A comparative analysis of five land surface temperature downscaling methods in plateau mountainous areas by Ju Wang, Ju Wang, Ju Wang, Bo-Hui Tang, Bo-Hui Tang, Bo-Hui Tang, Bo-Hui Tang, Xinming Zhu, Xinming Zhu, Xinming Zhu, Dong Fan, Dong Fan, Dong Fan, Menghua Li, Menghua Li, Menghua Li, Junyi Chen, Junyi Chen, Junyi Chen

“…Three machine learning models, including Back Propagation (BP) Neural Network, random forest (RF), and extreme gradient boosting (XGBoost), and two classic single-factor linear regression models (DisTrad and TsHARP) were compared. …”
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Modeling Climate‐Driven Vegetation Changes Under Contrasting Temperate and Arid Conditions in the Mediterranean Basin by Marco Bianchini, Mohamed Tarhouni, Matteo Francioni, Marco Fiorentini, Chiara Rivosecchi, Jamila Msadek, Abderrazak Tlili, Farah Chouikhi, Marina Allegrezza, Giulio Tesei, Paola Antonia Deligios, Roberto Orsini, Luigi Ledda, Maria Karatassiou, Athanasios Ragkos, Paride D'Ottavio

“…A set of 33 environmental variables (topography, soil, and bioclimatic) was screened using Pearson correlation matrices, and predictive models were built using four algorithms: MaxEnt, Random Forest, XG Boost, and Neural Network. Results revealed increasing temperatures and declining precipitation in both regions, confirming Mediterranean climate trends. …”
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Identification and validation of a prognostic signature of drug resistance and mitochondrial energy metabolism-related differentially expressed genes for breast cancer by Tiankai Xu, Chu Chu, Shuyu Xue, Tongchao Jiang, Ying Wang, Wen Xia, Huanxin Lin

“…Consequently, we identified four hub genes to formulate a prognostic model, applying Cox regression, LASSO regression, and Random Forest methods. Furthermore, we examined immune infiltration and tumor mutation burden of the genes within our model and scrutinized divergences in the immune microenvironment between high- and low-risk groups. …”
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Effects of auricular acupoint pressing combined with continuous scenario simulation nursing interventions for patients with Meniere's disease (耳穴压丸联合持续性情景模拟护理干预耳眩晕患者效果观察)... by TIAN Yuan (田媛), QI Shasha (齐莎莎), HU Jingyi (胡静怡), LI Mengting (李梦婷), ZHANG Jingran (张京然), GENG Qingwen (耿庆文), ZHANG Ying (张莹)

“…Methods A total of 60 patients who met the inclusion and exclusion criteria were randomly divided into the observation group and control group using a random number table, with 30 patients in each group. …”
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Machine learning for predicting neoadjuvant chemotherapy effectiveness using ultrasound radiomics features and routine clinical data of patients with breast cancer by Pu Zhou, Pu Zhou, Hongyan Qian, Pengfei Zhu, Jiangyuan Ben, Jiangyuan Ben, Guifang Chen, Qiuyi Chen, Lingli Chen, Jia Chen, Ying He, Ying He

“…These patients were randomly assigned to training and validation cohorts. …”
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Regional-scale precision mapping of cotton suitability using UAV and satellite data in arid environments by Jianqiang He, Yonglin Jia, Yi Li, Asim Biswas, Hao Feng, Qiang Yu, Shufang Wu, Guang Yang, Kadambot.H.M. Siddique

“…Six advanced machine learning methods, including Random Forest (RF), were used alongside the ratio mean method to effectively upscale soil water and salt content models from the field to the regional level. …”
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Mortality Risk Prediction in Patients With Antimelanoma Differentiation–Associated, Gene 5 Antibody–Positive, Dermatomyositis–Associated Interstitial Lung Disease: Algorithm Develo... by Hui Li, Ruyi Zou, Hongxia Xin, Ping He, Bin Xi, Yaqiong Tian, Qi Zhao, Xin Yan, Xiaohua Qiu, Yujuan Gao, Yin Liu, Min Cao, Bi Chen, Qian Han, Juan Chen, Guochun Wang, Hourong Cai

“…Six ML algorithms (Extreme Gradient Boosting [XGBoost], logistic regression (LR), Light Gradient Boosting Machine [LightGBM], random forest [RF], support vector machine [SVM], and k-nearest neighbor [KNN]) were applied to construct and evaluate the model. …”
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Effect of Scalp-acupuncture Treatment on Language Reorganization in Poststroke Aphasia：A Functional Near-Infrared Spectroscopy by LIN Bingbing, NI Jinglei, XIONG Xiao, HUANG Yunshi, HUANG Jia

“…Methods A total of 64 PSA patients hospitalized in the Rehabilitation Hospital Affiliated to Fujian University of Traditional Chinese Medicine from July 2022 to September 2023 were selected，and a table of random numbers was generated using SAS 9. 1 statistical software，and each group was divided into a control group and an observation group according to a 1：1 ratio，with 32 cases in each group. …”
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Characteristic alterations of gut microbiota and serum metabolites in patients with chronic tinnitus: a multi-omics analysis by Jiang Wang, Jia-Hui Xiang, Xu-Yuan Peng, Min Liu, Le-Jia Sun, Min Zhang, Li-Yuan Zhang, Zhi-Bin Chen, Zheng-Quan Tang, Lei Cheng

“…We used the weighted gene co-expression network method to analyze the relationship between the gut microbiota and the serum metabolites. The random forest technique was utilized to select metabolites and gut taxa to construct predictive models. …”
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Experimental Study of Modified Videman Method to Replicate Knee Osteoarthritis in Rabbits by Jing LIU, Qiaoxuan LIN, Liming LU, Zexing GUO, Hong LIU, Liangzhi ZHANG, Zhongbiao XIU

“…Objective:To establish a convenient, stable and efficient rabbit model of knee osteoarthritis (KOA).Methods:Sixty male New Zealand rabbits were selected as the normal group, traditional Videman method group (traditional group) and modified Videman method group (improved group) according to the random number table method, with twenty cases in each group. …”
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Hubungan Konsumsi Makanan Fungsional Sumber Antioksidan dengan Fungsi Kognitif dan Kadar 4-Hydroxynonenal (4-HNE) Plasma Lansia by Widia Rahmawati, Nur Indrawati Lipoeto, Yuliarni Syafrit Syafrita

“…Pengambilan sampel secara <em>sys</em><em>te</em><em>matic random sampling</em> pada daerah terpilih di kabupaten Limapuluh Kota. …”
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La nécropole de Vannes/Darioritum : données inédites sur les pratiques funéraires armoricaines dans un secteur occupé du ier au ive s. apr. J.-C. by Annaïg Le Martret, Marie Grall, Vanessa Brunet

“…In contrast with other regions of ancient Gaul, but in line with what is usually found in the west, secondary cremation deposits mostly take the form of an isolated ossuary vessel, containing a partial and random sample of the deceased’s cremated remains. …”
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Effect of Regular Exercise on Anxiety and Loneliness of Rural Empty Nest Elderly by LIU Chuanshun, TONG Meiqizi, XU Yangfan, SHEN Longbin, CHEN Zhuoming

“…A total of 76 eligible patients were selected and randomly divided into control group and experimental group according to the random number table method, with 38 cases in each group. …”
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Work performance, physiological and hemato-biochemical responses in working buffalo with different load weights by Visoky Paján-Jiménez, Fernando D. Pazmiño-Rodríguez, Patricia Roldán-Santiago, Cristian Larrondo-Cornejo, Anna Dutro-Aceves, Luis A. de la Cruz-Cruz

“…All variables were compared with a mixed model for repeated measures, considering the factors time and load weight and Time x Load weight interactions as fixed effects, with the animal in each group as a random effect. The Tukey test with a probability level set at p<0.05 was used to make multiple comparisons. …”
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Solvent-dripping modulated 3D/2D heterostructures for high-performance perovskite solar cells by Xiaoming Chang, Randi Azmi, Tinghuan Yang, Nan Wu, Sang Young Jeong, Herui Xi, Drajad Satrio Utomo, Badri Vishal, Furkan H. Isikgor, Hendrik Faber, Zhaoheng Ling, Mingjie He, Marco Marengo, Pia Dally, Adi Prasetio, Yu-Ying Yang, Chuanxiao Xiao, Han Young Woo, Kui Zhao, Martin Heeney, Stefaan De Wolf, Leonidas Tsetseris, Thomas D. Anthopoulos

“…Abstract The controlled growth of two-dimensional (2D) perovskite atop three-dimensional (3D) perovskite films reduces interfacial recombination and impedes ion migration, thus improving the performance and stability of perovskite solar cells (PSCs). Unfortunately, the random orientation of the spontaneously formed 2D phase atop the pre-deposited 3D perovskite film can deteriorate charge extraction owing to energetic disorder, limiting the maximum attainable efficiency and long-term stability of the PSCs. …”
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Integrated analysis of the prevalence and influencing factors of poststroke dysphagia by Xiaopeng Wen, Baochao Fan, Jie Zhan, Hao Wen, Huihui Ban, Yujiao Yang, Chenyang Tao, Cui Li, Kunbin Li, Liming Lu

“…We used the Joanna Briggs Institute Critical Appraisal Instrument to estimate study quality and calculated the pooled prevalence of PSD with a 95% confidence interval (CI) using an inverse-variance weighted random-effects meta-analysis. A subgroup analysis was performed to identify sources of heterogeneity, and the relationship between PSD and various clinical features was examined using binary logistic regression. …”
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Reliability generalization meta-analysis of the internal consistency of the Big Five Inventory (BFI) by comparing BFI (44 items) and BFI-2 (60 items) versions controlling for age,... by Waqar Husain, Areen Jamal Haddad, Muhammad Ahmad Husain, Hadeel Ghazzawi, Khaled Trabelsi, Achraf Ammar, Zahra Saif, Amir Pakpour, Haitham Jahrami

“…The average correlation was computed using a random-effects model and reliability coefficients indicated effect size. …”
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Effects of nurse-home visiting on intimate partner violence and maternal income, mental health and self-efficacy by 24 months postpartum: a randomised controlled trial (British Col... by Susan Jack, Charlotte Waddell, Michael Boyle, Harriet MacMillan, Yufei Zheng, Hui Xie, Colleen Varcoe, Amiram Gafni, Andrea Gonzalez, Debbie Sheehan, Lil Tonmyr, Ronald Barr, Lenora Marcellus, Nicole L A Catherine

“…Objective To evaluate the impact of Nurse-Family Partnership (NFP), a home-visiting programme, on exploratory maternal outcomes in British Columbia (BC), Canada.Design Pragmatic, parallel arm, randomised controlled trial conducted October 2013–November 2019. Random allocation of participants (1:1) to comparison (existing services) or NFP (plus existing services). …”
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Inappropriate medication prescribing, polypharmacy, potential drug-drug interactions and medication regimen complexity in older adults attending three referral hospitals in Asmara,... by Nuru Abdu, Saleh Idrisnur, Hanae Said, Lude Kifle, Natnael Habte, Semira Ghirmai, Tomas Tewelde, Senai Mihreteab Siele, Eyasu H. Tesfamariam

“…Methods A cross-sectional study was conducted among older adults (aged 65 years and above) who visited three referral hospitals in Asmara, Eritrea, between June and August, 2023. A stratified random sampling technique was used, and data were collected from patient prescriptions, medical cards, and through interviews with a questionnaire. …”
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Effect of Electroacupuncture Preconditioning on Inflammatory Factors of Rabbits after Spinal Cord Ischemia-Reperfusion Injury by Mengli YAO, Xianghua CHEN, Zhaohui CHEN, Hai WANG

“…Objective:To observe the effects of electroacupuncture preconditioning on the pathological changes of spinal cord tissue and the expression of inflammatory cytokines such as interleukin-1β(IL-1β), interleukin-6(IL-6), tumor necrosis factor-α(TNF-α), interleukin-1 receptor antagonist(IL-1Rα)after spinal cord ischemia-reperfusion injury, and to explore the protective mechanism of electroacupuncture on spinal cord ischemia-reperfusion injury in rabbits.Methods:A total of twenty-four New Zealand white rabbits were randomly divided into the sham operation group, the model group and the electroacupuncture group according to the random number table method, with eight cases in each group.The model was made by Zivin method in the model group and the electroacupuncture group, the abdominal cavity was opened after intravenous anesthesia at ear margin, the abdominal aorta was exposed and temporarily clamped, and the rabbit model of spinal cord ischemia-reperfusion injury was established after ischemia for thirty minutes.The model preparation and experimental animal treatment of the sham operation group were the same as those of the model group, however, the dissection was fully exposed without clamping the abdominal aorta.At thirty minutes before the induction of rabbit spinal cord ischemia-reperfusion model, SDZ-II electroacupuncture instrument was used to acupuncture bilateral"Xuanzhong"and"Yanglingquan"acupoints in the electroacupuncture group, intervention for thirty minutes.All rabbits were killed after intervention for twelve hours, and the L2-5 segments of spinal cord tissue were captured.HE staining method was used to observe the pathological changes of spinal cord tissues in the three groups; Immunohistochemical method was used to observe the localization and content changes of IL-1β, IL-6 and TNF-α; Enzyme-linked immunosorbent assay(ELISA)was used to detect the contents of IL-1β, IL-6, TNF-α and IL-1Rα in serum before modeling and 4, 8, 12 hours after ischemia-reperfusion.Results:①HE staining results: compared with the sham operation group, the number of neurons in spinal cord tissue in the model group decreased, the color of nucleus and cytoplasm of cells became lighter, and the boundary of nuclear membrane was not clear.In severe cases, the nucleus dissolved or even nucleolus disappeared, there were transparent areas around cells, and axons showed different degrees of degeneration such as enlargement, swelling and disappearance; compared with the model group, the number of neurons in the electroacupuncture group increased, the structure of most neurons was clear, the atrophy degree of nucleolus and nucleus was light, only a small amount of cells became deformed and necrosis, the damage degree of cells were lighter, and the density of surviving neurons increased.②Immunohistochemistry results: compared with the sham operation group, the expressions of IL-1β, IL-6 and TNF-α of spinal cord tissue in the model group were significantly increased(<italic>P</italic>&lt;0.05);compared with the model group, the contents of IL-1β, IL-6 and TNF-α in the spinal cord of rabbits in the electroacupuncture group were significantly decreased(<italic>P</italic>&lt;0.05).③ELISA results: Before modeling, there was no significant difference in the three groups(<italic>P</italic>&gt;0.05);compared with before modeling, the expressions of IL-1β, IL-6, TNF-α, IL-1Rα in serum of the three groups increased in different degrees at 4, 8 and 12 h after ischemia-reperfusion, with significantly significance(<italic>P</italic>&lt;0.05);compared with the sham operation group at the same time, the expressions of IL-1β, IL-6, TNF-α and IL-1Rα in the model group increased significantly at 4, 8 and 12 h after reperfusion(<italic>P</italic>&lt;0.05);compared with the model group at the same time, the expression of IL-1β and TNF-α in the electroacupuncture group decreased significantly at 4, 8, 12 h after reperfusion(<italic>P</italic>&lt;0.05).Conclusion:Electroacupuncture pretreatment can effectively alleviate the pathological injury of spinal cord and has a good protective effect on spinal cord ischemia-reperfusion injury, which may be related to inhibit the expression of IL-1β, IL-6 and TNF-α and promote the expression of IL-1Rα.…”
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