A novel MRI-based deep learning–radiomics framework for evaluating cerebrospinal fluid signal in central nervous system infection by Ferhat Cüce, Gökalp Tulum, Muhammed Ikbal Isik, Marziye Jalili, Güven Girgin, Ömer Karadaş, Niray Baş, Berza Özcan, Ümit Savaşci, Sena Şakir, Akçay Övünç Karadaş, Eda Teomete, Onur Osman, Jawad Rasheed, Jawad Rasheed, Jawad Rasheed, Jawad Rasheed

“…Two hybrid models (DenseASPP-RadFusion and MobileASPP-RadFusion), fusing radiomics and DL features, were developed and benchmarked against base DL architectures (DenseNet-201 and MobileNet-V3Large) via 5-fold nested cross-validation. …”
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Automated underwater plectropomus leopardus phenotype measurement through cylinder by Mengran Liu, Yaocheng Huang, Guojun Xu, Junwei Zhou, Cun Wei, Jingjie Hu, Zhenmin Bao

“…To address these challenges, we have developed a fish keypoint detection dataset and trained both a fish object detection model and a keypoint detection model using the RTMDet and RTMPose architectures to identify keypoints on Plectropomus leopardus. …”
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Verifying the Effects of the Grey Level Co-Occurrence Matrix and Topographic–Hydrologic Features on Automatic Gully Extraction in Dexiang Town, Bayan County, China by Zhuo Chen, Tao Liu

“…The DeepLabV3+ and ResNet50 architectures were applied to train five models in each practice. …”
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Prediction and optimization of gas turbine secondary air system cooling efficiency based on deep learning by Yulong Yao, Bo Hu, Chuan Wang, Jiawei Fan

“…Next, 632 RANS cases were generated, spanning a wider-than-experimental range of secondary-air mass flows (0.11-2.17 kg/s), inlet temperatures (318.85-500 K), and rotor speeds (Reφ=4.65×105-1.4×106). Two neural architectures (MLP and 1D-CNN) were trained on normalized inputs; the 1D-CNN outperformed the MLP, and embedding a squeeze-and-excitation attention module (AM-1D-CNN) further boosted test-set R2 by 3.65% and reduced RMSE by 31.48%. …”
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Global trends in machine learning applications for single-cell transcriptomics research by Xinyu Liu, Zhen Zhang, Chao Tan, Yinquan Ai, Hao Liu, Yuan Li, Jin Yang, Yongyan Song

“…Future directions should optimize deep learning architectures, enhance model generalization capabilities, and promote technical translation through multi-omics and clinical data integration. …”
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BlueEdge: application design for big data cleaning processing using mobile edge computing environments by Nagwa Elmobark, Haitham El-ghareeb, Sara Elhishi

“…We compare BlueEdge with four popular data cleaning tools (WinPure, DoubleTake, WizSame, and DQGlobal) that operate within data warehouse architectures, such as Hadoop servers. The comparison considers criteria such as time consumption, resource utilization (memory and CPU), and tool performance. …”
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Application of granular and ozone-biological activated carbon treatments for the mitigation of organic chemical peaking events in potable water schemes by George William Kajjumba, Ceonie M.M. Washington, Aarthi Mohan, Zita L.T. Yu, Larry Schimmoller, Jesus Gonzalez, R. Scott Summers, Eric R.V. Dickenson

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Metode Deteksi Pokok Pohon Secara Automatis pada Citra Perkebunan Sawit Menggunakan Model Convolutional Neural Network (CNN) pada Perangkat Lunak Sistem Informasi Geografis by Samuel Samuel, Kestrilia Rega Prilianti, Hendry Setiawan, Prasetyo Mimboro

“…This study demonstrates the use of the Convolutional Neural Network (CNN) method with the ResNet-34 and ResNet-50 architectures to build a palm tree principal detection model from UAV images of PTPN IV oil palm plantations. …”
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Optimization of clayey soil parameters with aeolian sand through response surface methodology and a desirability function by Ghania Boukhatem, Messaouda Bencheikh, Mohammed Benzerara, Mehmet Serkan Kırgız, N. Nagaprasad, Krishnaraj Ramaswamy, Souhila Rehab-Bekkouche, R. Shanmugam

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Drawing as an experience. Knowledge, simulation and participation by Giuseppe Amoruso

“…Computer graphics and digital imaging are changing the relationship between designers, users, environment, cultural and educational content of cities, physical and virtual public space, as well as an archive, library, and museum collections. The urban and architectural environments need to be reimagined and transformed considering their virtual extensions and allowing a range of customizations linked to the selection of contents. …”
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Optimization of hydroxyapatite-PEGDA slurry for vat polymerization: Microstructure and mechanical properties of 3D printed bioscaffolds by Liana Mkhitaryan, Lilit Baghdasaryan, Zhenya Khachatryan, Marina Aghayan, Miguel Angel Rodríguez, Viktorya Rstakyan

“…Tartrazine (0.14 wt%) was incorporated as a photoabsorber to improve geometrical accuracy and the printability of complex bioscaffold architectures. Rheological analysis revealed viscosity dependence on solid content, with 50 wt% HA providing superior dispersion stability. …”
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From Qibla Deviation to Social Cohesion: The Construction of Minority Fiqh at the Great Mosque of Makale, Tana Toraja by ABD Karim Faiz, Wahidin, Zulfahmi AR, M. Qahar Awaka

“… The determination of the qibla direction constitutes a normative obligation in Islamic law; however, in minority contexts, its practice often intersects with socio-cultural realities, architectural considerations, and interfaith negotiations—dimensions that remain relatively neglected in both Islamic law scholarship and contemporary legal studies. …”
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Gestión de riesgos en la realización de pruebas de función pulmonar pospandemia by Luis Puente Maestu, Juana M. Martínez Llorens, José Luis Valera Felices, Yolanda Torralba García, Marian Gimeno Peribáñez, Eusebi Chiner, Roberto Cabestre, Juan Rodríguez Hermosa, Raúl Godoy Mayoral, Celeste Marcos, Ana Balaña Corberó, Carlos Almonacid

“…A ministerial order issued by the Ministry of Health is mentioned, which lifts the mandatory use of facemasks in certain settings, in alignment with the strategy to return to normalcy.The proposal provides an in-depth analysis of the infectious risk to healthcare workers and patients in pulmonary function laboratories, concluding that current practices —along with the use of surgical masks and viral filters— minimize the generation and transmission of infectious aerosols.Detailed recommendations are provided for risk management, including architectural controls, administrative measures, hygiene practices, and personal protective protocols, with the goal of safeguarding both healthcare professionals and patients.The cited bibliography reinforces the scientific evidence base underlying the proposed recommendations and demonstrates a careful and deliberate approach to the safe and efficient reintroduction of spirometry and other pulmonary function tests into routine healthcare.…”
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Modular and efficient assembly of CRISPR vectors and construction of an apple gene editing efficiency evaluation system by HOU Feifan, HUANG Chuanmi, HAO Pengbo, CONG Liu, BAI Tuanhui, SHI Jiangli, WANG Miaomiao, LIU Yu, ZHAO Yujie, WAN Ran, SHEN Yawen, ZHANG Hengtao, ZHANG Kunxi, ZHENG Xianbo, JIAO Jian

“…However, conventional gene editing systems exhibit critical limitations, including low efficiency vector assembly and inflexible modular architectures. We aim to develop a modular and efficient CRISPR vector system, optimize the Agrobacterium-mediated transient delivery system in apple plantlets, and establish a corresponding evaluation system for assessing the efficiency of gene editing in apple. …”
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