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Machine learning algorithms’ accuracy in predicting kidney disease progression: a systematic review and meta-analysis

by Lei, Nuo, Zhang, Xianlong, Wei, Mengting, Lao, Beini, Xu, Xueyi, Zhang, Min, Chen, Huifen, Xu, Yanmin, Xia, Bingqing, Zhang, Dingjun, Dong, Chendi, Fu, Lizhe, Tang, Fang, Wu, Yifan
Published in BMC medical informatics and decision making (01.08.2022)

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Machine learning algorithms for claims data‐based prediction of in‐hospital mortality in patients with heart failure

by König, Sebastian, Pellissier, Vincent, Hohenstein, Sven, Bernal, Andres, Ueberham, Laura, Meier‐Hellmann, Andreas, Kuhlen, Ralf, Hindricks, Gerhard, Bollmann, Andreas
Published in ESC Heart Failure (01.08.2021)

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Machine learning algorithms for the prediction of adverse prognosis in patients undergoing peritoneal dialysis

by Yang, Jie, Wan, Jingfang, Feng, Lei, Hou, Shihui, Yv, Kaizhen, Xu, Liang, Chen, Kehong
Published in BMC medical informatics and decision making (02.01.2024)

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Prediction of postoperative haemorrhage after cerebral tumour surgery using machine learning algorithms

by Göktürk, Yasin, Başarslan, Seyit Kağan, Göktürk, Şule, Kocaman, Hikmet, Yıldırım, Hasan
Published in BMC medical informatics and decision making (23.10.2025)

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Prediction the prognosis of the poisoned patients undergoing hemodialysis using machine learning algorithms

by Rahimi, Mitra, Afrash, Mohammad Reza, Shadnia, Shahin, Mostafazadeh, Babak, Evini, Peyman Erfan Talab, Bardsiri, Mohadeseh Sarbaz, Ramezani, Maral
Published in BMC medical informatics and decision making (06.02.2024)

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Machine Learning Algorithms to Predict Breast Cancer Recurrence Using Structured and Unstructured Sources from Electronic Health Records

by González-Castro, Lorena, Chávez, Marcela, Duflot, Patrick, Bleret, Valérie, Martin, Alistair G., Zobel, Marc, Nateqi, Jama, Lin, Simon, Pazos-Arias, José J., Del Fiol, Guilherme, López-Nores, Martín
Published in Cancers (13.05.2023)

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Comparing machine learning algorithms to predict 5-year survival in patients with chronic myeloid leukemia

by Shanbehzadeh, Mostafa, Afrash, Mohammad Reza, Mirani, Nader, Kazemi-Arpanahi, Hadi
Published in BMC medical informatics and decision making (06.09.2022)

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Derivation and validation of a clinical predictive model for longer duration diarrhea among pediatric patients in Kenya using machine learning algorithms

by Ogwel, Billy, Mzazi, Vincent H., Awuor, Alex O., Okonji, Caleb, Anyango, Raphael O., Oreso, Caren, Ochieng, John B., Munga, Stephen, Nasrin, Dilruba, Tickell, Kirkby D., Pavlinac, Patricia B., Kotloff, Karen L., Omore, Richard
Published in BMC medical informatics and decision making (15.01.2025)

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Development and comparison of machine learning-based models for predicting heart failure after acute myocardial infarction

by Li, Xuewen, Shang, Chengming, Xu, Changyan, Wang, Yiting, Xu, Jiancheng, Zhou, Qi
Published in BMC medical informatics and decision making (24.08.2023)

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In-hospital fall prediction using machine learning algorithms and the Morse fall scale in patients with acute stroke: a nested case-control study

by Choi, Jun Hwa, Choi, Eun Suk, Park, Dougho
Published in BMC medical informatics and decision making (01.11.2023)

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Machine learning-based models for the prediction of breast cancer recurrence risk

by Zuo, Duo, Yang, Lexin, Jin, Yu, Qi, Huan, Liu, Yahui, Ren, Li
Published in BMC medical informatics and decision making (29.11.2023)

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Machine learning for the prediction of 1-year mortality in patients with sepsis-associated acute kidney injury

by Li, Le, Guan, Jingyuan, Peng, Xi, Zhou, Likun, Zhang, Zhuxin, Ding, Ligang, Zheng, Lihui, Wu, Lingmin, Hu, Zhicheng, Liu, Limin, Yao, Yan
Published in BMC medical informatics and decision making (25.07.2024)

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The role of machine learning in developing non-magnetic resonance imaging based biomarkers for multiple sclerosis: a systematic review

by Hossain, Md Zakir, Daskalaki, Elena, Brüstle, Anne, Desborough, Jane, Lueck, Christian J., Suominen, Hanna
Published in BMC medical informatics and decision making (15.09.2022)

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Machine learning-based evaluation of prognostic factors for mortality and relapse in patients with acute lymphoblastic leukemia: a comparative simulation study

by Mehrbakhsh, Zahra, Hassanzadeh, Roghayyeh, Behnampour, Nasser, Tapak, Leili, Zarrin, Ziba, Khazaei, Salman, Dinu, Irina
Published in BMC medical informatics and decision making (16.09.2024)

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Electronic patient-reported outcomes and machine learning in predicting immune-related adverse events of immune checkpoint inhibitor therapies

by Iivanainen, Sanna, Ekstrom, Jussi, Virtanen, Henri, Kataja, Vesa V., Koivunen, Jussi P.
Published in BMC medical informatics and decision making (30.06.2021)

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Novel prognostication of patients with spinal and pelvic chondrosarcoma using deep survival neural networks

by Ryu, Sung Mo, Seo, Sung Wook, Lee, Sun-Ho
Published in BMC medical informatics and decision making (06.01.2020)

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An External-Validated Prediction Model to Predict Lung Metastasis among Osteosarcoma: A Multicenter Analysis Based on Machine Learning

by Li, Wenle, Liu, Wencai, Hussain Memon, Fida, Wang, Bing, Xu, Chan, Dong, Shengtao, Wang, Haosheng, Hu, Zhaohui, Quan, Xubin, Deng, Yizhuo, Liu, Qiang, Su, Shibin, Yin, Chengliang
Published in Computational intelligence and neuroscience (06.05.2022)

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Risk prediction of QTc prolongation occurrence in cancer patients treated with commonly used oral tyrosine kinase inhibitors: machine learning modeling or conventional statistical analysis better?

by Lin, Hsiang-Wen, Lin, Tien-Chao, Hsu, Chien-Ning, Yeh, Tzu-Pei, Chen, Yu-Chieh, Liu, Liang-Chih, Lin, Chen-Yuan
Published in BMC medical informatics and decision making (15.08.2025)

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Machine learning–based predictive model for post-stroke dementia

by Wei, Zemin, Li, Mengqi, Zhang, Chenghui, Miao, Jinli, Wang, Wenmin, Fan, Hong
Published in BMC medical informatics and decision making (11.11.2024)

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Utilizing machine learning models for predicting outcomes in acute pancreatitis: development and validation in three retrospective cohorts

by Gu, Kaier, Liu, Yang
Published in BMC medical informatics and decision making (11.07.2025)

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