Development of a machine learning model related to explore the association between heavy metal exposure and alveolar bone loss among US adults utilizing SHAP: a study based on NHAN... by Jiayi Chen

“…Logistic Regression (LR), Support Vector Machines (SVM), Random Forest (RF), K-Nearest Neighbor (KNN), Decision Tree (DT), and XGboost were used to construct the ML model. Accuracy, Area Under the Receiver Operating Characteristic Curve (AUC), Precision, Recall, and F1 score were used to select the optimal model for further analysis. …”
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Predicting 28-day all-cause mortality in patients admitted to intensive care units with pre-existing chronic heart failure using the stress hyperglycemia ratio: a machine learning-... by Xiao-han Li, Xing-long Yang, Bin-bin Dong, Qi Liu

“…Prediction models were constructed using machine learning algorithms. A total of 913 patients were enrolled. …”
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Transcriptome, miRNA, and degradome sequencing reveal the leaf stripe (Pyrenophora graminea) resistance genes in Tibetan hulless barley by Yue Wang, Qian Hu, Youhua Yao, Yongmei Cui, Yixiong Bai, Likun An, Xin Li, Baojun Ding, Xiaohua Yao, Kunlun Wu

“…Based on the above research results, we constructed a Protein-Protein Interaction (PPI) network of barley leaf stripe resistance. …”
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Understanding the clinical and molecular epidemiological characteristics of carbapenem-resistant Acinetobacter baumannii infections within intensive care units of three teaching ho... by Pengyu Zhang, Jingchen Hao, Yafen Zhang, Junfeng Su, Guozhuang Sun, Jun Xie, Jian Hu, Guocai Li

“…Phylogenetic tree was constructed to analyze the genetic relationship of isolates. …”
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Optic Nerve Head Hemoglobin Levels in Glaucoma: A Structural and Functional Correlation Study by Janaina A. G. Rocha, Diego T. Dias, Maria Betânia C. Lemos, Fábio N. Kanadani, Augusto Paranhos, Carolina P. B. Gracitelli, Tiago S. Prata

“…Scatter plots were constructed, and regression analysis was used to investigate the correlations between GDF, average pRNFL thickness, and VF mean deviation (VFMD) index values. …”
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Unusual hypertrophic cardiomyopathy: case report of an early onset wild-type ATTR amyloidosis accompanied by a chromosomal duplication involving the MYH6 and MYH7 gene by Jassin Hamidi, Yvonne Hanel, Sven Dittmann, Wanda Maria Gerding, Huu Phuc Nguyen, Karin Klingel, Eric Schulze-Bahr

“…This highlights the extreme rarity of this condition, making it challenging to ascertain the extent to which a presumably mutated hybrid myosin gene construct or the TTR amyloid fibrils contribute to stiffness, tissue fibrosis, and cardiac dysfunction. …”
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The Effectiveness of Rapamycin Combined with Eltrombopag in Murine Models of Immune-Mediated Bone Marrow Failure by Shaoxue Ding, Xiaowei Liang, Tian Zhang, Rong Fu

“…In this study, an immune attack-mediated AA mouse model was constructed by total body irradiation (TBI) and allo-lymphocyte infusion. …”
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Analysis of the interaction mechanism between straw soil rotary tillage blade during rotary tillage process by Zhaojie Wang, Xiangyu Li, Junwei Li, Yuntao Qiu, Tianlong Gu, Hailong Wang

“…Based on EDEM software, we constructed a soil-rotary tillage cutter-straw interaction model, carried out straw-soil-rotary tillage cutter interaction mechanism analysis. …”
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The Mycoplasma hyopneumoniae protein Mhp274 elicits mucosal and systemic immune responses in mice by Mengqi Xie, Zhongshun Huang, Yun Zhang, Yujie Gan, Huiying Li, Dan Li, Honglei Ding

“…Finally, lymphocyte proliferation after stimulation with corresponding proteins or crude extract of M. hyopneumoniae J strain was assessed.ResultsWe successfully constructed recombinant bacteria expressing rMhp170, rMhp274, and rMhp336. …”
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Immunometabolic alterations in type 2 diabetes mellitus revealed by single-cell RNA sequencing: insights into subtypes and therapeutic targets by Huahua Li, Lingling Zou, Zhaowei Long, Junkun Zhan, Junkun Zhan

“…Machine learning models were constructed to classify T2DM subtypes based on metabolic signatures, and T-cell-monocyte interactions were explored to assess immune crosstalk. …”
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Study on the protective effect of naringin-regulated lncRNA GAS5 against mitochondrial apoptosis in osteoarthritic chondrocytes by LIN Qin, ZHU Yingkai, LIN Yanming, LAN Shujie, CHEN Changxing, FU Changlong

“…ObjectiveTo investigate the protective effect of naringin on mitochondrial apoptosis in osteoarthritic (OA) chondrocytes by regulating lncRNA GAS5.MethodsIn vivo experiments, a rat OA model was constructed using the modified Hulth method and treated with naringin at 70 mg/kg by gavage for 8 weeks. …”
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Association between life's essential 8 and Parkinson's disease: a case–control study by Jiaxin Fan, Yanfeng Wang, Xingzhi Guo, Shuai Cao, Shuqin Zhan, Rui Li

“…Multivariate logistic regression models were constructed to explore the association between LE8 metrics and PD. …”
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Combining systemic inflammation biomarkers with traditional prognostic factors to predict surgical site infections in elderly hip fracture patients: a risk factor analysis and dyna... by Yuhui Guo, Chengsi Li, Haichuan Guo, Peiyuan Wang, Xuebin Zhang

“…This study aimed to construct a nomogram based on systemic inflammation biomarkers and traditional prognostic factors to assess the risk of surgical site infection (SSI) after hip fracture in the elderly. …”
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The Value of Serum YKL-40 and TNF-α in the Diagnosis of Acute ST-Segment Elevation Myocardial Infarction by Caoyang Fang, Zhenfei Chen, Jing Zhang, Jianyuan Pan, Xiaoqin Jin, Mengsi Yang, Luyao Huang

“…Three diagnostic models were constructed: cTnI univariate model (model A), combined serum YKL-40 and TNF-α model other than cTnI (model B), and combined cTnI and serum YKL-40 and TNF-α model (model C). …”
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Resilience of Fishery Economy in Fujian Coastal Areas from the Perspective of Institutional Evolution by Leng Yun, Wei Suqiong, You Xiaojun, Ren Zhihuang

“…This study considers the fishery industry in the coastal area of Fujian Province as an example, measures the resilience resistance of the fishery industry using output value and output, and constructs an analytical framework by combining the "Robustness-Resistance-Recovery" resilience assessment framework and the theory of institutional change to give explanations for the formation of the differences in fishery resilience. …”
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Examining the Leverage Effect, Dynamic Conditional Correlation, and Volatility Spillover Among Selected Indices of the Tehran Stock Exchange: Evidence from the ARMA-DCC-GJR-GARCH M... by Gholamhosein Golarzi, Seyed Ramin Abolfazli

“…MethodsIn this study, the ARMA (1,1) form was utilized to construct the mean model. Then, the GJR-GARCH model was used to check the leverage effects. …”
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Compound identification of Shuangxinfang and its potential mechanisms in the treatment of myocardial infarction with depression: insights from LC-MS/MS and bioinformatic prediction by Yize Sun, Yize Sun, Haibin Zhao, Zheyi Wang

“…All the targets were intersected to construct the Protein-Protein Interaction (PPI) network on Metascape platform and the herb-compound-target (HCT) network on Cytoscape, to identify the hub targets. …”
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Regional Ionospheric Parameter Estimation by Assimilating the LSTM Trained Results Into the SAMI2 Model by Jeong‐Heon Kim, Young‐Sil Kwak, Yong Ha Kim, Su‐In Moon, Se‐Heon Jeong, Jong Yeon Yun

“…Abstract This paper presents a study on the possibility of predicting the regional ionosphere at midlatitude by assimilating the predicted ionospheric parameters from a neural network (NN) model into the Sami2 is Another Model of the Ionosphere (SAMI2). The NN model was constructed from the data set of Jeju ionosonde (33.43°N, 126.30°E) for the period of 1 January 2011 to 31 December 2015 by using the long‐short term memory (LSTM) algorithm. …”
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Effect of <italic>Shaoyao Gancao</italic> Decoction on Inflammatory Injury of Posterior Cervical Muscle Based on miR-146a Regulation of NF-κB Signaling Pathway by Jincheng CHEN, Rong LIN, Yuanfang ZHANG, Jiquan DONG, Weilin LIU, Zheng JIANG, Shaoqing CHEN, Xiangbin WANG, Jian HE

“…Objective:To investigate the effect of <italic>Shaoyao Gancao</italic> decoction on the injury of rabbit cervical posterior myoinflammation and its possible mechanism from histology and molecular level, and provided experimental basis for the clinical application of <italic>Shaoyao Gancao</italic> decoction in the treatment of cervical spondylopathy.Methods:A total of thirty 6-month-old New Zealand white rabbits were randomly divided into high dose group, medium dose group, low dose group, model group and normal group, with 6 rabbits in each group. The model was constructed according to the cold and wet rabbit cervical spondylopathy model prepared by the research group. …”
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Urine proteomics defines an immune checkpoint-associated nephritis signature by Cassian Yee, Jamie S Lin, James P Long, Shailbala Singh, Yanlan Dong

“…Using statistical and machine learning methods, we constructed a novel urine biomarker signature—IL-5+Fas—that achieved an area under the curve of 0.94 for diagnosing ICI-AIN.By leveraging high-sensitivity proteomics, we developed a non-invasive strategy for diagnosing ICI-AIN. …”
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