cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25408/mandela.29128043.v1
title: Arthropod Communities in Desert Ecosystems of Alula County, Saudi Arabia

description: Arthropod Communities in Desert Ecosystems of Alula County, Saudi ArabiaRuan van Mazijk*, Steven McGregor, Robbert Duker, Carly Butynski, Maurice Schutgens, Miren Schleicher, Max D. Graham, Shauna K. Rees, Abdelsamad Aldabaa, Ahmed H. Mohamed, Sami D. Almalki, Benjamin P. Y.-H. Lee* Corresponding author (email: ruanvmazijk@gmail.com)Data for short communication submitted to Zoology in the Middle EastIn addition to the metadata below, the spreadsheet 'Arthropod study results.xlsx’ contains a metadata sheet.File: ‘Arthropod study results.xlsx’• Raw counts of numbers of individuals, taxonomic identifications and functional groupings for all morphospecies of arthropod collected from pitfall traps in this project.• Each row in this spreadsheet corresponds to one pitfall trap's specimens for a given morphospecies, such that there are multiple rows per pitfall trap.Sub-folder: Arthropod micrographs• This sub-folder contains all micrograph imagery files for arthropod specimens collected from pitfall traps.• Micrographs are arranged in the following folder structure:&gt; [Taxonomic Class] (e.g. ‘Insecta’) &gt; [Taxonomic Order] (e.g. ‘Hymenoptera’) &gt; [Taxonomic Family] (if applicable) (e.g. ‘Formicidae’) &gt; [Morphospecies] (e.g. ‘Formicidae MS 1’) &gt; [Micrograph JPEGS] (e.g. ‘ATW_8_2_a_Insecta_Hymenoptera_Formicidae_n=1.jpeg’)• Micrograph file names contain the following information, separated by underscores: ‘[Habitat type]_[Site no.]_[Pitfall trap no.]_[Micrograph no.]_[Class]_[Order]_[Family (if applicable)]_[No. individuals of a given morphospecies in view].jpeg’
DOI: 10.17632/kpvwr2c963
title: 新能源汽车

description: 新能源汽车
DOI: 10.6084/m9.figshare.27798195.v1
title: Soil nematodes

description: Effects of nitrogen enrichment on soil nematodes
DOI: 10.6084/m9.figshare.28326905.v1
title: SimardProvencal et al. 2023 nesting data Iqlauit, Nunavut Snow Buntings

description: Data on nest cavity type for Snow Buntings found nesting in Iqaluit, Nunavut, Canada, in summer 2023. Nest cavity substrate is described qualitatively and nest cavity height, nest depth from cavity entrance and nest orientation (direction relative to magnetic North) are recorded.
DOI: 10.6084/m9.figshare.28785794.v5
title: Global Gridded Building Heights for Cities

description: Building height is recognized as a critical variable for accurately modeling the relationship between urban density and carbon emissions.This data repository contains pre-processed building height for cities obtained from Che., et al (2024). We re-aggregate the global shapefiles to match Global Human Settlement Layers global tiles.The predicted building heights achieve robust predictive performance with reported R^2 values between 0.66 and 0.96 and root-mean-square errors (RMSE) ranging from 1.9 to 14.6 meters across 33 subregionsAdditionally, the selected dataset closely aligns with manually validated reference datasets provided by established entities such as ONEGEO Map, Baidu Maps, the United States Geological Survey (USGS), Microsoft Building Heights, and EMU Analytics (England).Citation:Che, Y., Li, X., Liu, X., Wang, Y., Liao, W., Zheng, X., Zhang, X., Xu, X., Shi, Q., Zhu, J., Zhang, H., Yuan, H., and Dai, Y.: 3D-GloBFP: the first global three-dimensional building footprint dataset, Earth Syst. Sci. Data, 16, 5357–5374, https://doi.org/10.5194/essd-16-5357-2024, 2024.
DOI: 10.6084/m9.figshare.8244686.v1
title: Python3.6 Natural Syntax Errors and Corrections

description: Python3.6 natural syntax errors and corrections extracted from Stack Overflow (SOTorrent18_12).https://arxiv.org/abs/1907.07803<br>
DOI: 10.17632/6j6zftdzw8
title: Exercise-driven gut microbiota alterations enhance colonization resistance against methicillin-resistant Staphylococcus aureus

description: Confocal microscope and Western blot Original image
DOI: 10.17632/j7gpwwvgs5
title: HEA_Interval Prediction

description: The dataset contains all the source codes, datasets and the data regarding the hyperparameters tuning of the regression and classification models used in the paper titled "Interval Prediction Machine Learning Models for Predicting Experimental Thermal Conductivity of High Entropy Alloys".
DOI: 10.17632/r9j972y29c
title: Replication code for "The Return of Return Dominance: Decomposing the Cross-Section of Prices"

description: This code replicates the findings in the paper "The Return of Return Dominance: Decomposing the Cross-Section of Prices"
DOI: 10.6084/m9.figshare.12681986.v1
title: Supplementary Material for: Psychopathological Networks in Cognitive-Behavioral Treatments for Binge-Eating Disorder

description: <b><i>Introduction:</i></b> Network approaches to psychopathology posit that mental disorders emerge from interrelated symptoms, and thus connectivity among symptoms are assumed to negatively predict the treatment response and decrease with efficacious treatment. <b><i>Objective:</i></b> This study uniquely sought to elucidate the network structure, its change, and its predictive value in cognitive-behavioral therapy (CBT) for binge-eating disorder (BED). <b><i>Methods:</i></b> In a multicenter randomized trial of face-to-face and Internet-based guided self-help CBT, 178 individuals with full syndrome and subsyndromal BED, eating disorder and general psychopathology, and body mass index (BMI) were subjected to Gaussian Graphical Network and Exploratory Graph Analyses before and after treatment and at 6-month follow-up. <b><i>Results:</i></b> At pretreatment, 3 network communities of: eating disorder psychopathology; general psychopathology; and restraint and BMI were identified, with the latter community included in the first thereafter. Eating disorder-related impairment and self-esteem were the most central symptoms, while BMI and binge eating had the lowest centrality. Network connectivity significantly increased from pre- to posttreatment, with the greatest increases in strength centrality found in binge eating and shape concern, but it did not predict remission from binge eating. <b><i>Conclusions:</i></b> With decreasing symptom severity, CBT resulted in a greater integration and connectivity of the psychopathology network in BED, suggesting an increased patient understanding of relations between binge eating and other symptoms. Network connectivity was not a negative prognostic indicator of treatment outcome. These results indicate a need for further research on the predictive value of network variables in the explanation of therapeutic change for patients with BED.
DOI: 10.6084/m9.figshare.28466519.v1
title: MMAT quality appraisal results of included studies

description: Results of the quality assessment of the included studies from the scoping review, using the Mixed Methods Appraisal Tool (Hong et al., 2018). This file is also in the Supporting Information of the manuscript titled "S1 Table".<br>The full scoping review manuscript is titled: "Interventions for burnout and well-being in homelessness staff: A systematic scoping review".
DOI: 10.17632/pzvkwn5s6p
title: JAX-Fluids 2.0: Towards HPC for differentiable CFD of compressible two-phase flows

description: In our effort to facilitate machine learning-assisted computational fluid dynamics (CFD), we introduce the second iteration of JAX-Fluids. JAX-Fluids is a Python-based fully-differentiable CFD solver designed for compressible single- and two-phase flows. In this work, the first version is extended to incorporate high-performance computing (HPC) capabilities. We introduce a parallelization strategy utilizing JAX primitive operations that scales efficiently on GPU (up to 512 NVIDIA A100 graphics cards) and TPU (up to 1024 TPU v3 cores) HPC systems. We further demonstrate stable parallel computation of automatic differentiation gradients across extended integration trajectories. The new code version offers enhanced two-phase flow modeling capabilities. In particular, a five-equation diffuse-interface model is incorporated which complements the level-set sharp-interface model. Additional algorithmic improvements include positivity-preserving limiters for increased robustness, support for stretched Cartesian meshes, refactored I/O handling, comprehensive post-processing routines, and an updated list of state-of-the-art high-order numerical discretization schemes. We verify newly added numerical models by showcasing simulation results for single- and two-phase flows, including turbulent boundary layer and channel flows, air-helium shock bubble interactions, and air-water shock drop interactions.
DOI: 10.6084/m9.figshare.14754021.v1
title: Large African herbivore diversity is essential for conserving dung beetle diversity across a land use gradient

description: Dataset and statistical code for Pryke et al. 2022
DOI: 10.6084/m9.figshare.24231424.v1
title: Species_pre_year.csvData sets related to the manuscript "Pollinator planting establishment is influenced by seeding rate and pre-seeding management strategies"

description: To determine the relative importance of pre-seeding weed control, seed density, and post-seeding management on seed mix establishment success, we developed a multifactorial field experiment in a grass-dominated weed community. Data sets are related to the manuscript submission "Pollinator planting establishment is influenced by seeding rate and pre-seeding management strategies" to the journal <em>Ecological Applications.</em> To determine the relative importance of pre-seeding weed control, seed density, and post-seeding management on seed mix establishment success, we developed a multifactorial field experiment in a grass-dominated weed community. Data sets are related to the manuscript submission "Pollinator planting establishment is influenced by seeding rate and pre-seeding management strategies" to the journal <em>Ecological Applications.</em>
DOI: 10.6084/m9.figshare.28818173.v1
title: Intuitive Cognitive Abilities

description: <br>This study explores the relationship between intuitive cognitive abilities, associated with System 1 in the dual-process theory of decision making, and attitudes towards risk and ambiguity through a laboratory experiment. Central to our approach is the WarmApp activity, a novel computer-based tool designed to assess various domains of intuitive cognition.We employ a two-parameter model to estimate risk and ambiguity attitudes based on responses to experimental tasks. Additionally, our study investigates the potential of WarmApp training as a means to mitigate ambiguity aversion. Results indicate that individuals with higher intuitive cognitive abilities are more tolerant of risk and ambiguity, and that targeted training using WarmApp can effectively reduce ambiguity aversion in individuals with lower innate System 1 proficiency. These insights contribute to the understanding of how intuitive cognition influences economic decision-making and underscore the potential of cognitive training in modifying attitudes towards ambiguity.
DOI: 10.6084/m9.figshare.5976619.v1
title: In vivo imaging of Ca2+ responses in C.elegans.

description: These are the data of <i>in vivo</i> imaging of Ca<sup>2+</sup> responses in <i>C.elegans. </i> (a) GCaMP6f Ca<sup>2+</sup> response to isoamylalcohol in AWC<sup>ON</sup>. (b) IP2.0 Ca<sup>2+</sup> response to isoamylalcohol in AWC<sup>ON</sup>. (c) Dual-colour of RCaMP2.0 and IP2.0 Ca<sup>2+</sup> response to isoamylalcohol in AWC<sup>ON</sup>. (d) IP2.0 Ca<sup>2+</sup> response to change of NaCl concentration in ASEL. These data were used in the study Hara-Kuge et al. (2018).
DOI: 10.6084/m9.figshare.3472679.v3
title: Matlab code for calculating of modularity in bipartite networks. Original publication: Pilosof et al., Nature Ecol Evol, 2017.

description: This is a collection of Matlab functions used to analyze the networks in the publication The Multilayer Nature of Ecological Networks. Please read the original paper for details on what these functions do. Citation:<br>Pilosof S, Porter MA, Pascual M, Kefi S. The multilayer nature of ecological networks. (2017) Nature Ecology & Evolution. <br><br>Each code has a detailed description but if you need more details contact me at: shainova@gmail.com<br><br>The code which creates the modularity matrix for bipartite networks was modified from http://netwiki.amath.unc.edu/GenLouvain/GenLouvain with help of Lucas Jeub and Mason A. Porter.<br>The GenLouvain code (version 2.0, 2014) was downloaded from: http://netwiki.amath.unc.edu/GenLouvain/GenLouvain on July 2016 and was not modified. Citation:<br>Inderjit S. Jutla, Lucas G. S. Jeub, and Peter J. Mucha, "A generalized Louvain method for community detection implemented in MATLAB," http://netwiki.amath.unc.edu/GenLouvain (2011-2014).<br><br>Please cite this code when you use it (or parts of it).<br>
DOI: 10.17632/28tmfg3rzb
title: CoAt-Set (Coordinated Attack Dataset) on Heterogeneous Computer Network

description: The CoAt-Set dataset is a transformed, specialized dataset designed to support collaborative anomaly detection within Collaborative Intrusion Detection Systems (CIDS). This dataset extract coordinated attack behaviors from established sources like CIC-ToN-IoT, CIC-IDS2017, CIC-UNSW-NB15, CSE-CIC-IDS2018, CIC-BoT-IoT, Distrinet-CIC-IDS2017, and NF-UQ-NIDS, refining these raw datasets into a format specifically designed for collaborative anomaly detection. CoAt-Set highlights coordinated attack situations, such as widespread, stealthy scanning, worm outbreaks, and distributed denial-of-service (DDoS) attacks, all of which mirror high-impact, realistic threats that are frequently found in today’s complex networks.

In creating CoAt-Set, the data was restructured and relabeled to represent collaborative security environments for CIDS better. This involved organizing attack behaviors in ways that offer clear annotations and insightful traffic features, which is invaluable for training and testing systems aimed at identifying anomalies across multiple networks. The focus on collaborative contexts means that CoAt-Set is well-suited for researchers and developers who need a dataset that goes beyond isolated attack patterns, instead offering a perspective on the kinds of threats that might span across different segments of a network. CoAt-Set integrates well with common neural network algorithms, allowing researchers to easily plug it into various neural network models and algorithms. The dataset also has broader uses, as it supports development of collaborative machine learning algorithms and can be used to simulate and test attacks across networks with varying configurations. 

A usage example of CoAt-Set in practice is in multi-agent CIDS setups where each agent analyzes non-IID data for distributed learning. For instance, the NF-UQ-NIDS dataset, created from multiple data sources, allows extraction of coordinated attack patterns, saved as "CoAt_NF-UQ-NIDS-V2.parquet." This version is useful for creating non-IID scenarios within a single dataset, then distributing it across agents for collaborative learning. Each agent can independently learn from its unique data, making this a powerful tool for distributed security research.

To further increase heterogeneity, each CIDS agent can be assigned a different CoAt-Set version, such as "CoAt_CIC-BoT-IoT-V2.parquet," "CoAt_CIC-IDS2017-V2.parquet," "CoAt_CIC-ToN-IoT-V2.parquet," "CoAt_CIC-UNSW-NB15_Feeded-V2.parquet," and "CoAt_CSE-CIC-IDS2018_Feeded.parquet." Each dataset represents a unique network environment, with each agent positioned in a distinct network segment to detect coordinated attacks. This diversity enables CIDS agents to capture a range of attack patterns, supporting the development of robust, flexible intrusion detection strategies across heterogeneous networks.
DOI: 10.17632/fyhpfpk5cm
title: Effect of tetanic stimulation prior to Train-of-Four sequence on stabilization time of muscle response in patients aged 60-80

description: Neuromuscular blocking agents (NBAs) are widely used in health care settings around the world. They are used for general anesthesia, facilitation of orotracheal intubation, and maintenance of controlled mechanical ventilation in intensive care and anesthesia. 
Objective monitoring of neuromuscular blockade (NB) is the only reliable way to ensure the degree of NB and its reversal, avoiding complications and reducing hospital costs, and should therefore be used routinely, as part of the safe surgery protocol. In clinical practice, the most commonly used stimulation pattern is the four-stimulus sequence, commonly known as Train-of-Four (TOF) by acceleromyography, which assesses the degree of muscle strength by the ratio of the last muscle contraction over the first contraction (T4/T1).
In the latest guideline for good practice for clinical research in pharmacodynamic studies for NBA II, it is recommended that before its injection, calibration (obtaining the T1 height of 100%) and stabilization of the muscle response to electrical stimulation must be performed, for a reliable and accurate interpretation of the data. Stabilization represents a maximum variation of 5% of T1 high maintained for a minimum period of 2 minutes before the injection of NBA. This time can take up to 20 minutes to occur, too long a time in clinical studies. To decrease the settling time, a 50 Hz tetanic stimulus should then be applied for 5s before calibration.
The pharmacokinetics and pharmacodynamics of NBAs are altered with aging, but studies in this age group become difficult to perform due to multiple comorbidities. No pharmacodynamic studies of their using tetanic stimulation in patients over 60 years of age have been found in the databases up to the present moment. 
In this regard, the primary objective of this study was to determine the time to stabilization of the muscle response with the use of tetanic stimulation prior to TOF monitoring in patients over 60 years of age. Secondary objectives are to determine the onset of action of NBA, clinical duration, pharmacological duration, initial and final T1 height, and recovery from NB.
DOI: 10.6084/m9.figshare.24077202.v1
title: Supplementary Material for: Transcirculation Approach for Matricidal Carotid Cavernous Aneurysm - Not a Good Choice. A Case Report of Unsuccessful Endovascular Treatment of Matricidal Carotid Cavernous Aneurysm.

description: Matricidal carotid cavernous aneurysms (CCAs) are rare and dangerous condition. The treatment failure of endovascular approach like flow divertion, coiling or stent-coiling is relatively high with considerable morbidity and mortality. Transcirculation approach is an alternative treatment option, but, in case of matricidal CCAs, the results are not well documented in the literature. The authors present a complicated case of an unsuccessful transcirculation approach for matricidal CCA finally treated with sacrifice of parent artery and high-flow bypass.
DOI: 10.6084/m9.figshare.28652207.v1
title: Data for Reaction Exploration Reveals Strong Kinetic Filtering in Li-Ion Battery Electrolyte Degradation

description: All TSs and IRC trajectories are available. The compressed archive file, favorable.zip, includes all the reactions reported in "Reaction Exploration Reveals Strong Kinetic Filtering in Li-Ion Battery Electrolyte Degradation". The files in the favorable folder are named as X_Y-IRC.xyz and X_Y-TS.xyz, where X and Y refer to the node name in this paper. Another compressed archive file, unfavorable.zip, provides the kinetically unfavorable reactions for this study. Note that all the TS and IRC calculations were performed at wB97X-D3/def2-TZVPP level of theory by ORCA package.
DOI: 10.17632/rkcw52fxdc
title: Data for: Phylogenomic analyses reveal a Paleozoic radiation and support a freshwater origin for clitellate annelids

description: This archive includes data matrices, tree files, bioinformatics pipeline scripts and files used for ancestral habitat reconstructions
DOI: 10.6084/m9.figshare.3439706.v1
title: Stress coping skills in adolescent high school students / Afrontamiento del estrés en adolescentes estudiantes de nivel medio superior

description: La adolescencia supone una reorganización de las interacciones sociales, interpersonales (Ávila, Heredia, Gómez y Martínez, 2006; Cardozo y Alderete 2009), lo que genera estrés (Frydenberg y Lewis, 2000). Para afrontarla, se emplea un conjunto de acciones y cogniciones que capacitan para tolerar o minimizar los efectos producidos (González, Montoya, Martina y Bernabéu, 2002). El propósito de la investigación es describir las estrategias de afrontamiento que emplean los adolescentes estudiantes del nivel medio superior, realizando comparaciones por género y edad. Se trabajó con 724 adolescentes, 413 mujeres y 311 hombres, con un rango de edad entre 14 a 17 años, del Valle de Toluca, Estado de México. Se aplicó la Escala de Afrontamiento para Adolescentes (ACS), elaborada por Frydenberg y Lewis (2000). Los resultados obtenidos de las estrategias que emplean los adolescentes ante situaciones estresantes son: esforzarse y tener éxito, buscar diversiones relajantes y preocuparse. Las mujeres emplean más estrategias centradas en resolver el problema e intervienen sus emociones, a diferencia de los hombres que evaden el problema y son más reservados emocionalmente. Con respecto a la comparación por edad, se encontró que los de 16 años emplean estrategias de evasión del problema. Se discuten las implicancias del estudio.<br><b>AUTOR: </b><b>Morales Salinas,Brenda Guadalupe</b>; <b>Moysén Chimal,Alejandra</b><b>EDITORIAL: </b><b>UniversidadPeruana de Ciencias Aplicadas (UPC)</b><b>REVISTA: </b><b>Revista Digital deInvestigación en Docencia Universitaria (RIDU)</b><b>FECHA DE PUBLICACIÓN: </b>jun-2015<b>URL: </b>http://hdl.handle.net/10757/604869<b>DOI: </b>10.19083/ridu.9.380<br><b>ENLACES ADICIONALES: </b>http://revistas.upc.edu.pe/index.php/docencia/article/view/380<b>PDF: </b>TEXTO COMPLETO / FULL TEXT
DOI: 10.17632/44zpt8dd8m
title: Perceived Quality Dataset of Open Access Study during Five Decades

description: The perceived quality reseach & publication dataset, which was indexed by Scopus from 1976 to 2019. The dataset contains data authors, authors ID Scopus, title, year, source title, volume, issue, article number in Scopus, DOI, link, affiliation, abstract, index keywords, references, Correspondence Address, editors, publisher, conference name, conference date, conference code, ISSN, language, document type, access type, and EID.
DOI: 10.17632/hps7rcbwm6
title: Data Repository

description: We have used the dataset of Joint EVS/WVS 2017-2020, allowing for comparisons of tax morality in more than 79 countries worldwide, applying machine learning variable selection methods suited to categorical variables (Chi-Squared and mutual information).
The empirical results revealed that variables like: religious denomination, faith in God and the importance of God, together with the level of trust in people from other religion, confidence in churches have been connected with a significantly increased the extent of tax morale, being the most relevant variables of religiosity.
DOI: 10.6084/m9.figshare.16866139.v1
title: questionaires

description: Questionnaire on perception; AttraktDiff; Demographics; Usage behavior of smartphone
DOI: 10.6084/m9.figshare.21605574.v2
title: Microbiome data

description: FastQ for <strong>https://doi.org/10.3390/microorganisms10122344</strong>
DOI: 10.6084/m9.figshare.27925494.v1
title: Score Voting Plans - 256 Voters in UK Labor 2010 Elections

description: This set contains the votes cast by all 266 voters over the 5 leadership candidates for the 2010 UK Labor Runoff elections [https://rangevoting.org/LabourUK2010.html]. The votes are incomplete strict orders which we have posted along with extensions placing all unranked candidates tied at the end and pairwise graphs.<br>Each voter has 31 alternative voting plans and the cost of the plans is derived from the voter preferences from the actual dataset. The dataset also includes a collection of target collective preference indicators to direct the optimization process.