Network-based machine learning reveals cardiometabolic multimorbidity patterns and modifiable lifestyle factors: a community-focused analysis of NHANES 2015–2018 by Danhui Mao, Junfang Mu, Yajing Li, Lu He, Qianhui Chai, Xin Zhao, Xiaojun Ren, Hui Cheng

“…By collecting demographic information, lifestyle indicators, biochemical indicators, and other characteristics of the patients, a CMM graph network was constructed with diseases as nodes and cosine similarity as the basis for calculation. …”
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Design and Application of GISC Beijing Global Cache by Gu Wenjing, Guo Ping, Zhang Laien, Xue Lei, Han Xinqiang, Gao Feng, He Wenchun, Wang Huaile, Wang Peng, Wang Bo

“…Currently, the system actively ingests data from 82 WIS2 nodes distributed across the globe. It is a volume of approximately 2 TB of cached data daily, while supporting an average of over 2 million data download requests per day from 20 WIS2 nodes worldwide. …”
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Components of High-Yielding Cotton Grown in Rain-Fed Conditions in the Brazilian Cerrado by Fábio R. Echer, Leonardo V. Galdi, Gustavo R. A. Silva, Jorge W. S. Santos, Caroline H. Rocha, Camila P. Cagna, Cássio A. Tormena, Igor F. Silva, Ricardo Atarassi

“…The findings indicate that the high lint cotton yields—3111 kg·ha⁻¹ in SPZ and 3239 kg·ha⁻¹ in RN—were achieved through a combination of ideal weather conditions, high-quality soil, and effective management practices, which favored boll retention, and an optimal plant architecture with short stature (<1.1 m), 19–22 nodes, and ~165 bolls m⁻². Boll weights averaged 1.85–1.91 g of lint, and fruit retention rates were 61.6% in SPZ and 66.2% in RN. …”
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Temporal-Spatial Evolution Characteristics and Dynamic Mechanisms of Regional Cooperation Network in the Yangtze River Delta by Cao Xianzhong, Fan Zhiqian

“…During the initial stage of collaboration, Shanghai served as the central hub, with Suzhou and Nanjing acting as key nodes. During the phase of rapid intensification, the network evolved into a dual-core system centered on Shanghai and Nanjing. …”
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Right-sided hemicolectomy in 90-year-old patient with cecum cancer by A. M. Sidorenko, T. A. Semenova, V. V. Varvarov

“…There were multiple metastatic regional lymph nodes up to 3 cm in diameter along a.ileocolica. …”
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A Study of Multimodality Imaging Features of Brown Tumor or Osteitis Fibrosa Cystica by Dhruv Patel, Abhijeet Ashok Salunke, Nandlal Bharwani, Ritesh Suthar, Umank Tripathi, M. Varun, Dipesh Dave, Keval Patel, Vikas Warikoo, Jebin Aron, Rahul Shah, Shashank J. Pandya

“…MRI of the neck corroborates the ultrasound findings and detects parathyroid adenomas as hyperintense nodes on T2-weighted images. Parathyroidectomy yields excellent results, enabling conservative management of lytic lesions. …”
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AMFGNN: an adaptive multi-view fusion graph neural network model for drug prediction by Fang He, Fang He, Fang He, Fang He, Lian Duan, Lian Duan, Lian Duan, Lian Duan, Guodong Xing, Guodong Xing, Guodong Xing, Guodong Xing, Xiaojing Chang, Xiaojing Chang, Xiaojing Chang, Xiaojing Chang, Huixia Zhou, Huixia Zhou, Huixia Zhou, Huixia Zhou, Mengnan Yu, Mengnan Yu, Mengnan Yu, Mengnan Yu

“…These features are then used as the initial representations of nodes in the drug-disease association network to enable efficient information fusion. …”
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COMPARATIVE ANALYSIS OF DIFFERENT NEOADJUVANT CHEMOTHERAPY REGIMENS FOR TRIPLE-NEGATIVE BREAST CANCER by P. V. Krivorotko, E. K. Zhiltsova, L. P. Gigolaeva, Sh. M. Khadzhimatova, G. A. Dashyan, K. Yu. Zernov, E. S. Trufanova, А. S. Artemyeva, A. G. Kudaibergenova, V. F. Semiglazov

“…Five patients treated with eribulin + carboplatin developed distant metastases in bones, lungs, brain, postoperative scar and lymph nodes in the neck on average 4 months after surgery.Conclusions. …”
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Diversity and Functional Insights into Endophytic Fungi in Halophytes from West Ordos Desert Ecosystems by Xingzhe Wang, Yan Zhang, Jingpeng Li, Yiteng Ding, Xiaodan Ma, Peng Zhang, Haijing Liu, Jie Wei, Yuying Bao

“…Ascomycota dominated the fungal composition in most halophytes, particularly among the recretohalophytes, where it accounted for an average of 88.45%, while Basidiomycota was predominant in <i>Suaeda glauca</i>. …”
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ImmuProgML: machine learning-based dissection of cancer-immune dynamics during tumor progression to improve immunotherapy by Hanxiao Zhou, Lan Mei, Qianyi Lu, Yakun Zhang, Yue Sun, Caiyu Zhang, Han Jiang, Jiajun Zhou, Xia Li, Yunpeng Zhang, Shangwei Ning

“…DNEX-RM, another immunotherapy response classifier within ImmuProgML, achieved an F1 score of 81.91% and AUCs of 0.912 in training, 0.877 in cross-validation, and 0.749 in testing, with an average AUC improvement of 0.053 across three datasets compared to other methods. …”
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Generalized Reddish Skin Nodules by Laniyati Hamijoyo, Dinar F Yaddin, Indra Wijaya, Panji Irani Fianza, Hermin Aminah Usman, Bethy S Hernowo, Harjuli Yoy Ceana, Miranti Pangastuti, Yovita Hartantri

“…The primary lymphomas presents with local recurrence in up to 68% of the cases and with rare extra-cutaneous dissemination, with an average rate of 5-year survival varying from 89 to 96%. …”
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IMMUNOLOGICAL AND MORPHOLOGICAL PREDICTORS OF CLINICAL HETEROGENEITY OF PATIENTS WITH GRAVES' DISEASE (BASED ON RESEARCH OF THE THYROID GLAND OPERATIONAL MATERIAL) by T. V. Saprina, T. S. Prokhorenko, N. V. Ryazantseva, I. N. Vorozhtsova, S. Yu. Martynova, A. N. Dzyuman, A. P. Zima, O. S. Popov, I. A. Khlusov, K. T. Kasoyan, I. P. Shabalova

“…The control group included 30 people, with an average age of (45.3 ± 5.6) years and was comparable by age and sex with GD patients. …”
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Spatial distribution of bolls affects yield formation in different genotypes of Bt cotton varieties by Jun-jun NIE, Yan-chao YUAN, Du-lin QIN, Yan-hui LIU, Shuang-lei WANG, Jin-pu LI, Mei-ling ZHANG, Na ZHAO, Wen-jun GUO, Jie QI, Li-li MAO, Xian-liang SONG, Xue-zhen SUN

“…And approximately 80.72% of the lint yield was concentrated on the inner nodes in Jiman 169, compared with 77.44% of L21 and 66.73% of 99B during the five-year experiment. …”
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Comparison of Yield and Quality of Forage in the Intercropping of Rye (Secale cereale L.) and Vetch (Vicia villosa Roth.) under Different Tillage Systems by T Salavati, Gh Heidari, M Majidi, Sh Khalesro

“…SAS 9.1 software was used to analyze the data and LSD test was used to compare the average of the treatments. Graphs were also drawn using Excel. …”
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Dynamic gas supply mechanism and theoretical production modes of free gas-rich deep coal reservoirs by Shida CHEN, Taiyuan ZHANG, Dazhen TANG, Hao XU, Shu TAO, Song LI, Shuling TANG

“…The pressure drop funnel, adsorbed gas exhibited a relatively low average desorption rate, with gas supply units concentrated primarily in high-permeability stimulated zones. …”
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Multi-criteria pressure sensors placement in water distribution networks using fuzzy TOPSIS by Mohammad Mehdi Riyahi, Carlo Giudicianni, Amin E. Bakhshipour, Ali Haghighi, Enrico Creaco

“…The k-means clustering algorithm is employed to narrow down the search space and identify the most suitable candidate nodes. These candidate nodes are then fed into the new optimization algorithm, called the binary genetic-differential evolutionary algorithm (BGDE), to find the optimal nodes, which are then sorted using the fuzzy TOPSIS method. …”
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Depth-to-scalp spatiotemporal dynamics for stereo-EEG by Tal Benoliel, Oshrit Arviv, Diya Doufish, Netaniel Rein, Yuval Harpaz, Evgeny Tsizin, Michal Balberg, Sami Heymann, Zvi Israel, Mordekhay Medvedovsky, Dana Ekstein

“…Put together with the relative degree of focality and location of the averaged scalp spikes’ ESI on the cortex, these data could differentiate onset from propagation of interictal activity and identify unexplored nodes in the epileptic network. …”
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A Dynamic Topology Reformation Algorithm for Power Saving in ZigBee Sensor Networks by Reen-Cheng Wang, Ruay-Shiung Chang, Jei-Hsiang Yen, Pu-I Lee

“…The algorithm consists of a cluster reformation scheme for enhancing connectivity and a self-swapping method for averaging the loading of router nodes and end devices. …”
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A Multi-Task Based Clustering Personalized Federated Learning Method by Ao Xiong, Han Zhou, Yu Song, Dong Wang, Xu Wei, Da Li, Bo Gao

“…This algorithm partitions nodes with similar data distributions and aggregates local models within the same cluster to form cluster models. …”
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Optimizing Vehicle Routing for Perishable Products with Time Window Constraints: by Rifqi Fauzi, Adi Priansyah, Paskalis Krisna Puspadewa, Syifa Maulvi Zainun Awal, Huu Tho Nguyen, Achmad Pratama Rifai

“…The research is conducted across different cases, each distinguished by varying levels of demand, nodes, and time windows for each case. Based on four cases, ALNS is the most effective method among the three methods in optimizing bread distribution. …”
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