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    Predicting Remaining Useful Life of Induction Motor Bearings from Motor Current Signatures Using Machine Learning by Nurul Zahirah Zulkifli, Bhukya Ramadevi, Kishore Bingi, Rosdiazli Ibrahim, Madiah Omar

    Published 2025-05-01
    “…A machine learning model is employed to classify the health status of motor bearings and estimate their RUL based on extracted signal features. …”
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    Machine learning algorithms for prediction of cerebrospinal fluid leakage after posterior surgery for thoracic ossification of the ligamentum flavum by Ruizhou Guo, Ben Liu, Yunqi Wu, Yilu Zhang, Xiyang Wang, Dingyu Jiang, Zheng Liu

    Published 2025-07-01
    “…A SMOTE-enhanced, isotonic-calibrated SVM provides accurate and reliable CSFL risk estimation in TOLF patients and is freely available as an online tool ( https://github.com/DebtVC2022/CSFL_predict ). The model supports preoperative risk stratification, patient counselling, and peri-operative management, yet requires prospective, multicentre validation to establish broad clinical utility.…”
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