Near-complete reference genome assembly of Hoya carnosa by Yanfeng Kuang, Kunyue Ouyang, Meng Xia, Chao Feng, Ming Kang

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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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Dataset on contaminated steel/rubber contact: Effect of surface texture on friction coefficientzenodo by Bilel Jebali, Manuela Gennesseaux, Malal Kane

“…This data article presents an experimental dataset on the friction behaviour of steel/rubber contact under contaminated conditions, obtained using a pin-on-disc tribometer. …”
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BMT: A Cross-Validated ThinPrep Pap Cervical Cytology Dataset for Machine Learning Model Training and Validation by E. Celeste Welch, Chenhao Lu, C. James Sung, Cunxian Zhang, Anubhav Tripathi, Joyce Ou

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Competitive funding and academic-industry collaboration: policy trends and insights by Stefan Kambiz Behfar, Louis Shekhtman, Jon Crowcroft

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Lower Limb Movement during 10-Meter Walk Test: A Dataset with Inertial, Magnetic, and Temperature Sensors by Maykol Santos, Andrés Caro Lindo, Carlos Albuquerque, Paulo Jorge Coelho, Ivan Miguel Pires

“…The study utilized SensorTileBox sensors integrated into shin pads to capture detailed movement and environmental data from participants. The sensors recorded 3D accelerometer data (in milligravities), 3D gyroscope data (degrees per second), magnetometer readings (milligauss), and temperature (°C). …”
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The Chemical and Products Database v4.0, an updated resource supporting chemical exposure evaluations by Sakshi Handa, Kristin K. Isaacs, Jonathan T. Wall, Allison Larger, Scott Burns, Lauren E. Koval, Kenta Baron-Furuyama, Colleen M. Elonen, David Lyons, Kathie L. Dionisio, M. Beth Horton, Katherine A. Phillips

“…Abstract Since the initial release of the Chemical and Products Database (CPDat) in 2018, the United States Environmental Protection Agency has added a considerable amount of chemical exposure-related information to the database and has expanded its schema to accommodate new types of data. This data descriptor provides information regarding the structure and types of data contained within CPDat (both existing and new), new controlled vocabularies implemented to harmonize terminology across the different data types, application of a rigorous data curation and quality assurance tracking system, and various methods of accessing CPDat.…”
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A Real-World Energy Management Dataset from a Smart Company Building for Optimization and Machine Learning by Jens Engel, Andrea Castellani, Patricia Wollstadt, Felix Lanfermann, Thomas Schmitt, Sebastian Schmitt, Lydia Fischer, Steffen Limmer, David Luttropp, Florian Jomrich, René Unger, Tobias Rodemann

“…The dataset includes energy consumption data from various facility areas and components, energy production data from a photovoltaic system and a combined heat and power plant, operational data from heating and cooling systems, and weather data from an on-site weather station. …”
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HindwingLib: A library of leaf beetle hindwings generated by Stable Diffusion and ControlNet by Yi Yang, WenJie Li, RuiZe Liu, ChengZhe Wu, Jing Ren, YiShi Shi, SiQin Ge

“…The results demonstrated a strong alignment between the actual data and the synthetic images, confirming their high fidelity. …”
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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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LandScan Global 30 Arcsecond Annual Global Gridded Population Datasets from 2000 to 2022 by Viswadeep Lebakula, Kelly Sims, Andrew Reith, Amy Rose, Jake McKee, Phil Coleman, Jason Kaufman, Marie Urban, Chris Jochem, Carrie Whitlock, Mitchell Ogden, Joe Pyle, Darrell Roddy, Justin Epting, Eddie Bright

“…In 2022, LSG datasets from 2000 onward were made publicly available through ORNL’s LandScan Portal. This data descriptor details our methodology and the application of geospatial science and machine learning to geographic and demographic data, highlighting uses in urban resiliency, emergency management, disaster response, and human health and security.…”
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Depth-dependent Metagenome-Assembled Genomes of Agricultural Soils under Managed Aquifer Recharge by Júlia Brandão Gontijo, Laibin Huang, Elad Levintal, Cristina Prieto García, Christian B. Erikson, Adolfo Coyotl, William R. Horwath, Helen E. Dahlke, Jorge L. Mazza Rodrigues

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Enhancing classification of a large lower-limb motor imagery EEG dataset for BCI in knee pain patients by Chongwen Zuo, Yi Yin, Haochong Wang, Zhiyang Zheng, Xiaoyan Ma, Yuan Yang, Jue Wang, Shan Wang, Zi-gang Huang, Chaoqun Ye

“…While motor imagery (MI)-based brain-computer interface (BCI) systems have shown promise in rehabilitation, their application to lower-limb conditions, particularly in pain patients, is underexplored. …”
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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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Traceable and Scalable Food Balance Sheets from Agricultural Commodity Supply and Utilization Accounts (2010–2022) by Xin Zhao, Maksym Chepeliev, Neus Escobar, Matthew T. Binsted, Pralit Patel, Page Kyle, Marshall A. Wise

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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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A dataset for quality evaluation of pelvic X-ray and diagnosis of developmental dysplasia of the hip by Guoqiang Qi, Xiongfei Jiao, Jing Li, Chaojin Qin, Xinxin Li, Zhexian Sun, Yonggen Zhao, Renjie Jiang, Zhu Zhu, Guoqiang Zhao, Gang Yu

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A spatially comprehensive canopy cover dataset derived from NASA’s ice, cloud and land elevation satellite-2 (ICESat-2) for the state of Alabama, USAThe Open Science Framework by Lana L. Narine, Blake Johnson

“…Despite these advancements, the application of the mission’s data to deriving continuous estimates of canopy cover, as is fundamental parameter for assessing forest conditions, is not well-understood. …”
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A Dataset of SNPs Related to Downy Mildew Resistance in East Asian Grape Based on GBTS by Bohan Yang, Chen Li, Rui Li, Yachun Peng, Xiangyi Li, Zhigang Dong, Qifeng Zhao, James Lin, Qifei Gao, Jiang Lu, Peining Fu

“…Our sequencing data and disease resistance grade data provided a valuable reference for mining downy mildew resistant germplasm of East Asian grape and breeding resistant varieties.…”
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A global near real-time dataset of Microwave Integrated Drought Index from the Fengyun-3 satellites by Anzhi Zhang, Hao Gao, Ronghan Xu, Xiaoqing Li, Huichen Zhao, Gensuo Jia

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