GAN-enhanced deep learning for improved Alzheimer's disease classification and longitudinal brain change analysis by Purushottam Pandey, Surbhi Bhatia Khan, Surbhi Bhatia Khan, Surbhi Bhatia Khan, Jyoti Pruthi, Eid Albalawi, Ali Algarni, Ahlam Almusharraf

“…AI techniques can process large datasets with high accuracy, significantly improving the speed and precision of AD detection. However, despite these advancements, issues such as limited accuracy, computational complexity, and the risk of overfitting still pose challenges in the field of AD classification. …”
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Research Progress on Information Model of Urban Green Space by Wei ZHANG, Yahan YAN

“…In terms of assessment and analysis, given the increasingly complex development trends of urban fabric, traditional two-dimensional assessment methods cannot meet the needs of complex green space evaluation. …”
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Designing Chip-Feed High-Gain Millimeter-Wave Resonant Cavity Antenna (RCA) Array and Optimization of Beam Steering Metasurface by Abu Sadat Md. Sayem, Karu P. Esselle, Dushmantha N. Thalakotuna, Manik Attygalle, Khushboo Singh

“…This numerical investigation is vitally important for realizing beam steering metasurfaces with suppressed side-lobe-level, wide bandwidth, excellent efficiency and less complexity.…”
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Three Decades of Land Cover Dynamics in a Boreal Coastal Basin: A Multisensor Spectral Index and Machine Learning Approach Using Landsat Data and GB-SAR Data by Jinsong Zhang, Bochi Zou, Yifei Yuan, Asad Khan, Muhammad Bilawal Junaid, Qaiser Abbas, Rana Muhammad Zulqarnain, Nazih Y. Rebouh, Olga D. Kucher, Hassan Alzahrani

“…Boreal coastal habitats, with their complex hydrological, ecological, and geological functions, play a pivotal role in regulating regional climate, supporting biodiversity, and sustaining local communities. …”
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Enhancing Sustainable Manufacturing in Industry 4.0: A Zero-Defect Approach Leveraging Effective Dynamic Quality Factors by Rouhollah Khakpour, Ahmad Ebrahimi, Seyed Mohammad Seyed Hosseini

“…It integrates ZDM strategies with Industry 4.0 technologies, including the Internet of Things (IoT) and machine learning, to enhance manufacturing efficiency and precision. It goes beyond the conventional approaches including process oriented, product oriented, and emerging human oriented ZDM, and identifies the effective dynamic factors on product quality. …”
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Synergistic use of multi-sensor satellite data for mapping crop types and land cover dynamics from 2021 to 2023 in Northeast Thailand by Savittri Ratanopad Suwanlee, Surasak Keawsomsee, Emma Izquierdo-Verdiguier, Álvaro Moreno-Martínez, Sarawut Ninsawat, Jaturong Som-ard

“…Results demonstrated the high potential and excellent efficiency of the RF, utilising an extensive reference dataset and the continuous temporal monthly information of gap-filled data. …”
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A Multi-Scale Deep Learning Framework Combining MobileViT-ECA and LSTM for Accurate ECG Analysis by Abduljabbar S. Ba Mahel, Mehdhar S. A. M. Al-Gaashani, Reem Ibrahim Alkanhel, Dina S. M. Hassan, Mohammed Saleh Ali Muthanna, Ammar Muthanna, Ahmed Aziz

“…The proposed model utilizes a hybrid framework that combines standard and dilated convolutional networks, advanced attention mechanisms, and temporal sequence learning to address the complexities of ECG data. A parallel architecture integrates a MobileViT block for efficient spatial feature extraction and an Efficient Channel Attention (ECA) module to refine feature representations. …”
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Genome-wide association analysis of grain iron and zinc in rice grown under agroclimatic sites with contrasting soil iron status by Sonu, Amit Kumar, Vikram Jeet Singh, Prolay Kumar Bhowmick, Shekharappa Nandakumar, Sunaina Yadav, Subbaiyan Gopala Krishnan, Ranjith Kumar Ellur, Haritha Bollinedi, Ashok Kumar Singh, Kunnummal Kurungara Vinod

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The effect of hypervigilance on visual working memory in insomnia disorder: Evidence from ERP study by Chao Yang, Junhua Mei, Xinhua Song, Jinzhen Jiang, Cancheng Li, Anan Ping, Xingke Wang, Shaodi Wang, Sheng Yang, Yingchao Jiang, Kun Wang, Yushan Bian, Yan Wang, Guohua Chen, Changming Wang, Xiaoli Li

“…Conclusion: These findings suggest that ID patients exhibit hypervigilance, which affects the efficiency of visual working memory, impairs attention regulation, and increases cognitive load during tasks. …”
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Design and Implementation of Digital Twin Factory Synchronized in Real-Time Using MQTT by Yechang Cho, Sang Do Noh

“…While traditional approaches often encounter challenges due to high investment costs and design complexities, this paper proposes a cost-effective and practical solution that reflects actual factory conditions.…”
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Study of local inflammatory response in different clinical forms of chronic polypous rhinosinusitis by E. A. Varyushina, E. V. Bezrukova, E. V. Vorobeychikov, E. V. Kravchenko, J. V. Sukhareva, M. A. Aflitonov, A. S. Simbirtsev

“…The results obtained are essential to understanding the mechanisms of pathogenesis in various subgroups of CRSwNP, assessing severity of the disease and efficiency of the treatment applied.…”
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Implementasi Keamanan Ruangan Berbasis IoT dengan Sensor PIR, Telegram, dan Peringatan Suara by Adi Wibowo Adi, Fandi Kurniawan

“…The system also effectively sends real-time notifications to the Telegram app and provides efficient sound alerts. Thus, this system significantly enhances home security with minimal cost and complexity, offering convenience and quick response to users. …”
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A hybrid model for refining gross primary productivity estimation by integrating multiple environmental factors by Zhilong Li, Ziti Jiao, Zheyou Tan, Chenxia Wang, Jing Guo, Sizhe Chen, Ge Gao, Fangwen Yang, Xin Dong

“…Environmental factors lead mainly to the uncertainty of gross primary productivity estimation in most light use efficiency (LUE, ε) models since the simple physical formulas are inadequate to fully express the overall constraint of diverse environmental factors on the maximum ε (εmax). …”
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Les stages, capteurs et facteurs des transformations d’un champ professionnel : le cas de l’ingénierie de territoire en Rhône-Alpes by Maud Hirczak, Yoann Morin, Grégoire Feyt

“…This article reflects on the interactions between higher education internships and hosting structures in the field of land planning engineering. …”
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Does climatic variation drive the adjustment of functional traits? An assessment of Tropical Montane Cloud Forest tree species by Agustina Rosa Andrés-Hernández, Ernesto C. Rodríguez-Ramírez

“…Leaf traits correlated with temperature extremes and evapotranspiration, driving variation in leaf size, apex/base morphology, venation complexity, and marginal teeth. Notably, hydraulic efficiency (e.g., wider vessels) aligned with higher precipitation, while drought-associated traits (e.g., denser veins) linked to elevated temperatures.DiscussionTMCF species exhibit trait-based strategies balancing hydraulic safety and efficiency, reflecting niche partitioning under microclimatic gradients. …”
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On reliability, safety, and readability of programming languages on the example of Ada language by A. V. Leont’ev

“…From mathematical point of view these suggestions do not effect seriously on the complexity and efficiency of calculations; they are designed exclusively to help a programmer to write reliable, secure and clear programs. …”
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“The Heart of the Center”: Exploring the Role of the Patient Care Technician in US Dialysis Care by Megan Urbanski, Emma Blythe, Alicia Hamblin, Alexis A. Bender, Courtney Hoge, Clarica Douglas-Ajayi, Fran Rickenbach, Jessica Joseph, Kelli Collins Damron, Jennifer Craft Morgan, Bernard Jaar, Laura Plantinga

“…Eight themes emerged: (1) value of PCT role is not reflected in job or organizational policies and structures; (2) PCTs play a flexible and often ill-defined role in dialysis clinics; (3) despite being in a position with high risk of burnout, PCTs find ways to persevere and provide high-quality care; (4) PCTs are often perceived as “helpers” or ancillary rather than an integral part of the dialysis care team; (5) PCT job training and qualifications are not standardized and often not commensurate with job expectations and responsibilities; (6) PCT-patient relationships are deeply valued, but boundaries can be fluid and become blurred because of the frequency and nature of dialysis care; (7) dialysis patients and staff are vulnerable to multilevel workplace safety issues; and (8) PCT-staff dynamics have a strong impact on employee morale, clinic efficiency, and patient satisfaction. …”
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Impact of heterologous expression of Cannabis sativa tetraketide synthase on Phaeodactylum tricornutum metabolic profile by Nicolas Sene, Karen Cristine Gonçalves dos Santos, Natacha Merindol, Sarah-Eve Gélinas, Alexandre Custeau, Fatima Awwad, Elisa Fantino, Fatma Meddeb-Mouelhi, Hugo Germain, Isabel Desgagné-Penix

“…These findings underscore the complexity of metabolic engineering in diatoms and suggest the need for further pathway optimization and metabolic flux analysis to achieve efficient cannabinoid biosynthesis. …”
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Novel Cerium‐Based p‐Dopants with Low Parasitic Absorption for Improved Organic Devices by Stephanie A. Buchholtz, L. Conrad Winkler, Maximilian F. X. Dorfner, Fred Kretschmer, Anncharlott Kusber, Léonard Y. M. Eymann, Theresa Schmidt, Hans Kleemann, Johannes Benduhn, Frank Ortmann, Karl Leo

“…Abstract High electrical conductivity and improved charge carrier injection enabled by molecular doping are pivotal for high‐performance, energy‐efficient, and stable organic optoelectronic devices. …”
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Sub-pA dark current infrared photodetection enabled by polarized water-intercalated heterojunctions by Chang Liu, Lin Tang, Yawei Lv, Long Chen, Yilu Qin, Sen Zhang, Shihao Zhao, Shuimei Ding, Xin Zhang, Pan Xu, Chao Ma, Xingqiang Liu, Fang Wang, Peng Wang, Xudong Wang, Yuan Liu, En-Ge Wang, Lei Liao, Xuming Zou

“…The confined water layer forms a clean, well-ordered interface and further generates a precisely oriented polarization field that depletes electrons in WSe2, significantly suppressing dark current to sub-pA levels across all biases, while enabling efficient tunneling of photogenerated holes. The device shows broadband photoresponse from the ultraviolet to mid-wave infrared (MWIR), with a room-temperature average detectivity exceeding 10¹⁰ cm Hz¹/² W⁻¹ in the MWIR. …”
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