Mapping predicted ecological states at landscape scales using remote‐sensing data and machine learning by N. J. Kleist, C. T. Domschke, A. C. Knight, T. W. Nauman, M. C. Duniway, S. K. Carter

“…Managing these ecosystems is complex, and science‐based frameworks like Ecological Site Descriptions and state‐and‐transition models are essential tools for guiding decisions to support ecological health while maintaining stakeholder values such as grazing, wildlife, and recreation. …”
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A novel framework integrating GeoAI and human perceptions to estimate walkability in Wuhan, China by Xue Yang, Tianyu Li, Yanjia Cao, Xiaoyun Zheng, Luliang Tang

“…Furthermore, we developed Detail-Strengthened High-Resolution Network (DS-HRNet), a deep learning model that demonstrates a 15% improvement in street scene segmentation performance compared to existing models. …”
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Hierarchical Deep Features Progressive Aggregation for Remote Sensing Images Scene Classification by Yang Zhao, Jiaqi Liang, Sisi Huang, Pingping Huang

“…To distinguish scene categories effectively in complex background, this article proposes a scene classification method of remote sensing images based on progressive aggregation (PA) with local and global cooperative learning. …”
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External Drivers and Mesoscale Self‐Organization of Shallow Cold Pools in the Trade‐Wind Regime by Pouriya Alinaghi, A. Pier Siebesma, Fredrik Jansson, Martin Janssens, Franziska Glassmeier

“…Even without external variability, we find a strong intermittent behavior in the evolution of cold pools, governed by a complex interplay between cold pools and clouds which expresses itself in the form of shallow squall lines. …”
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Photo-Scanning Capacitance Microscopy and Spectroscopy Study of Epitaxial GaAsN Layers and GaAsN P-I-N Solar Cell Structures by Adam Szyszka, Wojciech Dawidowski, Damian Radziewicz, Beata Ściana

“…Our results demonstrate the unique capability of the photo-scanning capacitance microscopy and spectroscopy technique to provide spatially resolved insights into complex dilute nitride structures, offering a universal and accessible tool for semiconductor structures and optoelectronic devices evaluation.…”
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Transjugular approach percutaneous closure: a preferred solution for challenging surgical management of ventricular septal rupture by Hendri Susilo, Emil Prabowo, Roy Bagus Kurniawan, Dian Paramita Kartikasari, Aditha Satria Maulana, Yudi Her Oktaviono

“…Post-procedure, the patient showed clinical improvement, with resolution of the murmur and stabilization of hemodynamics. …”
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Land use/cover change simulation research: A system literature review based on bibliometric analyses by Meili Chen, Narimah Samat, Mohammad Javad Maghsoodi Tilaki, Liyuan Duan

“…Enhancing the coupling of models improves understanding and prediction of complex LUCC processes, supporting global environmental research, resource management, and policymaking. …”
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Research Progress on Vehicle Status Information Perception Based on Distributed Acoustic Sensing by Wenqiang Dong, Xin Cheng, Jingmei Zhou, Wei Liu, Jianjin Gao, Chuan Hu, Xiangmo Zhao

“…Distributed Acoustic Sensing (DAS) demonstrates considerable potential in vehicle status perception due to its characteristics such as high spatial resolution and robustness in complex sensing environments. …”
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Parcel Segmentation Method Combined YOLOV5s and Segment Anything Model Using Remote Sensing Image by Xiaoqin Wu, Dacheng Wang, Caihong Ma, Yi Zeng, Yongze Lv, Xianmiao Huang, Jiandong Wang

“…However, existing methods often underperform in complex scenes due to small-object segmentation challenges, blurred boundaries, and background interference, often influenced by sensor resolution and atmospheric variation. …”
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Reservoir Stochastic Simulation Based on Octave Convolution and Multistage Generative Adversarial Network by Xuechao Wu, Wenyao Fan, Shijie Peng, Bing Qin, Qing Wang, Mingjie Li, Yang Li

“…Abstract For finely representation of complex reservoir units, higher computing overburden and lower spatial resolution are limited to traditional stochastic simulation. …”
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Multilevel Feature Interaction Network for Remote Sensing Images Semantic Segmentation by Hongkun Chen, Huilan Luo

“…High-spatial resolution (HSR) remote sensing images present significant challenges due to their highly complex backgrounds, a large number of densely distributed small targets, and the potential for confusion with land targets. …”
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Beyond the nuclear border: single-cell analysis of in situ sequenced human brain tissue using cellular features by Janssen M. Kotah, Thomas Rust, Hilmar R. J. van Weering, Janneke Bosma, Amber L. Woudstra, Susanne M. Kooistra, Bart J. L. Eggen

“…Abstract Spatial transcriptomics has advanced our understanding of cellular heterogeneity at single-cell resolution. Here, we assess the suitability of in situ sequencing (ISS) for analyzing formalin-fixed, paraffin-embedded (FFPE) postmortem human brain tissue. …”
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Integrated Single-Cell Transcriptome Analysis Reveals Novel Insights into the Role of Opioid Signaling in the Pathophysiology of Inflammatory Bowel Disease by Mudan Zhang, Zhuo Xie, Shenghong Zhang, Gaoshi Zhou

“…<b>Background/Objectives:</b> Inflammatory bowel disease (IBD), encompassing Crohn’s disease (CD) and ulcerative colitis (UC), is characterized by chronic gastrointestinal inflammatory diseases with complex etiology and remains a therapeutic challenge due to heterogeneous treatment responses. …”
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High‐Fidelity Computational Microscopy via Feature‐Domain Phase Retrieval by Shuhe Zhang, An Pan, Hongbo Sun, Yidong Tan, Liangcai Cao

“…Abstract Computational microscopy enhances the space‐bandwidth product and corrects aberrations for high‐fidelity imaging by reconstructing complex optical wavefronts. Phase retrieval, a core technique in computational microscopy, faces challenges maintaining consistency between physical and real‐world imaging formation, as physical models idealize real phenomena. …”
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Multidisciplinary approach for crown-root fracture treatment after trauma: case report by Gisele Cristina Galdeano Andriolo, Elizane Ferreira Hamanaka, Eloá Rodrigues Luvizuto, Celso Koogi Sonoda, Denise Pedrini, Sônia Regina Panzarini

“… The development of an accurate diagnosis and appropriate treatment plan can be a complex task, especially in cases of dentoalveolar trauma. …”
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Transient infrared nanoscopy resolves the millisecond photoswitching dynamics of single lipid vesicles in water by T. Gölz, E. Baù, J. Zhang, K. Kaltenecker, D. Trauner, S. A. Maier, F. Keilmann, T. Lohmüller, A. Tittl

“…Our findings highlight the method’s potential for studying complex dynamics of unlabeled nanoscale soft matter.…”
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Urban Vegetation Mapping from Aerial Imagery Using Explainable AI (XAI) by Arnick Abdollahi, Biswajeet Pradhan

“…It is still challenging to extract accurate vegetation covers from aerial imagery using traditional classification approaches, because urban vegetation categories have complex spatial structures and similar spectral properties. …”
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Principles, Applications, and Future Evolution of Agricultural Nondestructive Testing Based on Microwaves by Ran Tao, Leijun Xu, Xue Bai, Jianfeng Chen

“…Current challenges focus on three areas: excessive absorption of low-frequency microwaves by high-moisture agricultural products, significant path loss of microwave high-frequency signals in complex environments, and the lack of a standardized dielectric database. …”
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Flexible analysis of spatial transcriptomics data (FAST): a deconvolution approach by Meng Zhang, Joel Parker, Lingling An, Yiwen Liu, Xiaoxiao Sun

“…Consequently, in order to obtain high-resolution spatial transcriptomics data, performing deconvolution becomes essential. …”
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Ultrasensitive Detection of Biomarkers Based on Anisotropic Gold Nanorods and Dark-Field Imaging by Chaoshan Zhao, Shunbo Li

“…However, these methods have certain limitations, such as low sensitivity, poor stability, complex processes, and long reaction time. In recent years, the imaging technique combined with precious metal and dark-field microscopy has gained popularity in the field of highly sensitive biochemical detection due to its high spatiotemporal resolution and independence of signal reporter molecules. …”
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