Dataset on quantitative behavioral and EEG of lateral cerebellar nucleus (LCN) electrical stimulation in PTZ-kindled ratsMendeley Data by Leonid S. Godlevsky, Mykhailo P. Pervak, Olha S. Yehorenko, Serhii V. Marchenko

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Quantitative imaging datasets of surface micro- to mesoplankton communities and microplastic across the Pacific and North Atlantic oceans from the Tara Pacific expedition by Z. Mériguet, G. Bourdin, N. Kristan, L. Jalabert, O. Bun, M. Picheral, L. Caray-Counil, J. Maury, M.-L. Pedrotti, A. Elineau, D. A. Paz-Garcia, L. Karp-Boss, G. Gorsky, F. Lombard

“…<p>This paper presents the quantitative imaging datasets collected during the Tara Pacific expedition (2016–2018) carried out on the schooner <i>Tara</i>. …”
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TomatoWUR: An annotated dataset of tomato plants to quantitatively evaluate segmentation, skeletonisation, and plant-trait extraction algorithms for 3D plant phenotyping4TU.researc... by Bart M. van Marrewijk, Tim van Daalen, Katarína Smoleňová, Bolai Xin, Gerrit Polder, Gert Kootstra

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The Austronesian and the Micronesian Comparative Dictionaries as CLDF datasets by Alexander D. Smith, Robert Forkel, Lev Blumenfeld

“…The legacy, online versions of both dictionaries share an uncertain future, and both have not been available in a structured format, amenable to quantitative methods. Thus, to preserve the content of both dictionaries for the scientific record and to increase interoperability of the data, we undertook a conversion of the dictionaries to CLDF datasets. …”
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Obstacles to Dataset Citation Using Bibliographic Management Software by Kristina Vrouwenvelder, Natalie H. Raia, Andrea K. Thomer

“…Using seven major reference managers and datasets sampled across 14 Earth, space, and environmental sciences repositories, we identify and analyze common errors in reference-manager-facilitated metadata capture, storage, and citation export, using quantitative content analysis to compare repository-provided recommended citations, reference manager results, and DataCite metadata records. …”
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AVCaps: An Audio-Visual Dataset With Modality-Specific Captions by Parthasaarathy Sudarsanam, Irene Martin-Morato, Aapo Hakala, Tuomas Virtanen

“…The dataset contains 2061 video clips constituting a total of 28.8 hours. …”
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Deep learning for quantitative dynamic fragmentation analysis by Erwin Cazares, Brian E. Schuster

“…We have developed an image-based convolutional neural network that is applicable for quantitative time-resolved measurements of the fragmentation behavior of opaque brittle materials using ultra-high speed optical imaging. …”
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A Dataset for The Study of Online Radicalization Through Incel Forum Archives by Jennifer Golbeck

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An Enhanced Phenology Dataset for Global Drylands from 2001 to 2019 by Yuqi Dong, Yu Zhou, Li Zhang, Feng Tian, Qiaoyun Xie, Yiyang Chen, Linlin Ruan, Bo Zhang

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Microscopy Image Browser: A Platform for Segmentation and Analysis of Multidimensional Datasets. by Ilya Belevich, Merja Joensuu, Darshan Kumar, Helena Vihinen, Eija Jokitalo

“…Here, we present a new software package for high-performance segmentation and image processing of multidimensional datasets that improves and facilitates the full utilization and quantitative analysis of acquired data, which is freely available from a dedicated website. …”
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Rapid global fitting of large fluorescence lifetime imaging microscopy datasets. by Sean C Warren, Anca Margineanu, Dominic Alibhai, Douglas J Kelly, Clifford Talbot, Yuriy Alexandrov, Ian Munro, Matilda Katan, Chris Dunsby, Paul M W French

“…Lifetimes and population fractions may, however, be more robustly extracted using global analysis to simultaneously fit the fluorescence decay data of all pixels in an image or dataset to a multi-exponential model under the assumption that the lifetime components are invariant across the image (dataset). …”
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Physics-informed deep generative learning for quantitative assessment of the retina by Emmeline E. Brown, Andrew A. Guy, Natalie A. Holroyd, Paul W. Sweeney, Lucie Gourmet, Hannah Coleman, Claire Walsh, Athina E. Markaki, Rebecca Shipley, Ranjan Rajendram, Simon Walker-Samuel

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Interim Evaluation of the Project P.A.T.H.S.: Findings Based on Different Datasets by Daniel T. L. Shek, Lu Yu

“…(Positive Adolescent Training through Holistic Social Programmes) in Hong Kong. Quantitative results of the interim evaluation findings based on eight datasets collected from 2006 to 2009 are reported in this paper. …”
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Wiki-Quantities and Wiki-Measurements: Datasets of quantities and their measurement context from Wikipedia by Jan Göpfert, Patrick Kuckertz, Jann M. Weinand, Detlef Stolten

“…To address this issue, we present two large datasets based on Wikipedia and Wikidata: Wiki-Quantities is a dataset consisting of over 1.2 million annotated quantities in the English-language Wikipedia. …”
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ElectionRumors2022: A Dataset of Election Rumors on Twitter During the 2022 U.S. Midterms by Joseph Schafer, Kayla Duskin, Stephen Prochaska, Morgan Wack, Anna Beers, Lia Bozarth, Taylor Agajanian, Michael Caulfield, Emma Spiro, Kate Starbird

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Quantitative Assessment of Data Volume Requirements for Reliable Machine Learning Analysis by Xukuan Xu, Jinghou Bi, Michael Moeckel, Hajo Wiemer, Steffen Ihlenfeldt

“…Both aspects are quantitatively addressed in this work. The first one is treated as part of dataset diagnostics, which includes the analysis of learning curves, the quantification of confidence intervals (CI) during model evaluation and further dataset metrics. …”
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phylospatial: An R package for spatial phylogenetic analysis with quantitative community data by Matthew M. Kling

“…Here I present phylospatial, a new R package that fully supports probability, abundance, and binary community data across a range of spatial PD analyses. …”
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A dataset of synthetic, maturation-informed magnetic resonance images of the human fetal brain by Hélène Lajous, Andrés Le Boeuf Fló, Pedro M. Gordaliza, Oscar Esteban, Ferran Marques, Vincent Dunet, Mériam Koob, Meritxell Bach Cuadra

“…However, since it is not the first-line diagnostic tool in this sensitive population, data remain scarce and heterogeneous across scanners and hospitals. To address this, we present a novel dataset of synthetic images representative of real fetal brain MRI. …”
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Quantitative Convolutional Neural Network Based Multi-Phase XRD Pattern Analysis by Höfer Hawo H., Orth André, Schweidler Simon, Breitung Ben, Aghassi-Hagmann Jasmin, Reischl Markus

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Time-lapse 3D image datasets of spruce tree wood enzymatic deconstructionZenodo by Solmaz Hossein Khani, Noah Remy, Khadidja Ould Amer, Berangère Lebas, Anouck Habrant, Grégoire Malandain, Gabriel Paës, Yassin Refahi

“…Along with this hydrolysis dataset, control time-lapse images of pretreated spruce wood samples acquired without adding enzymatic cocktail are also presented. …”
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