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Swarm Learning for decentralized and confidential clinical machine learning
Warnat-Herresthal, Stefanie, Schultze, Hartmut, Shastry, Krishnaprasad Lingadahalli, Manamohan, Sathyanarayanan, Mukherjee, Saikat, Garg, Vishesh, Sarveswara, Ravi, Händler, Kristian, Pickkers, Peter, Aziz, N. Ahmad, Ktena, Sofia, Tran, Florian, Bitzer, Michael, Ossowski, Stephan, Casadei, Nicolas, Herr, Christian, Petersheim, Daniel, Behrends, Uta, Kern, Fabian, Fehlmann, Tobias, Schommers, Philipp, Lehmann, Clara, Augustin, Max, Rybniker, Jan, Altmüller, Janine, Mishra, Neha, Bernardes, Joana P., Krämer, Benjamin, Bonaguro, Lorenzo, Schulte-Schrepping, Jonas, De Domenico, Elena, Siever, Christian, Kraut, Michael, Desai, Milind, Monnet, Bruno, Saridaki, Maria, Siegel, Charles Martin, Drews, Anna, Nuesch-Germano, Melanie, Theis, Heidi, Heyckendorf, Jan, Schreiber, Stefan, Kim-Hellmuth, Sarah, Nattermann, Jacob, Skowasch, Dirk, Kurth, Ingo, Keller, Andreas, Bals, Robert, Nürnberg, Peter, Rieß, Olaf, Rosenstiel, Philip, Netea, Mihai G., Theis, Fabian, Mukherjee, Sach, Backes, Michael, Aschenbrenner, Anna C., Ulas, Thomas, Breteler, Monique M. B., Giamarellos-Bourboulis, Evangelos J., Kox, Matthijs, Becker, Matthias, Cheran, Sorin, Woodacre, Michael S., Goh, Eng Lim, Schultze, Joachim L.
Published in Nature (London) (10.06.2021)
Published in Nature (London) (10.06.2021)
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Journal Article
Complete Blood Count and Monocyte Distribution Width–Based Machine Learning Algorithms for Sepsis Detection: Multicentric Development and External Validation Study
Campagner, Andrea, Agnello, Luisa, Carobene, Anna, Padoan, Andrea, Del Ben, Fabio, Locatelli, Massimo, Plebani, Mario, Ognibene, Agostino, Lorubbio, Maria, De Vecchi, Elena, Cortegiani, Andrea, Piva, Elisa, Poz, Donatella, Curcio, Francesco, Cabitza, Federico, Ciaccio, Marcello
Published in Journal of medical Internet research (26.02.2025)
Published in Journal of medical Internet research (26.02.2025)
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Journal Article
A Machine-Learning Algorithm Toward Color Analysis for Chronic Liver Disease Classification, Employing Ultrasound Shear Wave Elastography
Gatos, Ilias, Tsantis, Stavros, Spiliopoulos, Stavros, Karnabatidis, Dimitris, Theotokas, Ioannis, Zoumpoulis, Pavlos, Loupas, Thanasis, Hazle, John D., Kagadis, George C.
Published in Ultrasound in medicine & biology (01.09.2017)
Published in Ultrasound in medicine & biology (01.09.2017)
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Journal Article
Automated Machine Learning Pipeline Framework for Classification of Pediatric Functional Nausea Using High-Resolution Electrogastrogram
Olson, Joseph D., Somarajan, Suseela, Muszynski, Nicole D., Comstock, Andrew H., Hendrickson, Kyra E., Scott, Lauren, Russell, Alexandra, Acra, Sari A., Walker, Lynn, Bradshaw, Leonard A.
Published in IEEE transactions on biomedical engineering (01.05.2022)
Published in IEEE transactions on biomedical engineering (01.05.2022)
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Journal Article
Biomedical Image Classification in a Big Data Architecture Using Machine Learning Algorithms
Tchito Tchapga, Christian, Mih, Thomas Attia, Tchagna Kouanou, Aurelle, Fozin Fonzin, Theophile, Kuetche Fogang, Platini, Mezatio, Brice Anicet, Tchiotsop, Daniel
Published in Journal of healthcare engineering (2021)
Published in Journal of healthcare engineering (2021)
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Journal Article
Automated algorithms combining structure and function outperform general ophthalmologists in diagnosing glaucoma
Shigueoka, Leonardo Seidi, Vasconcellos, José Paulo Cabral de, Schimiti, Rui Barroso, Reis, Alexandre Soares Castro, Oliveira, Gabriel Ozeas de, Gomi, Edson Satoshi, Vianna, Jayme Augusto Rocha, Lisboa, Renato Dichetti dos Reis, Medeiros, Felipe Andrade, Costa, Vital Paulino
Published in PloS one (05.12.2018)
Published in PloS one (05.12.2018)
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Journal Article
Machine learning algorithms to predict stroke in China based on causal inference of time series analysis
Zheng, Qizhi, Zhao, Ayang, Wang, Xinzhu, Bai, Yanhong, Wang, Zikun, Wang, Xiuying, Zeng, Xianzhang, Dong, Guanghui
Published in BMC neurology (31.05.2025)
Published in BMC neurology (31.05.2025)
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Journal Article
Machine learning based screening of biomarkers associated with cell death and immunosuppression of multiple life stages sepsis populations
Yang, Jie, Ou, Fanyan, Li, Binbin, Zeng, Lixiong, Chen, Qiuli, Gan, Houyu, Yu, Jianing, Guo, Qian, Feng, Jihua, Zhang, Jianfeng
Published in Scientific reports (19.08.2025)
Published in Scientific reports (19.08.2025)
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Journal Article
Prediction and Evaluation of Machine Learning Algorithm for Prediction of Blood Transfusion during Cesarean Section and Analysis of Risk Factors of Hypothermia during Anesthesia Recovery
Ren, Wei, Li, Danmei, Wang, Jia, Zhang, Jinxi, Fu, Zhongliang, Yao, Yu
Published in Computational and mathematical methods in medicine (13.04.2022)
Published in Computational and mathematical methods in medicine (13.04.2022)
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Journal Article
Diagnosis and Classification of the Diabetes Using Machine Learning Algorithms
Theerthagiri, Prasannavenkatesan, Ruby, A. Usha, Vidya, J.
Published in SN computer science (01.01.2023)
Published in SN computer science (01.01.2023)
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Journal Article
Hybrid multivariate pattern analysis combined with extreme learning machine for Alzheimer’s dementia diagnosis using multi-measure rs-fMRI spatial patterns
Nguyen, Duc Thanh, Ryu, Seungjun, Qureshi, Muhammad Naveed Iqbal, Choi, Min, Lee, Kun Ho, Lee, Boreom
Published in PloS one (22.02.2019)
Published in PloS one (22.02.2019)
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Journal Article
Cervical cell classification with deep-learning algorithms
Xu, Laixiang, Cai, Fuhong, Fu, Yanhu, Liu, Qian
Published in Medical & biological engineering & computing (01.03.2023)
Published in Medical & biological engineering & computing (01.03.2023)
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Journal Article