LightEnsemble-Guard: An Optimized Ensemble Learning Framework for Securing Resource-Constrained IoT Systems by Muhammad Usama Tanveer, Kashif Munir, Madiha Amjad, Hasan J. Alyamani, Amine Bermak, Atiq Ur Rehman

“…LightEnsemble-Guard integrates three lightweight classifiers LightGBM, XGBoost, and Extra Trees using a majority voting mechanism to improve detection performance on highly imbalanced datasets without burdening system resources. …”
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Wheat disease recognition method based on the SC-ConvNeXt network model by Tianliang Dong, Xiao Ma, Bin Huang, Wenyu Zhong, Qingan Han, Qinghai Wu, You Tang

“…Furthermore, by introducing the Focal Loss function, the model addresses the imbalance in the quantity of easy and difficult-to-classify samples. The dataset used in this study comes from the ‘Smart Agriculture’ platform of Jilin Agricultural Science and Technology College, including images of three wheat diseases and healthy wheat. …”
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A stacked ensemble approach to detect cyber attacks based on feature selection techniques by Wahida Ferdose Urmi, Mohammed Nasir Uddin, Md Ashraf Uddin, Md. Alamin Talukder, Md. Rahat Hasan, Souvik Paul, Moumita Chanda, John Ayoade, Ansam Khraisat, Rakib Hossen, Faisal Imran

“…We propose a novel stacked ensemble classification approach, combining Random Forest, XGBoost, and Extra-Trees classifiers with a Logistic Regression meta-model. …”
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Tradition Mills’ Picholine Olive Oil Physicochemical Characterization and Chemical Profiling across Different Cities in Morocco by Hamza El Moudden, Yousra El Idrissi, Chakir El Guezzane, Walid Belmaghraoui, Adil El Yadini, Hicham Harhar, Mohamed Tabyaoui

“…These results, along with the physicochemical assays, helped classify the oils studied into three categories: extra virgin, virgin, and ordinary virgin olive oils. …”
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The sirac - contribution to the technology knowledge, composition and quality by Sonja Bijelac, Zlatan Sarić, Marko Stanišić

“…Average score for all ten cheeses was 18.3 points and 5 samples were classified as extra and 5 as 1st class. …”
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DNA barcoding deep-water zooplankton from the Gulf of Alaska, North Pacific Ocean by Jennifer M. Questel, Caitlin A. Smoot, Allen G. Collins, Allen G. Collins, Dhugal J. Lindsay, Russell R. Hopcroft

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Clinical examination of patients with late-onset Pompe disease: typical and not typical symptoms and signs by S. S. Nikitin

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Pheochromocytoma: an updated scoping review from clinical presentation to management and treatment by J. S. Saavedra T., Humberto Alejandro Nati-Castillo, L. A. Valderrama Cometa, Wilfredo A. Rivera-Martínez, Josué Asprilla, C. M. Castaño-Giraldo, Leonardo Sánchez S., Mishell Heredia-Espín, Marlon Arias-Intriago, Juan S. Izquierdo-Condoy

“…Recent advances in genetic research have classified PPGLs into three molecular clusters: pseudohypoxia-related, kinase-signaling, and WNT-signaling pathway variants. …”
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An ensemble strategy for piRNA identification through hybrid moment-based feature modeling by Mansoor Ahmed Rasheed, Tamim Alkhalifah, Fahad Alturise, Yaser Daanial Khan

“…Bagging, boosting, and stacking based ensemble classification approaches were employed during the study. Classifiers such as Random Forest (RF), Extra Trees (ET), and Decision Tree were utilized in the Bagging approach. …”
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Association between hematocrit in the first two hours of life and retinopathy during prematurity: a retrospective study from DRYAD by Xiaohui Kong, Huabin Wang, Ru Yang, Min Zhang, Chengshuai Li, Rui Zhang, Lihua Wei, Jing Xu, Xueyun Ren

“…Sex differences, the rate of multiples, and delivery mode between the two groups were not statistically significant (p > 0.05). We classified HCT2h into three levels, and after multivariate logistic regression, we found that high HCT2h remained a significant protective factor against ROP (p < 0.001). …”
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Helicobacter pylori and the immune system: Genetics, epigenetics and treatment aspects by Batool H. Alfurjani, Salsabeel H. Sabi, Ammar M. Almaaytah, Majd M. Masadeh, Ahmad K. Abualhaijaa

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Energy-Efficient Bridge Detection Algorithms for Wireless Sensor Networks by Orhan Dagdeviren, Vahid Khalilpour Akram

“…The energy saving of our algorithms is up to 4.3 times, while it takes less time in most of the situations.…”
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Diagnostic and therapeutic approach to acute blood pressure elevations: results of an international survey among excellence centres of the European society of hypertension by Giacomo Buso, Thomas Weber, Christos Fragoulis, Guido Grassi, Claudia Agabiti-Rosei, Christian Delles, Michalis Doumas, Massimo Salvetti, Reinhold Kreutz, Konstantinos Tsioufis, Maria Lorenza Muiesan

“…HU was correctly defined as a severe BP elevation without acute clinically symptomatic hypertension-mediated organ damage (A-HMOD) by 45.3% of respondents. Small cuffs were available to 79.7% and extra-large cuffs to 70.3% of respondents.. …”
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Deep learning radiomics based on multimodal imaging for distinguishing benign and malignant breast tumours by Guoxiu Lu, Guoxiu Lu, Ronghui Tian, Wei Yang, Ruibo Liu, Dongmei Liu, Zijie Xiang, Guoxu Zhang

“…We tested the performance of seven classifiers, namely, SVM, KNN, random forest, extra trees, XGBoost, LightGBM, and LR, on different feature models. …”
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An Actual Insight into the Pathogenic Pathways of Ankylosing Spondylitis by Emilia-Daniela Păsăran, Andreea Elena Diaconu, Corina Oancea, Andra-Rodica Bălănescu, Sorina Maria Aurelian, Corina Homentcovschi

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Atypical Growth Pattern of an Intraparenchymal Meningioma by Zhen Zeng, Tijiang Zhang, Yihua Zhou, Xiaoxi Chen

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Veterinary-sanitary assessment of milk production by L. O. Tarasenko, V. O. Rud, V. Yu. Voytsechivskyi, V. O. Pechkurova

“…The conductivity of milk in samples 1 and 3 was higher than the norm by 4.44 %. The studies proved that the milk of samples 1, 2, 3, 4 and 7 met the requirements of DSTU 3662 2018 “Raw cow's milk”, according to the content of somatic cells was classified as extra grade. …”
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Physicochemical Analysis of Honey Produced and Sold in the Municipality of Senhor do Bonfim, Bahia by Willhams Andrade Silva, Claudete Maria da Silva Moura, Alessandra Oliveira de Araújo, Laianne Oliveira Santos, Rafael Abílio de Sousa Silva, Paulo Leonardo Lima Ribeiro, Glayciane Costa Gois

“…The honeys were classified as having a color between extra light amber and light amber. …”
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Asymptomatic Preclinical Rheumatoid Arthritis-Associated Interstitial Lung Disease by Juan Chen, YongHong Shi, XiaoPing Wang, Heqing Huang, Dana Ascherman

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Rapid Progression of Red Itchy Rash, Diagnostic Dilemma by Uma Keyal, Gopi Aryal, Sanju Babu Shrestha, Anil Kumar Bhatta

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