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    Predictive modeling of adolescent suicidal behavior using machine learning: Key features and algorithmic insights by Priya Metri, Swetta Kukreja

    Published 2025-12-01
    “…This review highlights existing gaps in cross-cultural generalization and calls for the development of interpretable and hybrid models for improved risk prediction.This review aims to conduct a comprehensive examination of the etiological factors contributing to the development of suicidal thoughts in students, with the goal of enabling early detection through the application of AI and machine learning techniques.This paper aims to review the current state-of-the-art, highlight the limitations, and emphasizes the need to shift toward hybrid and ensemble deep learning models, which have shown early promise but lack extensive analysis in current literature.…”
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    Predictive analytics of complex healthcare systems using deep learning based disease diagnosis model by Muhammad Kashif Saeed, Alanoud Al Mazroa, Bandar M. Alghamdi, Fouad Shoie Alallah, Abdulrhman Alshareef, Ahmed Mahmud

    Published 2024-11-01
    “…This manuscript proposes the Predictive Analytics of Complex Healthcare Systems Using the DL-based Disease Diagnosis Model (PACHS-DLBDDM) method. …”
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    Modification of TIMI Score as a Predictive Model for 30-Day Mortality in Young STEMI Patients by M. Tasrif Mansur, Muhammad Yamin, Lusiani Rusdi, Murdani Abdullah, Birry Karim, C. Martin Rumende, Maruhum Bonar H. Marbun, Hamzah Shatri

    Published 2023-12-01
    “…Multivariate analysis was conducted to obtain a new prediction model, and the model’s discriminatory performance was assessed using the area under the ROC curve (AUC), and model calibration was modified using the Hosmer-Lemeshow test. …”
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    Development of a predictive risk model for all-cause mortality in patients with diabetes in Hong Kong by William Ka Kei Wu, Tong Liu, Ian Chi Kei Wong, Qingpeng Zhang, Jiandong Zhou, Sharen Lee, Keith Sai Kit Leung, Kamalan Jeevaratnam, Wing Tak Wong

    Published 2021-03-01
    “…The predictive and modeling capabilities of machine/deep learning survival analysis achieved more accurate predictions.…”
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    Self-Triggered Model Predictive Control for Linear Systems Based on Transmission of Control Input Sequences by Koichi Kobayashi

    Published 2016-01-01
    “…In this paper, a self-triggered model predictive control (MPC) method for discrete-time linear systems with disturbances is proposed. …”
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    Construction and Validation of a Predictive Model for the Risk of Ventilator-Associated Pneumonia in Elderly ICU Patients by Shuhua Li, Linping Shang, Lirong Yuan, Wei Li, Hongyun Kang, Wenting Zhao, Xiaojuan Han, Danxia Su

    Published 2023-01-01
    “…Conclusion. The model could effectively predict the occurrence of VAP in elderly patients with MV in ICUs. …”
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    A monthly sub-national Harmonized Food Insecurity Dataset for comprehensive analysis and predictive modeling by Melissande Machefer, Michele Ronco, Anne-Claire Thomas, Michael Assouline, Melanie Rabier, Christina Corbane, Felix Rembold

    Published 2025-05-01
    “…The scientific community can also leverage the HFID to develop data-driven predictive models, enhancing the capacity to forecast and prevent future food crises.…”
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    Advancements in Predictive Maintenance: A Bibliometric Review of Diagnostic Models Using Machine Learning Techniques by Nontuthuzelo Lindokuhle Vithi, Colin Chibaya

    Published 2024-12-01
    “…This review provides valuable insights for researchers and engineers, guiding the selection of appropriate diagnostic models and highlighting opportunities for future research. …”
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    A Novel Fuzzy Model Predictive Control of a Gas Turbine in the Combined Cycle Unit by Guolian Hou, Linjuan Gong, Xiaoyan Dai, Mengyi Wang, Congzhi Huang

    Published 2018-01-01
    “…Therefore, aiming at higher control performance of the gas turbine in the gas-steam combined cycle process, a novel fuzzy model predictive control (FMPC) strategy based on the fuzzy selection mechanism and simultaneous heat transfer search (SHTS) algorithm is presented in this paper. …”
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