Exome sequencing of 18,994 ethnically diverse patients with suspected rare Mendelian disorders by Heonjong Han, Go Hun Seo, Seong-In Hyun, Kisang Kwon, Seung Woo Ryu, Rin Khang, Eugene Lee, JiHye Kim, Yongjun Song, Won Chan Jeong, Joohyun Han, Dong-wook Kim, Soyeon Yang, Sohyun Lee, Sohyun Jang, Jungsul Lee, Hane Lee

“…Nearly 68K variants were identified in our dataset at a higher frequency than that observed in gnomAD 4.0. …”
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Learning to Detect Traffic Incidents from Data Based on Tree Augmented Naive Bayesian Classifiers by Dawei Li, Xiaojian Hu, Cheng-jie Jin, Jun Zhou

“…The discretization of continuous attributes is processed using an entropy-based method automatically. A simulation dataset on the section of the Ayer Rajah Expressway (AYE) in Singapore is used to demonstrate the development of proposed algorithm, including wavelet denoising, normalization, entropy-based discretization, and structure learning. …”
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Differences in Physical Activity between Patients with Peripheral Artery Disease and Healthy Subjects by Sumiko Shiba, Akiko Shiba, Atsutoshi Hatada

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Measuring China’s Policy Stringency on Climate Change for 1954–2022 by Bo Li, Enxian Fu, Shuhao Yang, Jiaying Lin, Wei Zhang, Jian Zhang, Yaling Lu, Jiantong Wang, Hongqiang Jiang

“…By framing the PSCC on varied sub-dimensions covering mitigation, adaptation, implementation, and spatial difference, this dataset maps the government’s varied stringency on climate change and can be used as a robust variable to support a series of downstream causal analysis.…”
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A CNN-Based Approach for Classical Music Recognition and Style Emotion Classification by Yawen Shi

“…To improve the model’s recognition accuracy, various noises are introduced to the dataset. Meanwhile, in this study, a novel loss function has been devised to more effectively assess the model’s performance. …”
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K-Means Clustering with Local Distance Privacy by Mengmeng Yang, Longxia Huang, Chenghua Tang

“…However, existing K-means clustering methods with local differential privacy protection cannot get an ideal clustering result due to the large amount of noise introduced to the whole dataset to ensure the privacy guarantee. To solve this problem, we propose a novel method that provides local distance privacy for users who participate in the clustering analysis. …”
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The protein tyrosine phosphatase, nonreceptor type 22-1858C->T (rs2476601) polymorphism is not a genetic risk factor for systemic lupus erythematosus in Indian Tamils by Panneer Devaraju, Reena Gulati, Durga Prasanna Misra, Vir Singh Negi

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Crop yield prediction through machine learning: A path towards sustainable agriculture and climate resilience in Saudi Arabia by Mohammad M. Islam, Majed Alharthi, Rotana S. Alkadi, Rafiqul Islam, Abdul Kadar Muhammad Masum

“…Utilizing a customized dataset, this study analyzed a machine learning model performance and identified optimal hyperparameters. …”
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Parameter-Efficient Vehicle Trajectory Prediction Based on Attention-Enhanced Liquid Structural Neural Model by Ruochen Wang, Yue Chen, Renkai Ding, Qing Ye

“…Extensive experiments conducted on the NGSIM dataset demonstrate the advantages of our proposed Attn-LTC model. …”
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Structural Correlates of Neurological Signs in Huntington’s Disease: A Quantitative Approach by E. A. Loh, J. K. A. Roberts, E. Mohr

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Investigating a hybrid mixed population leads to recognizing a new species of Arctostaphylos (Ericaceae) by Tito Abbo, Morgan A. Stickrod, Alexander Krohn, V. Thomas Parker, Michael C. Vasey, William Waycott, Amy Litt

“…Parametric and nonparametric clustering analyses (STRUCTURE and PCA) of ddRADseq data show that Arctostaphylos from the Nipomo Mesa segregate from all other samples in the dataset. In mixed populations A. purissima and A. crustacea samples cluster with samples from other unmixed populations of the same species but A. rudis samples form two distinct clusters. …”
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Visual Feedback System Supporting Robotic Manipulation of Hemp Plants by Marek Kraft, Bartosz Ptak, Mateusz Piechocki, Dominik Pieczyński, Kamil Młodzikowski, Bartłomiej Kulecki, Dominik Belter

“…Input image data processing is performed by a dedicated neural network model trained using a dataset created specifically for the described task to achieve detection by stalk segmentation and postprocessing. …”
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Modulatory Effects of Astragalus Polysaccharides on T-Cell Polarization in Mice with Polymicrobial Sepsis by Yu-Chen Hou, Jin-Ming Wu, Ming-Yang Wang, Ming-Hsun Wu, Kuen-Yuan Chen, Sung-Ling Yeh, Ming-Tsan Lin

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Comparing Outcomes between Major Trauma Patients Transferred from a Different Hospital and Patients Transported Directly to Trauma Centers: A Retrospective Analysis with Propensity... by Cheng-Hsi Yeh, Sheng-En Chou, Wei-Ti Su, Ching-Hua Tsai, Chun-Ying Huang, Shiun-Yuan Hsu, Ching-Hua Hsieh

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Evaluating suitability of regression models in small data regimes using concrete with recycled copper tailings as a case study by Ahed Habib, Samer Barakat, Samir Dirar, Salah Al-Toubat, Zaid A. Al-Sadoon

“…The findings highlight the importance of this research, suggesting that even small datasets, when handled correctly, can provide robust insights.…”

The combined impacts of toxic drug use and the 2021 Heat Dome in Canada: A thematic analysis of online news media articles. by Emily J Tetzlaff, Nicholas Goulet, Melissa Gorman, Glen P Kenny

“…The analyzed articles were published before, during and after the 2021 Heat Dome, and were qualitatively coded and thematically analyzed in NVivo to identify patterns of meaning across the dataset.<h4>Results</h4>Four main themes were identified within our media-based analysis: (I) the reported impact of toxic drug use on human thermoregulation and behavioural adaptation; (II) the reported demand of intersecting crises on the health system; (III) barriers and stigma reported to influence an individual's access to or use of heat mitigation behaviours and services; and (IV) the reported impact of extreme heat on the public health response to drug poisoning emergencies.…”
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Preliminary Compositional Evidence of Provenance of Ceramics from Hatahara Archaeological Site, Central Amazonia by K. P. Nunes, R. G. Toyota, P. M. S. Oliveira, E. G. Neves, E. A. A. Soares, C. S. Munita

“…One hundred twenty four ceramic fragments and six clay samples from the Hatahara archaeological site in Amazonas state, Brazil, were analyzed using instrumental neutron activation analysis, INAA, to determine the concentration of twenty chemical elements: Ce, Co, Cr, Cs, Eu, Fe, Hf, K, La, Lu, Na, Nd, Rb, Sc, Ta, Tb, Th, U, Yb, and Zn. The dataset was submitted to multivariate statistical analysis. …”
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DCTnet: a double-channel transformer network for peach disease detection using UAVs by Jie Zhang, Dailin Li, Xiaoping Shi, Fengxian Wang, Linwei Li, Yibin Chen

“…Furthermore, a peach disease dataset including different growth stages of peaches is constructed to evaluate the detection performance of the proposed method. …”
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STUDY ON MORPHOLOGICAL AND BIOLOGICAL CHARACTERISTICS OF OENOPIA KIRBYI (COLEOPTERA: COCCINELLIDAE) IN DA LAT CITY, LAM DONG, VIETNAM by Nguyen Thanh Thuy Tien, Nguyen Duc Sang, Le Thi Thanh Thuy, Nguyen Thi Thu Hue, Nguyen Thi Thuy Ngan, Tran Thi Thu Dan

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Phylogenomic and mitogenomic data can accelerate inventorying of tropical beetles during the current biodiversity crisis by Michal Motyka, Dominik Kusy, Matej Bocek, Renata Bilkova, Ladislav Bocak

“…As a model, we sequenced the Metriorrhynchini beetle fauna, sampled from ~700 localities in three continents. The species-rich dataset included ~6500 terminals, ~ 1850 putative species delimited at 5% uncorrected pairwise threshold, possibly ~1000 of them unknown to science. …”
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