling and visualization of semantic groups of clinical text documents

J Kenei, E Opiyo - International Journal of Information Technology, 2022 - Springer
In this paper we present a method for modeling information in clinical narrative texts into
coherent semantically meaningful classes using text classification and visualization. We …

BERT-Driven Natural Language Processing in Electronic Health Records for Improved Clinical Insights

K Yadav, M Sharma, J Michaelson… - … for Innovations in …, 2023 - ieeexplore.ieee.org
In order to improve clinical insights, this study investigates the incorporation of BERT-driven
natural language processing (NLP) in electronic health records (EHRs). Utilizing a …

Modeling and Visualization of Clinical Texts to Enhance Meaningful and User-Friendly Information Retrieval

J Kenei, E Opiyo - Medical Sciences Forum, 2023 - mdpi.com
Access to digital health data collections such as clinical notes, discharge summaries, or
medical charts has increased in the last few years due to the increased use of electronic …

Identifying Influential Variables for an Explainable AI Based Clinical Decision Support System in the Healthcare Industry

D Rotink - 2024 - essay.utwente.nl
This research developed an Explainable AI (XAI) based Clinical Decision Support System
(CDSS) to assist practitioners during anamnesis by classifying patient diagnoses. Utilizing …

Estructuración de la información clínica electrónica para el uso en ciencia de datos en un hospital de tercer nivel de complejidad

I Olaya López - 2023 - bibliotecadigital.udea.edu.co
Un desafío importante en Colombia es adaptar los datos clínicos de manera adecuada para
ser usados en ciencia de datos, ya que actualmente no existe un consenso en la adopción …