A comprehensive dataset of above-ground forest biomass from field observations, machine learning and topographically augmented allometric models over the Kashmir HimalayaZenodo by Syed Danish Rafiq Kashani, Faisal Zahoor Jan, Imtiyaz Ahmad Bhat, Nadeem Ahmad Najar, Irfan Rashid

“…Data were collected and generated through remote sensing techniques and extensive in-situ measurements of 6220 trees (n=275 plots), including tree diameter at breast height, species composition, and tree density to map forest area and model AGB across varied terrain. The dataset captures major forest types and species-specific AGB variation influenced by elevation, slope, and aspect. …”
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UniLF: A novel short-term load forecasting model uniformly considering various features from multivariate load data by Shiyang Zhou, Qingyong Zhang, Peng Xiao, Bingrong Xu, Geshuai Luo

“…To address the above problems, we design a novel STLF model called UniLF based on Transformer framework, which contains the proposed convolutional enhancement-fusion embedding method to capture the correlations between load and covariates for embedding, the proposed feature reconstruction-decomposition block to distill multiscale features as well as more detailed local-global variations from 2D space and the core mask-guided multiscale interactive self-attention mechanism to further realize the enhanced interactions of scale features and temporal features. …”
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Food nutrition and toxicology targeting on specific organs in the era of single-cell sequencing by Xiaofei Wang, Xiaowen Cheng, Huiling Liu, Xiaohuan Mu, Hao Zheng

“…Due to the complex natures of dietary food components, it is difficult to elucidate how the compounds affect host health. …”
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Dataset of polarimetric images of mechanically generated water surface waves coupled with surface elevation records by wave gauges linear arrayScienceDB by Noam Ginio, Michael Lindenbaum, Barak Fishbain, Dan Liberzon

“…The water waves were mechanically generated in a laboratory waves basin, and the polarimetric images were captured under an artificial light source. Meticulous camera and WGs calibration and instruments synchronization supported high spatio-temporal resolution. …”
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Textured mat influence on muscle activity and balance strategies for chronic ankle instability by Nanthiphak Konphet, Akkradate Siriphorn

“…Electromyography (EMG) measured muscle activity, while an integrated accelerometer in the EMG unit captured CoM acceleration. Statistical analysis using the Friedman test for overall differences across conditions and Dunn’s test for pairwise comparisons, with significance set at p < 0.05. …”
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Hábitos de atividade física de idosos by Eneida Maria Troller Conte

“…Com base nos dados, observa-se que os idosos procuram manter-se ativos, realizando diversas atividades em seu dia a dia, procurando melhorar sua qualidade de vida. …”
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New Lung Cancer Panel for High-Throughput Targeted Resequencing by Eun-Hye Kim, Sunghoon Lee, Jongsun Park, Kyusang Lee, Jong Bhak, Byung Chul Kim

“…The total length of the target regions is 107 kb, and a capture assay was designed to cover 99% of it. This method exhibited about 97% mean coverage at 30× sequencing depth and 42% average specificity when sequencing of more than 3.25 Gb was carried out for the normal sample. …”
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Analysis Methods for Aerodynamic Instability Detection on a Multistage Axial Compressor by Baofeng Tu, Xinyu Zhang, Jun Hu, Ming Zhong, Bing Xiong

“…Compared with the traditional harmonic Fourier analysis methods, the harmonic Fourier mean amplitude analysis method can capture the detail of the pressure signal more accurately and it can effectively prevent instability misjudgment. …”
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Research on Characteristic Stress and Constitutive Equation of Confined Sandstone during Damage Evolution Based on Energy Evolution Analysis by Xiaobin Yang, Hongming Cheng, Xin Hou, Chaogang Nie, Jiaqi Lv

“…In addition, the dissipation energy proportion behavior is captured by fitting function and established a relationship with elastic modulus of sandstone, and then the damage evolution constitutive equation of sandstone is established based on energy proportion. …”
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Eye-tracking dataset of endoscopist-AI teaming during colonoscopy: Retrospective and real-time acquisition by Yan Zhu, Rui-Jie Yang, Pei-Yao Fu, Zhen Zhang, Yi-Zhe Zhang, Quan-Lin Li, Shuo Wang, Ping-Hong Zhou

“…A common limitation of existing studies is their reliance on retrospective video clips, which fail to capture the dynamic demands of real-time colonoscopy, where endoscopists must simultaneously navigate the colonoscope and identify lesions on the screen. …”
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A Novel Complex Event Processing Engine for Intelligent Data Analysis in Integrated Information Systems by Dong Wang, Mingquan Zhou, Sajid Ali, Pengbo Zhou, Yusong Liu, Xuesong Wang

“…Novel and effective engines for data analysis in integrated information systems are urgently required by diverse applications, in which massive business data can be analyzed to enable the capturing of various situations in real time. The performance of existing engines has limited capacity of data processing in distributed computing. …”
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A Review of Bovine Tuberculosis in the Kafue Basin Ecosystem by Musso Munyeme, Hetron Mweemba Munang'andu

“…However, hydroelectricity power production, large-scale sugar plantations, commercial fishing and increasing livestock production are threatening its natural existence and sustainability. Further, increasing human settlements within and around the Kafue basin have resulted in decreased grazing grounds for the Kafue lechwe antelopes despite a corresponding increase in cattle population sharing the same pasture. …”
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Assessing the Capabilities of Three Regional Climate Models over CORDEX Africa in Simulating West African Summer Monsoon Precipitation by A. A. Akinsanola, K. O. Ogunjobi, I. E. Gbode, V. O. Ajayi

“…Results show that two of the RCMs (RCA and REMO) simulated the main features of the rainfall climatology and associated dynamics over the three subregions (Guinea Coast, Savannah, and Sahel) of West Africa. The RCMs also capture the African Easterly Jet (AEJ) and Tropical Easterly Jet (TEJ) with little variations in position and intensity. …”
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Failure Probability Analysis of Coherent Systems using Intuitionistic Fuzzy Fault Tree Approach by Mintu Kumar, S. B. Singh, Monika Manglik

“…This limitation arises because classical fault tree analysis relies on precise data and probabilistic measures, which may not adequately capture inherent uncertainties and vagueness in real-world environments. …”
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Exploration of novel NSM methods to achieve stronger FRPs with minimal epoxy by Wei Sun, Handong Yan, Jianli Yin, Xinan Zhu, Tiejiong Lou, Haifeng Li

“…FRP models were developed to capture the softening behavior caused by slip. Cracking models that incorporated the tensile contributions of filler material and cracked concrete was proposed to describe the post-cracking behavior. …”
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Isolation, identification, and characterisation of the malachite green detoxifying bacterial strain Bacillus pacificus ROC1 and the azoreductase AzrC by Shanza Bibi, Callum W. Breeze, Vusqa Jadoon, Anum Fareed, Alina Syed, Rebecca L. Frkic, Habiba Zaffar, Muhammad Ali, Iftikhar Zeb, Colin J. Jackson, Tatheer Alam Naqvi

“…AzrC was crystallised and MG was captured within the active site in a Michaelis complex, providing structural insight into the reduction mechanism. …”
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Adat tapsila representation of the transformation of communication, information, and education of local wisdom wetu telu in efforts for environmental conservation in North Lombok,... by Sutama I Wayan, Pawito Pawito, Hastjarjo Sri, Demartoto Argyo

“…The study aims to capture the complexity of meaning in the Tapsila customs and their role in conserving the environment. …”
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Machine Learning-Based Detection of Anomalies, Intrusions, and Threats in Industrial Control Systems by Denis Benka, Dusan Horvath, Lukas Spendla, Gabriel Gaspar, Maximilian Stremy

“…We generated a dataset by capturing both normal and manipulated ICS communication patterns, including TCP/IP traffic. …”
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Optimal Bus-Bridging Service under a Metro Station Disruption by Haodong Yin, Jianjun Wu, Huijun Sun, Yunchao Qu, Xin Yang, Bo Wang

“…The passengers’ travel behavioral responses to the alternative station disruption scenarios and the corresponding controlling strategies are complex and hard to capture. This can lead to the hardness of estimating the changes of the network-wide passenger demand, which is the basis of carrying out a response plan. …”
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Assessing factors influencing adolescent sexual debut in Nigeria: a multi-cluster survival analysis approach by Fabio Mathias Correa, Peter Enesi Omaku, Joseph Odunayo Braimah, Joseph Odunayo Braimah

“…We analyse data from the 2018 Nigerian NDHS survey and compare our model with existing models: a model without the cluster frailty effect, a model that ignores the Besag ICAR and includes the IID, and a model that ignores the IID and includes only the Besag ICAR.ResultsOur approach, which combines independent and spatial random effects, outperforms others based on statistical criteria (Deviation Information Criterion and the Widely Applicable Information Criterion).DiscussionAs shown in this study, the proposed model effectively captures the complexity of age at first sex. In addition, visualisations reveal significant geographic and social clusters with high rates of early sexual debut in Nigeria. …”
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