Interpretable machine learning-based prediction of 28-day mortality in ICU patients with sepsis: a multicenter retrospective study by Li Shen, Li Shen, Jiaqiang Wu, Jianger Lan, Chao Chen, Yi Wang, Zhiping Li

“…Five machine learning algorithms including logistic regression (LR), decision tree (DT), extreme gradient boosting (XGBoost), support vector machine (SVM), and light gradient boosting machine (lightGBM) were employed to construct models using 10-fold cross-validation. …”
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Design and analysis of a photovoltaic‐powered charging station for plug‐in hybrid electric vehicles in college campus by Sureshbabu, Suresh Padmanabhan, Ganesan Subramanian, Albert Alexander Stonier, Geno Peter, Vivekananda Ganji

“…With a growing number of electric vehicles (EVs) on the road, implementation of efficient and well‐organised charging stations is extremely indispensable. The authors investigate the feasibility of creating a charging station for plug‐in‐hybrid EVs at an educational institution, E.G.S. …”
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Excitation of ULF, ELF, and VLF Resonator and Waveguide Oscillations in the Earth–Atmosphere–Ionosphere System by Lightning Current Sources Connected with Hunga Tonga Volcano Erupt... by Yuriy G. Rapoport, Volodymyr V. Grimalsky, Andrzej Krankowski, Asen Grytsai, Sergei S. Petrishchevskii, Leszek Błaszkiewicz, Chieh-Hung Chen

“…The response of the lithosphere (Earth)–atmosphere–ionosphere–magnetosphere system to unprecedented lightning currents is theoretically investigated at low frequencies, including ultra low frequency (ULF), extremely low frequency (ELF), and very low frequency (VLF) ranges. …”
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Comprehensive Medical and Psychological Rehabilitation in War Trauma (clinical case) by O.A. Panchenko, A.V. Kabantseva, O.O. Zhogina, I.A. Serdyuk

“…., 65 years old, sustained a mine-blast injury (MBI) to the right upper limb extremity during shelling. The optimal restoration of the functions of the upper injured limb and the patient's health (physical, somatic, mental) was carried out according to the algorithm of comprehensive medical and psychological clinical rehabilitation. …”
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The Genetic Landscape of Human Glioblastoma and Matched Primary Cancer Stem Cells Reveals Intratumour Similarity and Intertumour Heterogeneity by Chiara Pesenti, Stefania Elena Navone, Laura Guarnaccia, Andrea Terrasi, Jole Costanza, Rosamaria Silipigni, Silvana Guarneri, Nicola Fusco, Laura Fontana, Marco Locatelli, Paolo Rampini, Rolando Campanella, Silvia Tabano, Monica Miozzo, Giovanni Marfia

“…Despite countless experimental researches for new therapeutic strategies and promising clinical trials, the prognosis remains extremely poor, with a mean survival of less than 14 months. …”
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Machine learning analysis of emerging risk factors for early-onset hypertension in the Tlalpan 2020 cohort by Mireya Martínez-García, Guadalupe O. Gutiérrez-Esparza, Guadalupe O. Gutiérrez-Esparza, Manlio F. Márquez, Manlio F. Márquez, Luis M. Amezcua-Guerra, Enrique Hernández-Lemus, Enrique Hernández-Lemus

“…Data on sociodemographic, lifestyle, anthropometric, clinical, and biochemical variables were collected through standardized questionnaires as well as clinical and laboratory assessments. Extreme Gradient Boosting (XGBoost), Logistic Regression (LG) and Support Vector Machines (SVM) were employed to evaluate the relationship between these factors and hypertension risk.ResultsThe Random Forest (RF) Importance Percent was calculated to assess the structural relevance of each variable in the model, while Shapley Additive Explanations (SHAP) analysis quantified both the average impact and direction of each feature on individual predictions. …”
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Study on the Mechanism and Control of Rock Burst of Coal Pillar under Complex Conditions by Xingping Lai, Huicong Xu, Jingdao Fan, Zeyang Wang, Zhenguo Yan, Pengfei Shan, Jie Ren, Shuai Zhang, Yanbin Yang

“…At the same time, in order to accurately reflect the true stress environment of coal pillars, the author conducted a physical similarity simulation experiment in the laboratory to study the local mining process of the W1123 working face, and it is found that under the condition of extremely thick and hard roof, the roof will be formed in the gob, the mechanical model of roof hinged structurer is constructed and analyzed, and the results show that the horizontal thrust of roof structure increases with the increase of rotation angle. …”
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Machine learning algorithms in constructing prediction models for assisted reproductive technology (ART) related live birth outcomes by Junwei Peng, Xiaoyujie Geng, Yiyue Zhao, Zhijin Hou, Xin Tian, Xinyi Liu, Yuanyuan Xiao, Yang Liu

“…Four machine learning (ML) algorithms including random forest, extreme gradient boosting, light gradient boosting machine and binary logistic regression were used to construct prediction models. …”
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Validation of the efficacy of the porous medium model in hemodynamic analysis of iliac vein compression syndrome by Lingling Wei, Ke Hu, Jiaqiu Wang, Shuang Zhang, Xiaoxiao Yang, Yuanli Chen, Chenshu Li, Xinwu Lu, Kaichuang Ye, Peng Qiu, Yanqing Zhan, Yanqing Zhan

“…Iliac Vein Compression Syndrome (IVCS) is a common risk factor for deep vein thrombosis in the lower extremities. The objective of this study was to investigate whether employing a porous medium model to simulate the compressed region of an iliac vein could improve the reliability and accuracy of Computational Fluid Dynamics (CFD) analysis outcomes of IVCS. …”
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BIMSSA: enhancing cancer prediction with salp swarm optimization and ensemble machine learning approaches by Pinakshi Panda, Sukant Kishoro Bisoy, Amrutanshu Panigrahi, Abhilash Pati, Bibhuprasad Sahu, Zheshan Guo, Haipeng Liu, Prince Jain

“…To optimize feature space, five separate machine learning classifiers, Support Vector Machine (SVM), Random Forest (RF), Extreme Learning Machine (ELM), AdaBoost, and XGBoost, were applied as the base learners. …”
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Evaluation of Expanded Clay and Tuff as Lightweight Agents in Concrete Stabilized with Nopal Mucilage and Aloe Vera by Daniel Mendoza-Goden, Rocio Rafaela Gallegos-Villela, Pedro Flores-Becerra, Josue Francisco Perez-Sanchez, Edgardo Jonathan Suarez-Dominguez, Arturo Palacio-Perez

“…Mixtures with aloe vera exhibited extreme water absorption (up to 11.472%) and varying consistency, from fluid (“spreads”) with tuff to workable with expanded clay. …”
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Case report: Atypical young case of MV1 Creutzfeldt-Jakob disease with unusually long survival by Lucie Yeongran Ahn, Mark L. Cohen, Mark L. Cohen, Ignazio Cali, Ignazio Cali, Tia Russell, Jessica Ludwig, Xun Jia, Alberto Bizzi, Lawrence B. Schonberger, Ryan A. Maddox, Rohini Paul, Tania C. Ghazarian, Jaspreet Garcha, Mostafa Hammoudi, Brian Stephen Appleby, Brian Stephen Appleby, Brian Stephen Appleby, Brian Stephen Appleby

“…Though the median age at onset and disease duration vary depending on the subtype of sporadic CJD (sCJD), the disease typically affects middle-aged to elderly individuals with a median survival of 4–6 months. sCJD in younger individuals is extremely rare. Here, we present a 21-year-old female who died with a sporadic prion disease. …”
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Exploring the Effects of <i>Gracilaria lemaneiformis</i> Polysaccharides on the Fecal Microbiota and Fecal Metabolites of Fattening Pigs Based on 16S rDNA and Metabolome Sequencing by Mingyang Jia, Qiang Ma, Hongjun Wang, Xiangzhou Yan, Lei Wang, Baosong Xing, Qingxia Lu, Jing Wang

“…The abundances of hazardous bacteria such as Proteobacteria at the phylum level and <i>Shigella</i> at the genus level were extremely significantly decreased (<i>p</i> < 0.01) and those of beneficial bacteria such as Firmicutes at the phylum level (<i>p</i> < 0.01), <i>Clostridium</i> at the genus level (<i>p</i> < 0.01), and <i>Lactobacillus</i> at the genus level (<i>p</i> < 0.05) were significantly increased in the GLP group compared with the NC group. …”
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Phytochemicals and Antioxidant Activity of Microalgae <I>Dunaliella salina</I> and <I>Botryococcus braunii</I> by Ali Ridlo, Delianis Pringgenies, Ribka Anindita Br Perangin-angin, Dafit Ariyanto

“…The microalgal species used in this study exhibited extremely weak antioxidant activity.…”
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Molecular Mechanisms of Neurodegeneration Related to C9orf72 Hexanucleotide Repeat Expansion by Mirjana Babić Leko, Vera Župunski, Jason Kirincich, Dinko Smilović, Tibor Hortobágyi, Patrick R. Hof, Goran Šimić

“…Two clinically distinct diseases, amyotrophic lateral sclerosis (ALS) and frontotemporal dementia (FTD), have recently been classified as two extremes of the FTD/ALS spectrum. The neuropathological correlate of FTD is frontotemporal lobar degeneration (FTLD), characterized by tau-, TDP-43-, and FUS-immunoreactive neuronal inclusions. …”
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Progress in voluntary medical male circumcision for HIV prevention supported by the US President’s Emergency Plan for AIDS Relief through 2017: longitudinal and recent cross-sectio... by Carlos Toledo, Melissa Habel, Stephanie M Davis, Jonas Z Hines, Jonathan M Grund, Renee Ridzon, Brittney Baack, Jonathan Davitte, Anne Thomas, Valerian Kiggundu, Naomi Bock, Paran Pordell, Caroline Cooney, Irum Zaidi

“…The non-trivial proportion of clients not testing for HIV is expected, and may be reassuring that testing is not being presented as mandatory for access to circumcision, or in some cases reflect test kit stockouts or recent testing elsewhere. While VMMC is extremely safe, achieving the highest possible follow-up rates for early diagnosis and intervention on complications is crucial, and programmes continue to work to raise follow-up rates. …”
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Distribution of Tunisian beet wild relatives (Beta sp.) according to morphological characteristics and eco-geographical origin by Kaouther Ben Mahmoud, Najla Mezghani, Youssef Ouakrim, Neila Mezghani, Noura Jemai, Ahmed Jemmali

“…The observed eco-geographic distribution patterns suggest that these wild relatives are highly adaptable to diverse and even extreme conditions (salinity, heat, and drought), highlighting their potential as resilient gene sources for beet breeding under the challenges of accelerating climate change.…”
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Prioritization of potential pharmacological targets for the development of anti-hepatocarcinoma drugs modulating the extrinsic apoptosis pathway: the reconstruction and analysis... by P. S. Demenkov, E. A. Antropova, A. V. Adamovskaya, E. I. Mishchenko, T. M. Khlebodarova, T. V. Ivanisenko, N. V. Ivanisenko, A. S. Venzel, I. N. Lavrik, V. A. Ivanisenko

“…Hepatocellular carcinoma (HCC) is a common severe type of liver cancer characterized by an extremely aggressive course and low survival rates. …”
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A Rare Pediatric Giant Cell Tumor of the Clivus Bone, H3.3 p.Gly35Trp-mutated: Case Report and Mini-review of the Literature by Gabriele Gaggero, Teresa Battaglia, Virginia Andreotti, Andrea Rossi, Marta Ingaliso, Davide Taietti, Claudia Milanaccio, Gianluca Piatelli, Valerio Gaetano Vellone

“…Introduction: Giant cell tumor of bone (GCTB) is a rare, typically benign neoplasm that primarily affects long bones in adults, with clival involvement being extremely rare, particularly in pediatric cases: a mini-review shows a total of 28 described cases, of which only 5 were truly pediatric (within 14 years of age). …”
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Prevalence and Characterization of Psychological Trauma in Patients with Fibromyalgia: A Cross-Sectional Study by Itxaso Gardoki-Souto, Diego Redolar-Ripoll, Marta Fontana, Bridget Hogg, María José Castro, Josep M. Blanch, Fabiola Ojeda, Aleix Solanes, Joaquim Radua, Alicia Valiente-Gómez, Roser Cirici, Víctor Pérez, Benedikt L. Amann, Ana Moreno-Alcázar

“…Our data also supports FM patients experiencing further retraumatization as they age, with an extremely high prevalence of current PTSD in our sample. …”
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