Learning under label noise through few-shot human-in-the-loop refinement by Aaqib Saeed, Dimitris Spathis, Jungwoo Oh, Edward Choi, Ali Etemad

“…We evaluate our approach on four challenging tasks and datasets, and compare it against eight competitive baselines designed to deal with noisy labels. …”
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Photovoltaic solar energy prediction using the seasonal-trend decomposition layer and ASOA optimized LSTM neural network model by Venkatachalam Mohanasundaram, Balamurugan Rangaswamy

“…The proposed method has been contrasted with conventional methods by applying a testing environment incorporating essential Meteorological Factors (MF) and historical SE datasets. The study of performance measurements (RMSE, MAE, and R2) demonstrates significant improvements in the accuracy of predictions. …”
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The Direct Healthcare Expenditures of Prostate Cancer by Disease Severity: Evidence from US National Survey Data by Peter J. Mallow, Jie Chen, John A. Rizzo, John R. Penrod, Geralyn C. Trudel, Teresa M. Zyczynski

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Multiple machine learning-based integrations of multi-omics data to identify molecular subtypes and construct a prognostic model for HNSCC by Xiaoqin Luo, Chao Li, Gang Qin

“…Methods We integrated four HNSCC datasets (TCGA-HNSCC, GSE27020, GSE41613, and GSE65858) from TCGA and GEO databases. …”
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A traffic prediction method for missing data scenarios: graph convolutional recurrent ordinary differential equation network by Ming Jiang, Zhiwei Liu, Yan Xu

“…The experimental results on three real-world traffic datasets demonstrate that GCRNODE outperforms baseline models in prediction performance under various missing data rates and scenarios. …”
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A case–control study based on the National Health and Nutrition Examination Survey to evaluate the effects of human papilloma virus on bone health in women by Xiang Li, Guangjun Jiao, Yunzhen Chen

“…Methods This case–control study utilized data from the National Health and Nutrition Examination Survey (NHANES). Comparable datasets were created using nearest neighbor propensity score matching (PSM) at a ratio of 1:1. …”
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Evaluation of energy generation potential from municipal solid waste in the North-West province, South Africa by Mapereka Francis Chagunda , Ruhiiga Tabukeli Musigi , Palamuleni Lobina Gertrude *

“…The information was supplemented by secondary datasets on waste information and waste management at local municipalities. …”
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Postoperative extraperitoneal bladder injury after metal pelvic osteosynthesis for pelvic injury by Khalid Abdullahi, Obadele Olusegun George, Ajiboye Lukman Olalekan, Abubakar Isiyaku, Muhammad Abubakar Sadiq, Aljannare Bashir Garba, Okezie Chukwuebuka Kingsley, Agwu Ngwobia Peter

“…This condition was persistent despite continuous bladder drainage with an indwelling urethral catheter. He subsequently had bladder re-exploration, which confirmed an anterior bladder wall perforation secondary to the dislodged pelvic implant. …”
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Common and unique network basis for externally and internally driven flexibility in cognition: From a developmental perspective by Ziyi Huang, Dazhi Yin

“…In this study, we aimed to determine the common and unique networks for reactive and spontaneous flexibility as a function of age and sex, leveraging both cross-sectional and longitudinal resting-state functional magnetic resonance imaging datasets with different temporal resolutions (N = 249, 6–35 years old). …”
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Single-cell atlas of human pancreatic islet and acinar endothelial cells in health and diabetes by Rebecca Craig-Schapiro, Ge Li, Kevin Chen, Jesus M. Gomez-Salinero, Ryan Nachman, Aleksandra Kopacz, Ryan Schreiner, Xiaojuan Chen, Qiao Zhou, Shahin Rafii, David Redmond

“…Here, we develop strategies to enrich islet-specific endothelial cells (ISECs) and acinar-specific endothelial cells (ASECs) from three human pancreases and corroborate these findings with three published pancreatic datasets. Single-cell RNA sequencing reveals the unique molecular signatures of ISECs, including structural genes COL13A1, ESM1, PLVAP, UNC5B, and LAMA4, angiocrine genes KDR, THBS1, BMPs and CXCR4, and metabolic genes ACE, PASK and F2RL3. …”
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A minimal gene set characterizes TIL specific for diverse tumor antigens across different cancer types by Zhen Zeng, Tianbei Zhang, Jiajia Zhang, Shuai Li, Sydney Connor, Boyang Zhang, Yimin Zhao, Jordan Wilson, Dipika Singh, Rima Kulikauskas, Candice D. Church, Thomas H. Pulliam, Saumya Jani, Paul Nghiem, Suzanne L. Topalian, Patrick M. Forde, Drew M. Pardoll, Hongkai Ji, Kellie N. Smith

“…Here we present an integrative tool to identify MANA-specific TIL using weighted expression levels of these three genes in lung cancer and melanoma single-cell RNAseq datasets. Our three-gene “MANAscore” algorithm outperforms other RNAseq-based algorithms in identifying validated neoantigen-specific CD8+ clones, and accurately identifies TILs that recognize other classes of tumor antigens, including cancer testis antigens, endogenous retroviruses and viral oncogenes. …”
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A comprehensive global mapping of offshore lighting by C. D. Elvidge, T. Ghosh, N. Chatterjee, N. Chatterjee, M. Zhizhin, M. Zhizhin, P. C. Sutton, M. Bazilian

“…We expect that the new product will lead to an improved understanding of fishing grounds, offshore light pollution, and supply chain disruptions at anchorages, thereby aiding in the development of more sustainable and efficient practices. The global datasets are available at <span class="uri">https://doi.org/10.25676/11124/179157</span> (Elvidge et al., 2024).…”
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Unraveling the response of the apparent temperature sensitivity of ecosystem respiration to rising temperature by Zhentao Liu, Junguo Liu, Deliang Chen

“…This study leverages observational data from 254 sites from the FLUXNET2015 and AmeriFlux datasets to address this knowledge gap. We found a strong influence of non-temperature factors on the seasonality of RECO. …”
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Climate variability, population growth, and globalization impacting food security in Pakistan by Sohail Abbas, Ahtisham Haider, Shazia Kousar, Heli Lu, Siqi Lu, Fang Liu, Huan Li, Changhong Miao, Wanfu Feng, Muhammad Irfan Ahamad, Muhammad Sajid Mehmood, Rana Muhammad Zulqarnain

“…Food security data was sourced from the Food and Agricultural Organization, and globalization data was obtained from the KOF Globalization Index. Datasets on climate variability, population growth, unemployment, and inflation were collected from the World Development Indicators. …”
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Optoelectric coordinated modulation of resistive switching behavior in perovskite based synaptic device by Yucheng Wang, Ruixi Huang, Wenyi Zhang, Dingyun Guo, Jiawei Zheng, Hexin Wang, Fobao Huang, Zhuoya Wang, He Guan

“…The recognition accuracies of 89.8% / 88.1% (electric synapse) are enhanced to 92.4% / 92.2% after the introduction of optoelectronic cooperative stimulation on the 8 × 8 and 28 × 28 modified national institute of standards and technology (MNIST) handwritten digit datasets. This study holds significant implications for guiding the optoelectronic co-regulation of perovskite synaptic devices in the field of synaptic electronics.…”
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Mendelian randomization study of serum uric acid levels and urate-lowering drugs on pulmonary arterial hypertension outcomes by Xiaoling Yao, Xin Cai, Shaoqin Zhang, Yuzheng Yang, Xiangyan Yang, Wukai Ma, Zong Jiang

“…Utilizing published genome-wide association study (GWAS) data, we applied MR and colocalization analysis to assess the link between serum uric acid levesl and PAH across four GWAS datasets from two distinct European populations. The validity and reliability of these findings were confirmed through multiple statistical methods, along with an MR analysis of urate-lowering drug targets to investigate their potential effects on PAH treatment. …”
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Comparative Analysis of AES, Blowfish, Twofish, Salsa20, and ChaCha20 for Image Encryption by Rebwar Khalid Muhammed, Ribwar Rashid Aziz, Alla Ahmad Hassan, Aso Mohammed Aladdin, Shaida Jumaah Saydah, Tarik Ahmed Rashid, Bryar Ahmad Hassan

“…A comparative analysis of several symmetric key ciphers was performed, focusing on handling large datasets. Despite this limitation, comparing different images helped evaluate the techniques' novelty. …”
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CTSG is a prognostic marker involved in immune infiltration and inhibits tumor progression though the MAPK signaling pathway in non-small cell lung cancer by Qian Dai, Xufeng Yao, Yanke Zhang, Qian Chai, Xueyi Feng, Hongbin Zhu, Lei Zhao

“…Bioinformatic analysis of clinical datasets was conducted to evaluate the correlation between CTSG and lymph node metastasis, tumor stage, and immune cell infiltration. …”
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SAR Image Simulation for Crater Terrain Using Formation Theory-Based Modeling and Hybrid Ray-Tracing by Ya-Ting Zhou, Yongsheng Zhou, Qiang Yin, Fei Ma, Fan Zhang

“…This research could contribute to the creation of comprehensive crater terrain datasets and support the application of SAR technology for damage assessment purposes.…”
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FAM210B activates STAT1/IRF9/IFIT3 axis by upregulating IFN-α/β expression to impede the progression of lung adenocarcinoma by Xuejuan Gao, Donglan Huang, Ying Liu, Gui Zhang, Xiaofen Zheng, Baiye Guan, Aiwen Chen, Jiayao Wu, Shi-Ming Luo, Zonghua Liu, Luxuan Chen, Xiaohui Liu, Jingjie Jin, Xingfeng Yin, Zhenghua Sun, Yunfang Zhang, Meizhi Lu, Gong Zhang, Wanting Liu, Langxia Liu

“…In this study, FAM210B was observed to be down-regulated in LUAD cells. Analyses of public datasets revealed that decreased expression of FAM210B predicts poor survival. …”
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