Search Results - evaluation algorithms

Identifying the risk of Kawasaki disease based solely on routine blood test features through novel construction of machine learning models by Tzu-Hsien Yang, Ying-Hsien Huang, Yuan-Han Lee, Jie-Nan Lai, Kuang-Den Chen, Mindy Ming-Huey Guo, Yan Pan, Chun-Yu Chen, Wei-Sheng Wu, Ho-Chang Kuo

“…Additional explainable AI analyses revealed that several top predictive features in KDpredictor are consistent with prior clinical findings. We also evaluated KDpredictor on three independent cohorts collected in East Asia (Taiwan and China) during the COVID-19 period. …”
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Prognosticating salvage stereotactic radiosurgery outcomes in relapsed primary central nervous system lymphoma: A machine learning-driven decision tree analysis by Huili Zhao, Shenao Zhang, Lang Chen, Xin Liu, Aihong Cao, Peng Du

“…Model performance was evaluated using diagnostic metrics including accuracy (ACC), sensitivity, and specificity. …”
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The association between cerebral small vessel disease and unfavorable hematoma morphology in primary intracerebral hemorrhage by Wenqi Jiang, Xinyang Li, Yutao Tan, Wen Guo, Shihong Zhang, Bo Wu, Lu Ma, Ming Liu, Mangmang Xu

“…The combined hematoma morphology score (CHMS) was evaluated by allocating 1 point for the presence of each of the mentioned unfavorable hematoma morphology. …”
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Adaptive multi-view learning method for enhanced drug repurposing using chemical-induced transcriptional profiles, knowledge graphs, and large language models by Yudong Yan, Yinqi Yang, Zhuohao Tong, Yu Wang, Fan Yang, Zupeng Pan, Chuan Liu, Mingze Bai, Yongfang Xie, Yuefei Li, Kunxian Shu, Yinghong Li

“…To promote transparency and reproducibility, all data and codes used in this study were open-sourced, providing resources for processing CTPs, KG, and LLM-based similarity calculations, along with the complete AMVL algorithm and benchmarking procedures. By unifying diverse data modalities, AMVL offers a robust and scalable solution for accelerating drug discovery, fostering advancements in translational medicine and integrating multi-omics data. …”
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Diagnostic Accuracy of a Machine Learning-Derived Appendicitis Score in Children: A Multicenter Validation Study by Emrah Aydın, Taha Eren Sarnıç, İnan Utku Türkmen, Narmina Khanmammadova, Ufuk Ateş, Mustafa Onur Öztan, Tamer Sekmenli, Necip Fazıl Aras, Tülin Öztaş, Ali Yalçınkaya, Murat Özbek, Deniz Gökçe, Hatice Sonay Yalçın Cömert, Osman Uzunlu, Aliye Kandırıcı, Nazile Ertürk, Alev Süzen, Fatih Akova, Mehmet Paşaoğlu, Egemen Eroğlu, Gülnur Göllü Bahadır, Ahmet Murat Çakmak, Salim Bilici, Ramazan Karabulut, Mustafa İmamoğlu, Haluk Sarıhan, Süleyman Cüneyt Karakuş

“…A separate, prospectively collected external validation cohort of 3000 patients was used to assess model performance. The Random Forest algorithm was selected based on its superior performance during model comparison. …”
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A Clinical Case of Two-Stage Visual-Functional Rehabilitation of a Patient with Postinfectious Central Corneal Opacity in Combination with Mixed Astigmatism Using Laser Keratorefra... by N. V. Maychuk, I. A. Mushkova, M. R. Obraztsova

“…Introduction: to evaluate the clinical and functional results of two-stage treatment in a patient with post-infectious Central corneal opacity combined with mixed astigmatism.Patient and methods. …”
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Sexual dysfunction in anxiety disorders by M. I. Yagubov, I. Yu. Kan, N. V. Dobaeva, I. R. Ayriyants

“…In addition, the possible negative effect of pharmacotherapy on sexual function should be taken into account and evaluated at all stages of treatment in order to carry out timely correction. …”
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Developing a Prediction Model for Real-Time Incident Detection Leveraging User-Oriented Participatory Sensing Data by Md Tufajjal Hossain, Joyoung Lee, Dejan Besenski, Branislav Dimitrijevic, Lazar Spasovic

“…Additionally, multiple machine learning-based predictive models were developed and evaluated to forecast in real time whether Waze alerts correspond to actual incidents. …”
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Generative Adversarial and Transformer Network Synergy for Robust Intrusion Detection in IoT Environments by Pardis Sadatian Moghaddam, Ali Vaziri, Sarvenaz Sadat Khatami, Francisco Hernando-Gallego, Diego Martín

“…The model is trained and evaluated on the CIC-IoT-2023 and TON_IoT dataset, which contains a diverse range of real-world IoT traffic and attack scenarios. …”
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Using individual tractor wheel drive through electric traction by А. V. Bizhaev, S. M. Vetrova, A. S. Barchukova, N. S. Krivyh

“…(Research purpose) The study aims to evaluate the feasibility of using electric traction for individual drive systems in tractor wheels. …”
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Bladder drainage methods for acute urinary retention due to benign prostatic hyperplasia: patient-preference analysis by A. I. Volnukhin, D. Yu. Pushkar, V. A. Malkhasyan

“…Due to the high efficiency and safety of intermittent catheterization, this method should be introduced into clinical practice based on the proposed algorithm.…”
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Cost-effectiveness analysis of best management practices for non-point source pollution in watersheds: A review by CHANG Jian, YU Jie, WANG Fei’er, ZHENG Siyuan

“…Since few studies on research progress of BMPs cost-effectiveness analysis have been reported in China, methods of cost-effectiveness analysis were illustrated in this paper, to provide the foundation for the further research.Recently, relevant researchers have used empirical calculation methods and economic models to estimate costs of BMPs, and non-point source pollution model was developed to evaluate environmental benefits. According to the accounting results, two optimization criteria, namely cost minimization and benefit maximization, were employed to screen for the most cost effective measures. …”
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CLINICAL PRESENTATION FEATURES IN THE ORAL CAVITY PATIENTS WITH GASTROESOPHAGEAL REFLUX DISEASE by O.P. Kerzyuk, N.M. Rozhko, A.V. Kindrat

“…The prospect of our further research will be to develop an algorithm for diagnosis and treatment of oral GERD manifestations and secondary dental disease prevention. …”
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Mesenteric panniculitis in rheumatologist practice by O. N. Egorova, A. V. Datsina

“…Given the polymorphism of clinical manifestations, including systemic ones, it is of interest to look at the problem of MPn from the perspective of a rheumatologist.Objective: to evaluate the clinical and laboratory features of MPn in modern rheumatological practice.Material and methods. …”
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Methods of creating a multimedia online gallery by Є.М. Грабовський

“…As a further direction of this study, it is proposed to consider the creation of a methodology for evaluating the effectiveness of the development of a multimedia online gallery.…”
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Modeling of snow cover on glaciers of the Caucasus and Kamchatka Peninsula by I. M. Sushintsev, E. D. Drozdov, P. A. Toropov, V. N. Mikhalenko, M. A. Vorobiev, A. G. Hayredinova

“…The paper evaluates the possibility of using a computing complex that includes a SNOWPACK model and an algorithm for calculating orographic precipitation addition to reproduce snow cover in mountainous areas. …”
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Pathogenetic and substitution correction of anemia in patients with malignant neoplasms by N. A. Romanenko, A. E. Alborov, S. S. Bessmeltsev, E. R. Shilova, S. V. Voloshin, A. V. Chechetkin

“…The doctor can prescribe effective pathogenetic therapy after evaluating the mechanisms of anemia development in this category of patients. …”
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Examining and classifying reasons for missing viral loads among adults living with HIV: An extended outcome investigation and ascertainment approach in Western Kenya. by Harriet Fridah Adhiambo, Jayne Lewis-Kulzer, Edwin Nyagesoa, Sarah Gimbel, Eliud Akama, Dorothy Mangale, Lina Montonya, Ingrid Eshun-Wilson, Sarah Iguna, Everlyne Nyandieka, Elizabeth Bukusi, Lisa Abuogi, Thomas Odeny, Maya L Petersen, Elvin H Geng

“…This study systematically evaluated provider (e.g., guideline non-adherence), system (e.g., laboratory error) and participant-level (e.g., refusal) drivers of missed viral load (VL) monitoring measurements among people with HIV in Kenya. …”
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Express Immunochromatographic Detection of Rotavirus and Adenovirus Antigens in Pre-Hospital Differential Diagnosis of Acute Abdominal Pain in Children by Ekaterina A. Romanova, Leyla S. Namazova-Baranova, Elena Yu. Dyakonova, Aleksey Yu. Romanov, Kazbek S. Mezhidov, Zharadat I. Dohshukaeva

“…The assessment of the condition of a child with acute abdominal pain and a diagnostic search algorithm at the prehospital stage determine the further routing of the patient and the timeliness of healthcare delivery. …”
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Radiological Semiotics of Different Types of Nontuberculous Pulmonary Mycobacterioses by R. B. Amansakhedov, L. I. Dmitrieva, T. G. Smirnova, A. D. Egorova, A. E. Ergeshov

“…Objective: to determine, evaluate, and describe different radiological patterns of microbiologically identified nontuberculous pulmonary mycobacterioses (NTPM) based on multislice computed tomography data.   …”
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