China’s CBM exploration and production and associated technological advancements: A review and reflections by Jianping YE

“…The geology-engineering integration serves as an effective method for the prediction and assessment of play fairways, well deployment, and the research and development of adaptive technologies. …”
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Critical quality indicators of high-performance polyetherimide (ULTEM) over the MEX 3D printing key generic control parameters: Prospects for personalized equipment in the defense... by Nectarios Vidakis, Markos Petousis, Constantine David, Nektarios K. Nasikas, Dimitrios Sagris, Nikolaos Mountakis, Mariza Spiridaki, Amalia Moutsopoulou, Emmanuel Stratakis

“…Two additional confirmation runs were conducted, to ensure reliability. Prediction equations were constructed to express the quality indicators in terms of the control parameters. …”
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FedBFGCN: A Graph Federated Learning Framework Based on Balanced Channel Attention and Cross-Layer Feature Fusion Convolution by Hefei Wang, Ruichun Gu, Jingyu Wang, Xiaolin Zhang, Hui Wei

“…Through the organic fusion of these two modules, the FedBFGCN achieves efficient, robust, and more comprehensive node embedding representation, demonstrating excellent performance in node classification and prediction tasks. In addition, this framework also uses homomorphic encryption methods to enhance privacy protection and improve data security. …”
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Automatic Segmentation of Abdominal Aortic Aneurysm From Computed Tomography Angiography Using a Patch-Based Dilated UNet Model by Merjulah Roby, Juan C. Restrepo, Haehwan Park, Satish C. Muluk, Mark K. Eskandari, Seungik Baek, Ender A. Finol

“…The framework adapted a fully developed patch-based dilated modified U-Net model, which shows remarkable efficiency in accurately delineating AAA regions within the CTA scans. During the prediction phase, the deep learning architecture demonstrates exceptional speed, requiring <inline-formula> <tex-math notation="LaTeX">$17~\pm ~0.02$ </tex-math></inline-formula> milliseconds per frame to generate the final segmented output. …”
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Evaluating the Impact of Climate Change on the Asia Habitat Suitability of <i>Troides helena</i> Using the MaxEnt Model by Fengrong Yang, Quanwei Liu, Junyi Yang, Biyu Liu, Xinqi Deng, Tingjiang Gan, Xue Liao, Xiushan Li, Danping Xu, Zhihang Zhuo

“…The results indicated that the MaxEnt model provided a good prediction accuracy for the distribution of <i>T. helena</i>. …”
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Systemic Immune-Inflammation Index: A Promising, Non-Invasive Biomarker for Crohn&rsquo;s Disease Activity and Severity Assessment by Deng Y, Fu T, Gao D, Zhou J, Nie X, Wang F, Yu Q

“…Serological indices underwent predictive analysis through the receiver operating characteristic (ROC) curve. …”
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Development of a prognostic nomogram for ocular melanoma: a SEER population-based study (2000–2021) by Miyun Zheng, Miyun Zheng, Maodong Xu, Maodong Xu, Mengxing You, Mengxing You, Zhiqing Huang, Zhiqing Huang

“…The areas under the curve (AUC) for predicting 3-, 5-, and 10-year survival rates were 0.749, 0.734, and 0.730, respectively. …”
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Dysbiosis of Gastric Mucosal Fungal Microbiota in the Gastric Cancer Microenvironment by Zhenzhan Zhang, Hao Feng, Yaopeng Qiu, Zhou Xu, Qingfeng Xie, Wenfu Ding, Hao Liu, Guoxin Li

“…Differences in microbial composition, taxa diversity, and predicted function were further analyzed. Results. …”
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Use of machine learning in osteoarthritis research: a systematic literature review by Francis Berenbaum, Jérémie Sellam, David Klatzmann, Atul J Butte, Karine Louati, Encarnita Mariotti-Ferrandiz, Marie Binvignat, Valentina Pedoia

“…Twelve articles were related to diagnosis, 7 to prediction, 4 to phenotyping, 12 to severity and 11 to progression. …”
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Exploring diazotrophic diversity: unveiling Nif core distribution and evolutionary patterns in nitrogen-fixing organisms by Bruno Thiago de Lima Nichio, Roxana Beatriz Ribeiro Chaves, Fábio de Oliveira Pedrosa, Roberto Tadeu Raittz

“…Conclusions This study advances our understanding of the distribution of nif genes, aiding in the prediction and classification of N₂-fixing organisms. …”
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Mycotoxicological monitoring. Part 1. Complete mixed feed for pigs and poultry (2009–2018) by G. P. Kononenko, A. A. Burkin, Ye. V. Zotova

“…General features of pig and poultry feed contamination as well as usefulness of regional surveys for intoxication risk prediction are described. Special attention is paid to the importance of the projects for creation of common information resources that could become a unique scientific basis for innovations in feed poisoning prevention. …”
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Combined Liver Stiffness and Α-fetoprotein Further beyond the Sustained Virologic Response Visit as Predictors of Long-Term Liver-Related Events in Patients with Chronic Hepatitis... by Sheng-Hung Chen, Hsueh-Chou Lai, Wen-Pang Su, Jung-Ta Kao, Po-Heng Chuang, Wei-Fan Hsu, Hung-Wei Wang, Tsung-Lin Hsieh, Hung-Yao Chen, Cheng-Yuan Peng

“…Cox regression and random forest models identified the key factors, including longitudinal LS and noninvasive test results, that could predict LREs, including hepatocellular carcinoma, during prespecified follow-ups from 2010 to 2021. …”
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Identification and Immunological Characterization of Cuproptosis Related Genes in Preeclampsia Using Bioinformatics Analysis and Machine Learning by Tiantian Yu, Guiying Wang, Xia Xu, Jianying Yan

“…The ResNet model was established to score the hub genes. The prediction accuracy was assessed by receiver operating characteristic (ROC) curves and an external dataset. …”
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Geographic information system and process-based modeling of soil erosion and sediment yield in agricultural watershed by G.R. Puno, R.A. Marin, R.C.C. Puno, A.G. Toledo-Bruno

“…<strong>BACKGROUND AND OBJECTIVES: </strong>The study explored the capability of the geographic information system interface for the water erosion prediction project, a process-based model, to predict and visualize the specific location of soil erosion and sediment yield from the agricultural watershed of Taganibong.…”
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Integrative analysis of 5-methylcytosine associated signature in papillary thyroid cancer by Ying Ding, Xinying Li, Wenlong Wang, Lei Cai

“…Similar to the above risk score, the IRS model also showed favorable prognosis predictive performance (AUC = 0.764). An integrated nomogram combining risk score, IRS, and age exhibited good prognostic predictive performance. …”
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Study on Mechanical Failure and PermeabilityCharacteristicsof Porous Gas-Bearing Coal under Triaxial Stress by Xue-bo Zhang, Wen-yuan Wang, Ming Yang, Hang-hang Cai, Jia-jia Liu, Shuai-shuai Shen

“…The research results have important guiding significance for the prediction of failure and instability of coal tunnel and the development of relevant protective techniques.…”
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SARS-CoV2 pneumonia patients admitted to the ICU: Analysis according to clinical and biological parameters and the extent of lung parenchymal lesions on chest CT scan, a monocentri... by Abed Al Hadi Krisht, Kévin Grapin, Romain Chauvot de Beauchene, Benjamin Bonnet, Lucie Cassagnes, Bertrand Evrard, Mireille Adda, Bertrand Souweine, Claire Dupuis

“…<h4>Conclusions</h4>The extent of lung parenchyma lesions on CT was associated with inflammation, and the combination of coagulation and inflammatory biomarkers and the extent of the lesions predicted the poorest outcomes.…”
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Integrated Machine Learning Approaches for Landslide Susceptibility Mapping Along the Pakistan–China Karakoram Highway by Mohib Ullah, Haijun Qiu, Wenchao Huangfu, Dongdong Yang, Yingdong Wei, Bingzhe Tang

“…The proposed modeling approach reduces uncertainties, enhances prediction accuracy, and supports decision-makers in implementing effective landslide mitigation strategies.…”
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Comparative Study of Fuel and Greenhouse Gas Consumption of a Hybrid Vehicle Compared to Spark Ignition Vehicles by Edgar Vicente Rojas-Reinoso, Michael Anacleto-Fernández, Jonathan Utreras-Alomoto, Carlos Carranco-Quiñonez, Carmen Mata

“…Five measurements were generated per route and for each vehicle tested to reduce uncertainty and strengthen the prediction model with a factor of less than 10%. Statistical analysis was implemented to obtain a numerical model that allowed to analyse the estimate of the variation in fuel economy in each vehicle. …”
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Feasibility Study of the Use of Handheld NIR Spectrometer for Simultaneous Authentication and Quantification of Quality Parameters in Intact Pineapple Fruits by Charles L. Y. Amuah, Ernest Teye, Francis Padi Lamptey, Kwasi Nyandey, Jerry Opoku-Ansah, Peter Osei-Wusu Adueming

“…The potential of predicting maturity using total soluble solids (TSS) and identifying organic from inorganic pineapple fruits based on near-infrared (NIR) spectra fingerprints would be beneficial to farmers and consumers alike. …”
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