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2025
Assessing feature scorer results on high-dimensional datasets with t-SNE
Neurocomputing
2025
The external validity of machine learning-based prediction scores from hematological parameters of COVID-19: A study using hospital records from Brazil, Italy, and Western Europe
PLOS ONE
2025
“A 6 or a 9?”: Ensemble Learning Through the Multiplicity of Performant Models and Explanations
ACM Transactions on Knowledge Discovery from Data
2024
Analysis and comparison of feature selection methods towards performance and stability
Expert Systems with Applications
2024
Combining artificial neural networks and hematological data to diagnose Covid-19 infection in Brazilian population
Neural Computing and Applications
2024
Predictive risk models for COVID-19 patients using the multi-thresholding meta-algorithm
Scientific Reports
2023
Proceedings of the 2023 AAAI/ACM Conference on AI, Ethics, and Society
2023
Reconstructing the cytokine view for the multi-view prediction of COVID-19 mortality
BMC Infectious Diseases
2023
A Survey of COVID-19 Diagnosis Using Routine Blood Tests with the Aid of Artificial Intelligence Techniques
Diagnostics
2023
MultiCOVID: a multi modal deep learning approach for COVID-19 diagnosis
Scientific Reports
2023
Harnessing Machine Learning in Early COVID-19 Detection and Prognosis: A Comprehensive Systematic Review
Cureus
2023
How to diagnose COVID-19 in family practice? Usability of complete blood count as a COVID-19 diagnostic tool: a cross-sectional study in Turkey
BMJ Open
2023
Severity prediction in COVID-19 patients using clinical markers and explainable artificial intelligence: A stacked ensemble machine learning approach
Intelligent Decision Technologies
2022
Detection of Risk Predictors of COVID-19 Mortality with Classifier Machine Learning Models Operated with Routine Laboratory Biomarkers
Applied Sciences
2022
QCovSML: A reliable COVID-19 detection system using CBC biomarkers by a stacking machine learning model
Computers in Biology and Medicine
2022
Artificial intelligence for COVID-19: battling the pandemic with computational intelligence
Intelligent Medicine
2022
Prediction of SARS-CoV-2-positivity from million-scale complete blood counts using machine learning
Communications Medicine
2022
How is test laboratory data used and characterised by machine learning models? A systematic review of diagnostic and prognostic models developed for COVID-19 patients using only laboratory data
Clinical Chemistry and Laboratory Medicine (CCLM)
2022
The accuracy of machine learning approaches using non-image data for the prediction of COVID-19: A meta-analysis
International Journal of Medical Informatics
2022
Domain Shifts in Machine Learning Based Covid-19 Diagnosis From Blood Tests
Journal of Medical Systems
2022
Clinical and Laboratory Approach to Diagnose COVID-19 Using Machine Learning
Interdisciplinary Sciences: Computational Life Sciences
2022
Feature selection reveal peripheral blood parameter's changes between COVID-19 infections patients from Brazil and Ecuador
Infection, Genetics and Evolution
2022
Understanding Health Care Administrators’ Data and Information Needs for Decision Making during the COVID-19 Pandemic: A Qualitative Study at an Academic Health System
MDM Policy & Practice
2022
Artificial Intelligence in Covid-19
2021
Comparison of machine learning techniques to handle imbalanced COVID-19 CBC datasets
PeerJ Computer Science
2021
Development, evaluation, and validation of machine learning models for COVID-19 detection based on routine blood tests
Clinical Chemistry and Laboratory Medicine (CCLM)
2021
DERİN SİNİR AĞLARI VE YENİDEN ÖRNEKLEME METOTLARI İLE RUTİN KAN TESTLERİNE DAYALI COVID-19 TESPİTİ
Konya Journal of Engineering Sciences
2021
Relevance aggregation for neural networks interpretability and knowledge discovery on tabular data
Information Sciences
2021
SMOTE-NC and gradient boosting imputation based random forest classifier for predicting severity level of covid-19 patients with blood samples
Neural Computing and Applications
2021
A systematic review on AI/ML approaches against COVID-19 outbreak
Complex & Intelligent Systems
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