A Multi-Faceted Approach to Trending Topic Attack Detection Using Semantic Similarity and Large-Scale Datasets by Insaf Kraidia, Afifa Ghenai, Samir Brahim Belhaouari

“…To support this methodology, we curated large-scale, high-quality datasets comprising 7,000 Arabic and 28,000 English tweets, applying tailored preprocessing steps to ensure efficiency and accuracy. …”
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UK multiple sclerosis risk-sharing scheme: a new natural history dataset and an improved Markov model by Jacqueline Palace, Martin Duddy, Thomas Bregenzer, Mike Boggild, Joel Oger, Helen Tremlett, Charles Dobson, Fheng Zhu

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An annotated high-content fluorescence microscopy dataset with EGFP-Galectin-3-stained cells and manually labelled outlineszenodo by Salma Kazemi Rashed, Malou Arvidsson, Rafsan Ahmed, Sonja Aits

“…Matching nuclear staining and outlines are available for part of the dataset from a previous publication (dataset Aitslab_bioimaging1) [1].…”
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Simulation of Self-Occlusion Virtual Dataset Method for Robust Point Matching Algorithm, With Applications to Positioning of Guide Vanes by Fenglin Han, Hang Peng, Xian Wu, Haonan Ren, Yiwei Sun, Bin Su

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StreetSurfaceVis: a dataset of crowdsourced street-level imagery annotated by road surface type and quality by Alexandra Kapp, Edith Hoffmann, Esther Weigmann, Helena Mihaljević

“…By crafting a heterogeneous dataset, we aim to enable robust models that maintain high accuracy across diverse image sources. …”
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Analysis of differences in human leukocyte antigen between the two Wellcome Trust Case Control Consortium control datasets by Chloe Soohyun Jang, Wanson Choi, Seungho Cook, Buhm Han

“…That study combined two control datasets (58C and UK Blood Services) as shared controls. …”
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WAND: A multi-modal dataset integrating advanced MRI, MEG, and TMS for multi-scale brain analysis by Carolyn B. McNabb, Ian D. Driver, Vanessa Hyde, Garin Hughes, Hannah L. Chandler, Hannah Thomas, Christopher Allen, Eirini Messaritaki, Carl J. Hodgetts, Craig Hedge, Maria Engel, Sophie F. Standen, Emma L. Morgan, Elena Stylianopoulou, Svetla Manolova, Lucie Reed, Matthew Ploszajski, Mark Drakesmith, Michael Germuska, Alexander D. Shaw, Lars Mueller, Holly Rossiter, Christopher W. Davies-Jenkins, Tom Lancaster, C. John Evans, David Owen, Gavin Perry, Slawomir Kusmia, Emily Lambe, Adam M. Partridge, Allison Cooper, Peter Hobden, Hanzhang Lu, Kim S. Graham, Andrew D. Lawrence, Richard G. Wise, James T. R. Walters, Petroc Sumner, Krish D. Singh, Derek K. Jones

“…Users can interact with and retrieve data as needed, without downloading the complete dataset. Given the depth of neuroimaging phenotyping, leveraging ultra-high-gradient, high-field MRI, MEG and TMS, this dataset will facilitate multi-scale and multi-modal investigations of the healthy human brain.…”
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Dataset of transcriptomic changes induced by naringenin treatment in MCF-7 breast cancer cellsGene Expression Omnibus by Van T. Hoang, Mackenzie L. Hawes, Jack R. Elliott, Steven Elliott, Binghao Zou, Stephen M. Boué, Brian G. Rowan, Bridgette M. Collins-Burow, Jorge A. Belgodere, Muralidharan Anbalagan, Elizabeth C. Martin, Matthew E. Burow

“…Pathway analysis included in our dataset shows upregulation of genes associated with estrogen signaling and epithelial-to-mesenchymal transition in breast cancer cells treated with naringenin.…”
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ONUBAD: A comprehensive dataset for automated conversion of Bangla regional dialects into standard Bengali dialectMendeley Data by Nusrat Sultana, Rumana Yasmin, Bijon Mallik, Mohammad Shorif Uddin

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External Validation of Deep Learning Models for Classifying Etiology of Retinal Hemorrhage Using Diverse Fundus Photography Datasets by Pooya Khosravi, Nolan A. Huck, Kourosh Shahraki, Elina Ghafari, Reza Azimi, So Young Kim, Eric Crouch, Xiaohui Xie, Donny W. Suh

“…This study aims to externally validate deep learning (DL) models, specifically FastVit_SA12 and ResNet18, for distinguishing between traumatic and medical causes of RH using diverse fundus photography datasets. A comprehensive dataset was compiled, including private collections from South Korea and Virginia, alongside publicly available datasets such as RFMiD, BRSET, and DeepEyeNet. …”
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Species identification for Indian seafood markets: A machine learning approach with a fish datasetMendeley Data by Priyanka Paygude, Namita Shinde, Amol Dhumane, Geeta S. Navale, Prashant Chavan, Atul Kathole, Vijaykumar Bidve

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WF-PPG: A Wrist-finger Dual-Channel Dataset for Studying the Impact of Contact Pressure on PPG Morphology by Matthew Yiwen Ho, Hung Manh Pham, Aaqib Saeed, Dong Ma

“…To address this issue, we present a novel dataset (termed WF-PPG) comprising PPG signals from the wrist measured under varying contact pressures, along with high-quality PPG signals from the fingertip captured simultaneously. …”
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Current efforts in regional climate planning: A dataset from Italian NUTS2 regionsMendeley Data by Luigi Santopietro, Filomena Pietrapertosa, Angela Pilogallo, Monica Salvia

“…It was developed as part a wider research work published by the authors [2].The dataset collects information on the efforts the regions are making to tackle the climate crisis. …”
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Downscaled gridded global dataset for gross domestic product (GDP) per capita PPP over 1990–2022 by Matti Kummu, Maria Kosonen, Sina Masoumzadeh Sayyar

“…Abstract We present a comprehensive gridded GDP per capita dataset downscaled to the admin 2 level (43,501 units) covering 1990–2022. …”
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LipBengal: Pioneering Bengali lip-reading dataset for pronunciation mapping through lip gesturesHugging Face by Md. Tanvir Rahman Sahed, Md. Tanjil Islam Aronno, Hussain Nyeem, Md. Abdul Wahed, Tashrif Ahsan, R Rafiul Islam, Tareque Bashar Ovi, Manab Kumar Kundu, Jane Alam Sadeef

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Vertical two-phase flow regimes in an annulus image dataset - Texas A&M universityMendeley Data by Kaushik Manikonda, Chinemerem Obi, Aarya Abhay Brahmane, Mohammad Azizur Rahman, Abu Rashid Hasan

“…The Vertical Two-Phase Flow Regimes in an annulus Image Dataset, generated at Texas A&M University, presents an extensive collection of high-resolution images capturing various gas-liquid two-phase flow dynamics within a vertical flow setup. …”
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The influence of meteorological factors on the technical performance of football teams during matches by Yonghan Zhong, Shaoliang Zhang, Qing Yi, Miguel Ángel Gómez Ruano

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Transverse Vibration Analysis of Composite Plates with Multiple Distributed Composite Patches by Yan Guo, Yanan Jiang, Bin Huang, Ji Wang

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Notational Analysis Of Wheelchair Women's Badminton Matches In The International Badminton Tournament by Senay Leyla, Muhammet Bastem, Ali Salah Zaynl Abdeın, Metin Ozlu, Erdal Taşgın, Fatih Yılmaz, Ozlem Bagıs, Ela Atay

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Heart rate of soccer referees during matches: A systematic review by Sebiha Kurhan, Ana Lilić, İsmail İlbak, Stefan Stojanovic

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