GloRice, a global rice database (v1.0): I. Gridded paddy rice annual distribution from 1961 to 2021 by Hanzhi Xie, Jingxian Li, Tingting Li, Xinqing Lu, Qiwen Hu, Zhangcai Qin

“…The GloRice (I) provides essential data input for regional and global modelling and assessments, with broad applicability in agriculture, climate, and environmental research.…”
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Vis-NIR soil spectral library of the Hungarian Soil Degradation Observation System by János Mészáros, Zsófia Kovács, Péter László, Szilvia Vass-Meyndt, Sándor Koós, Béla Pirkó, Nóra Szűcs-Vásárhelyi, Zsófia Bakacsi, Annamária Laborczi, Kitti Balog, László Pásztor

“…Abstract Since soil spectroscopy is considered to be a fast, simple, accurate and non-destructive analytical method, its application can be integrated with wet analysis as an alternative. …”
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Deep learning-based extraction of Kenya’s historical road network from topographic maps by Tanja Kramm, Nicodemus Nyamari, Vincent Moseti, Annika Klee, Leon Vehlken, David M. Anderson, Christina Bogner, Georg Bareth

“…Abstract Kenya’s road network significantly influences environmental and socio-economic dynamics. High-quality road data is essential for analyzing its impact on various factors, including land-use, biodiversity, migration, livelihoods, and economy. …”
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A large dataset covering the Chinese national sign language for dual-view isolated sign language recognition by Peng Jin, Hongkai Li, Jun Yang, Yazhou Ren, Yuhao Li, Lilan Zhou, Jin Liu, Mei Zhang, Xiaorong Pu, Siyuan Jing

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Any Bluetooth device can be hacked. Know how? by Prathibha Muraleedhara, Mary Subaja Christo, Jaya J, Yuvasini  D

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Inhibition of Horse Liver Alcohol Dehydrogenase by Methyltin Compounds by Pavel V. Bychkov, Tatyana N. Shekhovtsova, Elena R. Milaeva

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A long-term reconstruction of a global photosynthesis proxy over 1982–2023 by Jianing Fang, Xu Lian, Youngryel Ryu, Sungchan Jeong, Chongya Jiang, Pierre Gentine

“…Direct SIF observations are primarily limited to the recent decade, impeding their application in detecting long-term dynamics of ecosystem function. …”
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A large-scale curated and filterable dataset for cryo-EM foundation model pre-training by Qihe Chen, Zhenyang Xu, Haizhao Dai, Yingjun Shen, Jiakai Zhang, Zhijie Liu, Yuan Pei, Jingyi Yu

“…Cryo-EM faces significant challenges due to its extremely low signal-to-noise ratio (SNR) where the complexity of data processing becomes particularly pronounced. …”
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Construction, Deployment, and Usage of the Human Reference Atlas Knowledge Graph by Andreas Bueckle, Bruce W. Herr, Josef Hardi, Ellen M. Quardokus, Mark A. Musen, Katy Börner

“…This work (1) provides data and code for HRA KG construction; (2) details HRA KG deployment as Linked Open Data; and (3) illustrates HRA KG usage via application programming interfaces, user interfaces, and data products. …”
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Measuring resilience in national food systems using “food systems resilience score” by Ujjwal KC, Rachel Friedman, Lilly Lim-Camacho, Steven Crimp

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Updating high-resolution image dataset for the automatic classification of phenological stage and identification of racemes in Urochloa spp. hybrids with expanded images and annota... by Darwin Alexis Arrechea-Castillo, Paula Espitia-Buitrago, David Florian-Vargas, Ronald David Arboleda, Riquelmer Velázquez-Hernández, Andrés Felipe Ruiz-Hurtado, Luis Miguel Hernandez, Rosa N. Jauregui, Juan Andrés Cardoso

“…This version introduces increased diversity in image-capture conditions, with data collected from two geographic locations (Palmira, Colombia, and Ocozocoautla de Espinosa, Mexico) and a range of image-capture devices, including smartphones (e.g. …”
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Anticipating climate change-related mobility in Karachi and Ho Chi Minh City: lessons from a hybrid foresight approach by Aaron Martin, Boukje Kistemaker, Beth Allen, Bryan Jones

“…Beyond substantive findings, this paper offers a critical reflection on the methodological alignment of data-driven and participatory foresight with the aim of anticipatory policy ideation, seeking to contribute to the enhanced effectiveness of foresight practices.…”
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A dataset for 15N natural abundance of soil ammonia volatilization by Lingyun Peng, Chaopu Ti, Bin Yin, Xiao Bai, Miao Li, Limin Tao, Xiaoyuan Yan

“…The presented dataset aims to provide 15N natural abundance (δ15N) data collected from different controlled treatments to fill the knowledge gap between insufficient data of soil δ15N-NH3 and accurately identifying atmospheric NH3 source apportionments. …”
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High-resolution global distribution projections of 10 rodent genera under diverse SSP-RCP scenarios, 2021–2100 by Yang Lan, Xiao Wu, Meng Xu, Keran Li, Yizhong Huan, Guangjin Zhou, Fei Lun, Wenlong Shang, Riqi Zhang, Yang Xie

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Probabilistic Fatigue Life Prediction of Plain Concrete Under Cyclic Loading Through Experimental Finite Element and Stochastic Modelling by Mohamad Shazwan Ahmad Shah, Sarehati Umar, Nurul ‘Azizah Mukhlas, Ng Chiew Teng, Haikhal Faeez Hairuddin, Wan Ikram Wajdee Wan Ahmad Kamal, Hanis Hazirah Arifin, Norhazilan Md. Noor

“…The methodology involves finite element simulation with validated mesh convergence, integration of experimental fatigue data, and application of exponential probability distribution for multi-probability failure predictions. …”
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Dataset on physico-chemical characteristics of Exogenous Organic Matters (EOMs) gathered from various European countriesZenodo by Aurélia Marcelline Michaud, Hélène Van Der Smissen, Lucille Caradec, Elina Tampio, Johanna Laakso, Florent Levavasseur, Karolina Barcauskaite, Donata Drapanauskaite, Maria Valentina Lasorella, Irene Criscuoli, Paulien Van Asperen, Janjo De Haan, Julie Jimenez, Sabine Houot

“…This knowledge is essential for better management of EOM application practices by the farmers in order to increase soil carbon stocks and reduce the reliance on mineral fertilizers.…”
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EmoFusion: An integrated machine learning model leveraging embeddings and lexicons to improve textual emotion classification by Anjali Bhardwaj, Muhammad Abulaish

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Synthesis, Spectroscopic Characterization, and In Vitro Antimicrobial Studies of Pyridine-2-Carboxylic Acid N′-(4-Chloro-Benzoyl)-Hydrazide and Its Co(II), Ni(II), and Cu(II) Compl... by Jagvir Singh, Prashant Singh

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Cyber intrusion detection using ensemble of deep learning with prediction scoring based optimized feature sets for IOT networks by Deepesh M. Dhanvijay, Mrinai M. Dhanvijay, Vaishali H. Kamble

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A novel unsupervised fine-tuning method for text summarization, and highlighting the limitations of ROUGE score by Ala Alam Falaki, Robin Gras

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