RETRACTED ARTICLE: Single-cell omics and machine learning integration to develop a polyamine metabolism-based risk score model in breast cancer patients by Xiliang Zhang, Hanjie Guo, Xiaolong Li, Wei Tao, Xiaoqing Ma, Yuxing Zhang, Weidong Xiao

“…The SuperPC model (a constructed risk score) demonstrated high accuracy when predicting patient outcomes. …”
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Women’s satisfaction with the quality of antenatal care services rendered at public health facilities in Northwest Ethiopia: the application of partial proportional odds model by Amanu Aragaw Emiru, GD Alene, Gurmesa Tura Debelew

“…Objectives The study was aimed: (1) to describe the quality of antenatal care (ANC) at public health facilities in Northwest Ethiopia, including dimensions of the structure, process and outcome; and (2) to assess the relationship between ANC satisfaction and structure and process dimension of ANC quality.Design Cross sectional.Setting Healthcare facilities providing ANC services in Northwest Ethiopia.Participants 795 pregnant women attending the antenatal clinics at 15 public health facilities and 41 health workers working for the surveyed facilities.Outcome measures The outcome variable, women’s satisfaction with ANC, was constructed from multiple satisfaction items using principal component analysis on an ordered, categorical and three-point Likert scale. …”
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Harnessing AI for Enhanced Weather Prediction: A Focus on Rainfall by Hira Farman, Noman Islam, Noman Hasany

“…The abstract simply outlines the paper’s goal of constructing a durable rainfall prediction model based on a single classifier and the stacking method. …”
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SSRFSC flipping decoding algorithm based on critical simplification set for polar codes by GUO Rui, LIU Yang, HE Meilin, LIU Zhaoting, ZHAO Yinan

“…Firstly, the information bit of the longest repetition (REP) node in SSR was selected as candidate bit (CB), thus constructing a CSS based on SSR. Corresponding flip metrics and flip criterion were designed according to the decoding characteristics of SSR nodes. …”
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Ecological Water Demand Calculation with the Consideration of the Health of Fish Spawning Ground——A Case Study of Dongta Spawning Ground in Xijiang River by ZHOU Huabin, YU Chunxue, SU Meirong

“…Taking theDongta spawning ground in the Xijiang River Basin as the study area and four major Chinese carpsas the target species for the first time, this paper constructs the related suitability curve forthe hydrodynamic characteristic index, simulates the effects of factors such as flow velocity andwater depth on fish spawning grounds at different flow conditions by a two-dimensional riverhydrodynamic model, River2D, establishes the relationship between the flow conditions and weightedusable area (WUA) of four major Chinese carps habitats to determine the ecological water demand inthe study area. …”
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Quality of Life as Medicine: A Pilot Studyof Patients with Chronic Illness and Pain by Soren Ventegodt, Joav Merrick, JØrgen Anderson

“…An intensive 5-day quality-of-life (QoL) session was constructed based on a psychosomatic model. The session was comprised of teaching on philosophy of life, psychotherapy, and body therapy. …”
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The Effectiveness of Population Mass Screening to Oral Cancer: A Simulation Study by Chiu-Wen Su PhD, William Wang-Yu Su MD, Sam Li-Sheng Chen PhD, Tony Hsiu-Hsi Chen PhD, Tsui-Hsia Hsu MSc, Mu-Kuan Chen MD, PhD, Amy Ming-Fang Yen PhD

“…A hypothetical cohort of 8 million participants aged ≥30 years with cigaret smoking and/or betel quid chewing habits was constructed based on parameters extracted from studies on oral cancer screening. …”
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Effect of family support and work resources in the relationship of economic constraints and work volition: Evidence from China. by Lu Hai, Yang Wang, Man Shu, Mengxiao Zhang, Yijiao Wang

“…SPSS 21.0 and AMOS 24.0 were used to conducted a comprehensive analysis of the collected data, and investigate the relationships among latent variables and assess the goodness of fit of the observed indicators on their associated latent constructs. Additionally, we evaluated all the hypothesized direct and indirect effects.…”
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6-hydroxygenistein attenuates hypoxia-induced injury via activating Nrf2/HO-1 signaling pathway in PC12 cells by Pengpeng Zhang, Jie Zhang, Chuan Ma, Huiping Ma, Linlin Jing

“…The intersected targets were used for constructing PPI network and performing GO and KEGG functional analysis. …”
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Multi-scenario analysis of green water resource efficiency under carbon emission constraints in the Chengdu-Chongqing urban agglomeration, China: A system dynamics approach by Keyao Yu, Zhigang Li

“…Based on the theory of sustainable water resources management, this study then constructs a system dynamics (SD) model that divides GWRE into four subsystems: socio-economic, technological innovation, ecological environment, and water resources. …”
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Factors associated with treatment response in chronic nonbacterial osteomyelitis at a single center: a retrospective cohort study by Katherine D. Nowicki, Nathan D. Rogers, Carson L. Keeter, Nathan J. Donaldson, Jennifer B. Soep, Yongdong Zhao

“…Multiple linear and logistic regression models were constructed to predict total NSAID monotherapy days and the odds of needing second-line treatment, respectively. …”
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Chemometric Methods—A Valuable Tool for Investigating the Interactions Between Antifungal Drugs (Including Antifungal Antibiotics) and Food by Agnieszka Wiesner-Kiełczewska, Paweł Zagrodzki, Alicja Gawalska, Paweł Paśko

“…The input dataset comprised information from published clinical trials, chemical records, and calculations. We constructed PLS models with changes in the pharmacokinetic parameters (∆AUC, area under the curve; ∆C_max, maximum drug concentration; and ∆T_max, time to reach maximum drug concentration) after dietary intervention as the response parameters and eight groups of molecular descriptors (M1–M8) as the predictor parameters. …”
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Design and Experimental Research on Staggered Straw Cleaning Device for No-Till Seeding in Drip Irrigation Area by Panpan Yuan, Xingliang Zhu, Xuejun Zhang, Jia You, Jinshan Yan, Shilong Qiu

“…The quadratic regression model of the three sensitive parameters on the cleaning rate and the mass of straw returned in the drip irrigation coverage area was constructed and optimized. The optimal solutions were obtained: the forwarding speed was 9 km/h, the disc rake angle was 33.7°, and the lateral distance of the middle tine discs was 529 mm. …”
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Newton–Simpson-based predictor–corrector methods for milling chatter stability prediction by Yongjian Ji, Xiaokang Xu, Yulin Yang, Runnan Liu, Shuyao Liu, Zhenghu Yan

“…Finally, the state transition matrix is constructed based on the predictor–corrector scheme, and the stability lobe diagrams are obtained by applying Floquet theory. …”
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Deformation and movement characteristics of debris flow landslide: A case study of the Shaziba landslide in Enshi, China by Zijian SHI, Wen CHEN, Yifan SHENG, Guangli XU

“…To explore its kinematic features, such as velocity and displacement, during the Shaziba landslide’s sliding process and the evolving patterns of the landslide mass, a three-dimensional numerical model of the landslide was constructed using high-precision ortho-images obtained from unmanned aerial vehicles (drones). …”
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Dynamic Prediction Research of Silicon Content in Hot Metal Driven by Big Data in Blast Furnace Smelting Process under Hadoop Cloud Platform by Yang Han, Jie Li, Xiao-Lei Yang, Wei-Xing Liu, Yu-Zhu Zhang

“…Finally, the historical production big data of No. 1 blast furnace in Tangshan Iron Works II was analyzed during 2015.12.01~2016.11.30 using the reaction mechanism, control mechanism, and gray correlation model in the process of blast furnace iron-making, an essential sample set with input x1k,x2k−3,x3k−3,…,x18k,x19k−1 and output Sik+1 is constructed, and the dynamic prediction model of the content of [Si] in molten iron and the dynamic prediction model of [Si] fluctuation in the molten iron are obtained on the Hadoop platform by means of the structure and parallelized SVM solving algorithm. …”
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Identification and Validation of the Pyroptosis-Related Hub Gene Signature and the Associated Regulation Axis in Diabetic Keratopathy by Yi Cui, Li Wang, Wentao Liang, Li Huang, Shuting Zhuang, Hong Shi, Nuo Xu, Jianzhang Hu

“…A competing endogenous RNA network comprising 16 DEPRGs, 22 lncRNAs, 13 miRNAs, and 3 circRNAs was constructed. After PPI network, five hub genes (Nfkb1, Casp8, Traf6, Ptgs2, and Il18) were identified as upregulated in the diabetic group, and their expression was validated by RT-qPCR in streptozocin-induced rats. …”
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TMEM101 expression and its impact on immune cell infiltration and prognosis in hepatocellular carcinoma by Lingyun Kuang, Yilin Pang, Quangang Fang

“…A nomogram incorporating TMEM101 and tumor stage was constructed and assessed. Comparative analysis with four established HCC diagnostic biomarkers (AFP, EFNA3, MDK, and SMYD5) using ROC curve and time-dependent ROC curves demonstrated the diagnostic potential of TMEM101 in HCC. …”
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Analysis and prediction of atmospheric ozone concentrations using machine learning by Stephan Räss, Stephan Räss, Markus C. Leuenberger, Markus C. Leuenberger

“…Based on these results, we constructed various models and used them to predict ozone concentrations in Lugano for the period between January 1, 2024, and March 31, 2024; then, we compared the output of our models to the actual measurements and repeated this procedure for two NABEL stations situated in northern Switzerland (Dübendorf-Empa and Zürich-Kaserne). …”
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Quantitative risk assessment of rainstorm-induced flood disaster in Piedmont plain of Pakistan by Ming Chang, Kangchi Zhou, Xiangyang Dou, Fenghuan Su, Bo Yu

“…In this paper, in response to the inability to accurately predict the flood damage in the pre-hill plains region in previous studies, combined with the current Pakistan mega-flood disaster, will couple the impacts of various flood-inducing factors on flooding, construct a prediction model for the degree of inundation of the Pakistani pre-hill plains flood disaster, and combined with the distribution of regional bearers, analyze the risk-resistant capacity of different types of bearers, and draw a comprehensive risk map piece under the flooding disaster. …”
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