Zhang K, Qiu Y, Feng S, Yin H, Liu Q, Zhu Y
J Transl Med. 2025; 23(1):267.
PMID: 40038690
PMC: 11877705.
DOI: 10.1186/s12967-025-06234-7.
Zheng H, Zhang R, Yin X, Wu J
Nat Commun. 2025; 16(1):1985.
PMID: 40011428
PMC: 11865530.
DOI: 10.1038/s41467-025-57217-7.
Shan R, Li X, Chen J, Chen Z, Cheng Y, Han B
JMIR Cancer. 2025; 11:e66269.
PMID: 39930991
PMC: 11833187.
DOI: 10.2196/66269.
Hemmatian J, Hajizadeh R, Nazari F
PLoS One. 2025; 20(2):e0317396.
PMID: 39928607
PMC: 11809912.
DOI: 10.1371/journal.pone.0317396.
Salehi A, Khedmati M
Sci Rep. 2025; 15(1):3460.
PMID: 39870706
PMC: 11772689.
DOI: 10.1038/s41598-024-84786-2.
The Harms of Class Imbalance Corrections for Machine Learning Based Prediction Models: A Simulation Study.
Carriero A, Luijken K, de Hond A, Moons K, Van Calster B, van Smeden M
Stat Med. 2025; 44(3-4):e10320.
PMID: 39865585
PMC: 11771573.
DOI: 10.1002/sim.10320.
Development and Implementation of Automated Referral Triaging System for Spinal Cord Stimulation Procedure in Pain Medicine.
Jiang L, Huang Y, Fan J, Hunt C, Eldrige J
J Med Syst. 2025; 49(1):14.
PMID: 39833558
DOI: 10.1007/s10916-025-02148-5.
Non-Invasive Cancer Detection Using Blood Test and Predictive Modeling Approach.
Tarawneh A, Al Omari A, Al-Khlifeh E, Tarawneh F, Alghamdi M, Alrowaily M
Adv Appl Bioinform Chem. 2025; 17():159-178.
PMID: 39817190
PMC: 11734259.
DOI: 10.2147/AABC.S488604.
Anomalous Node Detection in Blockchain Networks Based on Graph Neural Networks.
Chang Z, Cai Y, Liu X, Xie Z, Liu Y, Zhan Q
Sensors (Basel). 2025; 25(1.
PMID: 39796797
PMC: 11723008.
DOI: 10.3390/s25010001.
Performance evaluation and comparative analysis of different machine learning algorithms in predicting postnatal care utilization: Evidence from the ethiopian demographic and health survey 2016.
Mamo D, Walle A, Woldekidan E, Adem J, Gebremariam Y, Alemayehu M
PLOS Digit Health. 2025; 4(1):e0000707.
PMID: 39787252
PMC: 11717314.
DOI: 10.1371/journal.pdig.0000707.
Classifying Dry Eye Disease Patients from Healthy Controls Using Machine Learning and Metabolomics Data.
Amouei Sheshkal S, Gundersen M, Alexander Riegler M, Aass Utheim O, Gundersen K, Rootwelt H
Diagnostics (Basel). 2024; 14(23).
PMID: 39682603
PMC: 11640104.
DOI: 10.3390/diagnostics14232696.
The Impact of the SMOTE Method on Machine Learning and Ensemble Learning Performance Results in Addressing Class Imbalance in Data Used for Predicting Total Testosterone Deficiency in Type 2 Diabetes Patients.
Kivrak M, Avci U, Uzun H, Ardic C
Diagnostics (Basel). 2024; 14(23).
PMID: 39682541
PMC: 11640355.
DOI: 10.3390/diagnostics14232634.
LRMAHpan: a novel tool for multi-allelic HLA presentation prediction using Resnet-based and LSTM-based neural networks.
Mi X, Li S, Ye Z, Dai Z, Ding B, Sun B
Front Immunol. 2024; 15:1478201.
PMID: 39669561
PMC: 11634944.
DOI: 10.3389/fimmu.2024.1478201.
Identifying at-risk patients for congenital heart disease using integrated predictive models and fuzzy clustering analysis: A cross-sectional study.
Salehi A, Khedmati M
Heliyon. 2024; 10(20):e39609.
PMID: 39498045
PMC: 11532873.
DOI: 10.1016/j.heliyon.2024.e39609.
A rate of penetration (ROP) prediction method based on improved dung beetle optimization algorithm and BiLSTM-SA.
Xiong M, Zheng S, Liu W, Cheng R, Wang L, Zhang H
Sci Rep. 2024; 14(1):25856.
PMID: 39468121
PMC: 11519518.
DOI: 10.1038/s41598-024-75703-8.
Generating Counterfactual Explanations For Causal Inference in Breast Cancer Treatment Response.
Zhou S, Pfeiffer N, Islam U, Banerjee I, Patel B, Iquebal A
IEEE Int Conf Automation Sci Eng (CASE). 2024; 2022:955-960.
PMID: 39463881
PMC: 11513173.
DOI: 10.1109/case49997.2022.9926519.
Handling the Imbalanced Problem in Agri-Food Data Analysis.
Adegbenjo A, Ngadi M
Foods. 2024; 13(20).
PMID: 39456362
PMC: 11507408.
DOI: 10.3390/foods13203300.
Predicting non-chemotherapy drug-induced agranulocytosis toxicity through ensemble machine learning approaches.
Huang X, Xie X, Huang S, Wu S, Huang L
Front Pharmacol. 2024; 15:1431941.
PMID: 39206259
PMC: 11349714.
DOI: 10.3389/fphar.2024.1431941.
Two-Stage Classification of Future Knee Osteoarthritis Severity After 8 Years Using MRI: Data from the Osteoarthritis Initiative.
Nurmirinta T, Turunen M, Korhonen R, Tohka J, Liukkonen M, Mononen M
Ann Biomed Eng. 2024; 52(12):3172-3183.
PMID: 38980544
PMC: 11560993.
DOI: 10.1007/s10439-024-03578-x.
Exploring the Impact of the Class on In-the-Wild Human Activity Recognition.
Cherian J, Ray S, Taele P, Koh J, Hammond T
Sensors (Basel). 2024; 24(12).
PMID: 38931682
PMC: 11207638.
DOI: 10.3390/s24123898.