AIMC Journal:
Studies in health technology and informatics

Showing 231 to 240 of 1224 articles

Machine Learning-Based Predictive Models for Early Detection of Cardiovascular Diseases: A Study Utilizing Patient Samples from a Tertiary Health Promotion Center in Korea.

Studies in health technology and informatics Aug 22, 2024
A machine learning model was developed for cardiovascular diseases prediction based on 21,118 patient checkups data from a tertiary medical institution in Seoul, Korea, collected between 2009 and 2021. XGBoost algorithm showed the highest predictive ...
Early Diagnosis Female Male Health Promotion Algorithms Humans Tertiary Care Centers Republic of Korea Machine Learning Cardiovascular Diseases Middle Aged
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Synthetic Generation of Patient Service Utilization Data: A Scalability Study.

Studies in health technology and informatics Aug 22, 2024
To address privacy and ethical issues in using health data for machine learning, we evaluate the scalability of advanced synthetic data generation methods like GANs, VAEs, copulaGAN, and transformer models specifically for patient service utilization...
Canada Machine Learning Models, Statistical Humans Electronic Health Records
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Enhancing Asthma Self-Management with Environmental Passive-Monitoring Data and Machine Learning-Based Predictions.

Studies in health technology and informatics Aug 22, 2024
Monitoring enables timely action which is critical in avoiding asthma attacks. With the abundance of local weather and pollution data, when augmented with machine learning, it is becoming possible to replace traditional tedious active monitoring in c...
Asthma Environmental Monitoring Machine Learning Self-Management Humans
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Term Candidate Generation to Enrich Clinical Terminologies with Large Language Models.

Studies in health technology and informatics Aug 22, 2024
Annotated language resources derived from clinical routine documentation form an intriguing asset for secondary use case scenarios. In this investigation, we report on how such a resource can be leveraged to identify additional term candidates for a ...
Humans Electronic Health Records Natural Language Processing Germany Vocabulary, Controlled Terminology as Topic International Classification of Diseases
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On Entity Embeddings for Ordinal Features as Representation Learning in Recurrence Prediction of Urothelial Bladder Cancer.

Studies in health technology and informatics Aug 22, 2024
BACKGROUND: Urothelial Bladder Cancer (UBC) is a common cancer with a high risk of recurrence, which is influenced by the TNM classification, grading, age, and other factors. Recent studies demonstrate reliable and accurate recurrence prediction usin...
Neural Networks, Computer Machine Learning Urinary Bladder Neoplasms Neoplasm Recurrence, Local Algorithms Humans
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Deep Learning Models for Health-Driven Forecasting of Indoor Temperatures in Heat Waves in Canada: An Exploratory Study Using Smart Thermostats.

Studies in health technology and informatics Aug 22, 2024
In Canada, extreme heat occurrences present significant risks to public health, particularly for vulnerable groups like older individuals and those with pre-existing health conditions. Accurately predicting indoor temperatures during these events is ...
Hot Temperature Housing Extreme Heat Deep Learning Canada Humans Forecasting
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Deep Learning-Based Prediction of Daily COVID-19 Cases Using X (Twitter) Data.

Studies in health technology and informatics Aug 22, 2024
Due to the importance of COVID-19 control, innovative methods for predicting cases using social network data are increasingly under attention. This study aims to predict confirmed COVID-19 cases using X (Twitter) social network data (tweets) and deep...
Forecasting SARS-CoV-2 Pandemics COVID-19 Natural Language Processing Deep Learning Social Media Humans
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Performance of a NLP Tool for Text Classification from Orthopaedic Operative Reports, Using Data from the Large Network of Clinical Data Warehouses of the West of France: The HACRO-HUGORTHO Project.

Studies in health technology and informatics Aug 22, 2024
Electronic health data concerning implantable medical devices (IMD) opens opportunities for dynamic real-world monitoring to assess associated risks related to implanted materials. Due to population ageing and expanding demands, total hip, knee, and ...
Humans Machine Learning France Electronic Health Records Orthopedic Procedures Natural Language Processing
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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...
Natural Language Processing Data Mining Breast Neoplasms Decision Support Systems, Clinical Humans Machine Learning Electronic Health Records Female
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SemOntoMap: A Hybrid Approach for Semantic Annotation of Clinical Texts.

Studies in health technology and informatics Aug 22, 2024
This study addresses the challenge of leveraging free-text descriptions in Electronic Health Records (EHR) for clinical research and healthcare improvement. Despite the potential of this data, its direct interpretation by computers is limited. Semant...
Unsupervised Machine Learning Humans Natural Language Processing Electronic Health Records Semantics
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