cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24979947
title: Building facade images for classifying building stories and identifying building typologies

description: The study, titled 'Effectiveness of Image Augmentation Techniques on Detection of Building Characteristics from Street View Images Using Deep Learning,' This paper investigates the impact of eight distinct image augmentation techniques—Brightness, Contrast, Perspective, Rotate, Scale, Shear, Translate, and a combined method termed 'A Sum of Techniques'—on two specific tasks: classifying building stories and identifying building typologies. The primary aim of this research is to enhance accuracy in these tasks using the aforementioned augmentation techniques. Additionally, this study emphasizes reproducibility of the proposed methods. All images used in the research were annotated specifically for the classification task.
DOI: 10.25955/24980382
title: Value-based MORL for stochastic environments data.zip

description: Data from the experiments reported in Deng, Vamplew, Foale & Dazeley, An Empirical Investigation of Value-Based Multi-objective Reinforcement Learning for Stochastic Environments. <br>http://arxiv.org/abs/2401.03163
DOI: 10.25955/24980382.v1
title: Value-based MORL for stochastic environments data.zip

description: Data from the experiments reported in Deng, Vamplew, Foale & Dazeley, An Empirical Investigation of Value-Based Multi-objective Reinforcement Learning for Stochastic Environments. <br>http://arxiv.org/abs/2401.03163
DOI: 10.6084/m9.figshare.24873517
title: Marketable 1,3-dimethylamylamine and caffeine-based thermogenic supplements: Regulatory genotoxicity assessment through <i>in vitro</i> and <i>in silico</i> approaches

description: The consumption of dietary supplements to enhance physical performance has increased significantly in the last century, especially thermogenic pre-workout supplements. Nevertheless, this industry has faced criticism for inadequate safety measures surveillance in regulatory issues regarding their products. The aims of our study were to investigate two pre-workout supplements with respect to (1) mutagenicity utilizing <i>Salmonella</i>/microsome assay; (2) genotoxicity employing cytokinesis-block micronucleus (CBMN) assay protocols; and (3) hepatocytoxicity using WST cell proliferation, activities of lactate dehydrogenase (LDH) and alkaline phosphatase using human liver carcinoma (HepG2) and mouse fibroblast (F C3H) cells. Oxidative stress was determined through glutathione (GSH) measurement and <i>in silico</i> for predictions of pharmacokinetics and toxicity for the most abundant isolated substances present in these supplements. Both supplements induced mutagenicity in all examined bacterial strains, especially in the presence of exogenous metabolism. Further, tested supplements significantly elevated the formation of micronuclei (MN) as well as other cellular phenomena. Concentration- and time-dependent curves were observed for hepatotoxicity in both studied cell lines. In addition, both supplements decreased levels of intracellular and extracellular GSH. <i>In silico</i> predictions showed that the isolated individual compounds failed to induce the observed outcomes. Our findings provide contributions to the molecular mechanisms underlying two pre-workout supplement-induced toxicity and the need for surveillance.
DOI: 10.6084/m9.figshare.24873517.v1
title: Marketable 1,3-dimethylamylamine and caffeine-based thermogenic supplements: Regulatory genotoxicity assessment through <i>in vitro</i> and <i>in silico</i> approaches

description: The consumption of dietary supplements to enhance physical performance has increased significantly in the last century, especially thermogenic pre-workout supplements. Nevertheless, this industry has faced criticism for inadequate safety measures surveillance in regulatory issues regarding their products. The aims of our study were to investigate two pre-workout supplements with respect to (1) mutagenicity utilizing <i>Salmonella</i>/microsome assay; (2) genotoxicity employing cytokinesis-block micronucleus (CBMN) assay protocols; and (3) hepatocytoxicity using WST cell proliferation, activities of lactate dehydrogenase (LDH) and alkaline phosphatase using human liver carcinoma (HepG2) and mouse fibroblast (F C3H) cells. Oxidative stress was determined through glutathione (GSH) measurement and <i>in silico</i> for predictions of pharmacokinetics and toxicity for the most abundant isolated substances present in these supplements. Both supplements induced mutagenicity in all examined bacterial strains, especially in the presence of exogenous metabolism. Further, tested supplements significantly elevated the formation of micronuclei (MN) as well as other cellular phenomena. Concentration- and time-dependent curves were observed for hepatotoxicity in both studied cell lines. In addition, both supplements decreased levels of intracellular and extracellular GSH. <i>In silico</i> predictions showed that the isolated individual compounds failed to induce the observed outcomes. Our findings provide contributions to the molecular mechanisms underlying two pre-workout supplement-induced toxicity and the need for surveillance.
DOI: 10.5281/zenodo.10485757
title: Interview script - Lessons learned from persona usage in RE practice
DOI: 10.5281/zenodo.10485758
title: Interview script - Lessons learned from persona usage in RE practice
DOI: 10.5281/zenodo.10485702
title: Power System Simulation Data Output from January 2024

description: Data for the paper "Electricity Island Decarbonization Challenges: Evaluating the Environmental and Energy Security Tradeoffs Across Solar PV, Natural Gas, and Nuclear-Reliant Generation Portfolios" by Michael Buchdahl Roth and Yael Parag
description: Data for submission purposes January 2024. If necessary, additional dataset will be uploaded after review process, prior to publication.
DOI: 10.5281/zenodo.8280487
title: Power System Simulation Data Output from January 2024

description: Data for the paper "Electricity Island Decarbonization Challenges: Evaluating the Environmental and Energy Security Tradeoffs Across Solar PV, Natural Gas, and Nuclear-Reliant Generation Portfolios" by Michael Buchdahl Roth and Yael Parag
description: Data for submission purposes January 2024. If necessary, additional dataset will be uploaded after review process, prior to publication.
DOI: 10.5281/zenodo.8280488
title: Data Simulation Output from August 24 2023

description: Data Simulation Output from August 24 2023
description: Preliminary for submission purposes August 2023. Final dataset will be uploaded upon publication.
DOI: 10.6084/m9.figshare.21225413
title: Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection

description: Data package for "Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection", published in ICSE 2024, with updates from Artifact Evaluation.Paper link: https://www.computer.org/csdl/proceedings-article/icse/2024/021700a166/1RLIWqviwEMSee Github repo for updates: https://github.com/ISU-PAAL/DeepDFAData dictionary:before.zip: CFGs of Big-Vul dataset, generated by Joern.preprocessed_data.zip: preprocessed data from Big-Vul for running DeepDFA, including preprocessed Joern CFGs and abstract dataflow embeddings.DeepDFA-code.zip: most recent version of the code as of the publication of this artifact, see Github repo for updates: https://github.com/ISU-PAAL/DeepDFAMSR_data_cleaned.csv: original Big-Vul dataset, see original source: https://github.com/ZeoVan/MSR_20_Code_vulnerability_CSV_DatasetMSR_LineVul: LineVul's preprocessed version of the Big-Vul dataset, see original source: https://github.com/awsm-research/LineVulChangelog:v1 2023-09-20: original data package and Github repo published.v2 2024-01-04: added full instructions and bug fixes for Artifact Evaluation.v3 2024-01-10: integrated feedback from Artifact Evaluation.
DOI: 10.5281/zenodo.10485198
title: Neural Correlates of Novelty Detection in the Primary Auditory Cortex of Behaving Monkeys
DOI: 10.5281/zenodo.10485199
title: Neural Correlates of Novelty Detection in the Primary Auditory Cortex of Behaving Monkeys
DOI: 10.5281/zenodo.7757489
title: Analyses of "Ramp traps versus pitfall traps for collecting epigeal arthropods: a case study in a coniferous forest in Southwest Finland"

description: Analyses for our article on the relative performance of pitfall traps and ramp traps in catching arthropods. (link to article to come) Contains: The R code used to draw figures and test for differences between trap types. The data. The figures drawn by the code: Barplots of every taxa that showed significant differences between trap types, sampling periods or trap groups. Barplots show the number of individuals caught in each trap, with traps sorted by trap type, period, or group (whichever was significant). To run the code, you need R, the package mvabund (installation instructions in <em>analysis.r</em>), and also need to set the working directory to wherever the script is on your computer (see first line of code in <em>analysis.r</em>).
DOI: 10.5281/zenodo.10262816
title: Analyses of "Ramp traps versus pitfall traps for collecting epigeal arthropods: a case study in a coniferous forest in Southwest Finland"

description: Analyses for our article on the relative performance of pitfall traps and ramp traps in catching arthropods.

Contains:



The R code used to draw figures and test for differences between trap types.

The data.

The figures drawn by the code:



Barplots of every taxa that showed significant differences between trap types, sampling periods or sampling sites. Barplots show the number of individuals per trap day caught in each group of samples (bars) and in each sample (dots). A group of samples contains the three samples (from three traps) that came from the same trap type, sampling period and sampling site. Bars are sorted by trap type, period, or site (whichever was significant).




To run the code, you need R, the package mvabund (installation instructions in analysis.r), and also need to set the working directory to wherever the script is on your computer (see first line of code in analysis.r).
DOI: 10.5281/zenodo.7750209
title: Analyses of "Ramp traps versus pitfall traps for collecting epigeal arthropods: a case study in a coniferous forest in Southwest Finland"

description: Analyses for our article on the relative performance of pitfall traps and ramp traps in catching arthropods.

Contains:



The R code used to draw figures and test for differences between trap types.

The data.

The figures drawn by the code:



Barplots of every taxa that showed significant differences between trap types, sampling periods or sampling sites. Barplots show the number of individuals per trap day caught in each group of samples (bars) and in each sample (dots). A group of samples contains the three samples (from three traps) that came from the same trap type, sampling period and sampling site. Bars are sorted by trap type, period, or site (whichever was significant).




To run the code, you need R, the package mvabund (installation instructions in analysis.r), and also need to set the working directory to wherever the script is on your computer (see first line of code in analysis.r).
DOI: 10.5281/zenodo.7750210
title: Analyses of "The efficiency of ramp and pitfall traps in collecting epigeal arthropods: a case study in coniferous forest in Southwest Finland"

description: Analyses for our article on the relative efficiency of pitfall traps and ramp traps in catching arthropods. (link to article to come) Contains: The R code used to draw figures and test for differences between trap types. The data. The figures drawn by the code: Barplots of every taxa that showed significant differences between trap types, sampling periods or trap groups. Barplots show the number of individuals caught in each trap, with traps sorted by trap type, period, or group (whichever was significant). To run the code, you need R, the package mvabund (installation instructions in <em>analysis.r</em>), and also need to set the working directory to wherever the script is on your computer (see first line of code in <em>analysis.r</em>).
DOI: 10.5281/zenodo.8196666
title: Analyses of "Ramp traps versus pitfall traps for collecting epigeal arthropods: a case study in a coniferous forest in Southwest Finland"

description: Analyses for our article on the relative performance of pitfall traps and ramp traps in catching arthropods. (link to article to come) Contains: The R code used to draw figures and test for differences between trap types. The data. The figures drawn by the code: Barplots of every taxa that showed significant differences between trap types, sampling periods or trap groups. Barplots show the number of individuals caught in each trap, with traps sorted by trap type, period, or group (whichever was significant). To run the code, you need R, the package mvabund (installation instructions in <em>analysis.r</em>), and also need to set the working directory to wherever the script is on your computer (see first line of code in <em>analysis.r</em>).
DOI: 10.5281/zenodo.10486066
title: Nanodiamonds

description: Nanodiamonds Argonne
DOI: 10.5281/zenodo.8193574
title: Nanodiamonds

description: Nanodiamonds Argonne
DOI: 10.5281/zenodo.8193573
title: Nanodiamonds

description: Nanodiamonds Argonne
DOI: 10.5281/zenodo.8270981
title: Nanodiamonds

description: Nanodiamonds Argonne
DOI: 10.6084/m9.figshare.24933150
title: Cases.xlsx

description: This spreadsheet includes data used to generate figures in "Quantifying wake dynamics subjected to stream vegetation patch elongation: the influence of patch-edge vortices" by Zhang et al. (submitted to Geophysical Research Letters). The methodology of data acquisition and data treatment are introduced in Section 2 (Materials and Methods) in the main text.
DOI: 10.6084/m9.figshare.24933150.v3
title: SupplementaryMaterial.xlsx

description: a'a'a'aaaaa
DOI: 10.6084/m9.figshare.24933150.v4
title: Cases.xlsx

description: This spreadsheet includes data used to generate figures in "Quantifying wake dynamics subjected to stream vegetation patch elongation: the influence of patch-edge vortices" by Zhang et al. (submitted to Geophysical Research Letters). The methodology of data acquisition and data treatment are introduced in Section 2 (Materials and Methods) in the main text.
DOI: 10.6084/m9.figshare.23045432
title: <strong>Virologic outcomes on dolutegravir-, atazanavir, or efavirenz-based ART in urban Zimbabwe: A longitudinal study [Dataset]</strong>

description: This dataset includes individuals aged ≥12 years when commencing first-line efavirenz (EFV)-based antiretroviral therapy (ART) or switching to second-line dolutegravir (DTG)- or ritonavir boosted atazanavir (ATV/r)-based ART with ≥24 weeks follow-up after start or switch. Available are CD4 cell counts, year of start/switch, sex at birth, age groups, HIV viral suppression (&lt;50 copies/mL), vital status at time of analysis (lost to follow up (LTFU) or died), and the various regimens.
DOI: 10.6084/m9.figshare.23045432.v1
title: <strong>Virologic outcomes on dolutegravir-, atazanavir, or efavirenz-based ART in urban Zimbabwe: A longitudinal study [Dataset]</strong>

description: This dataset includes individuals aged ≥12 years when commencing first-line efavirenz (EFV)-based antiretroviral therapy (ART) or switching to second-line dolutegravir (DTG)- or ritonavir boosted atazanavir (ATV/r)-based ART with ≥24 weeks follow-up after start or switch. Available are CD4 cell counts, year of start/switch, sex at birth, age groups, HIV viral suppression (&lt;50 copies/mL), vital status at time of analysis (lost to follow up (LTFU) or died), and the various regimens.
DOI: 10.5281/zenodo.10486382
title: Dataset for paper 'Unveiling Dissipative Patterns in Porous Materials: A Multiphysics Reaction-Diffusion Approach'

description: This dataset contains 2D CA simulation code for paper 'Unveiling Dissipative Patterns in Porous Materials: A Multiphysics Reaction-Diffusion Approach'.
DOI: 10.5281/zenodo.10486381
title: Dataset for paper 'Unveiling Dissipative Patterns in Porous Materials: A Multiphysics Reaction-Diffusion Approach'

description: This dataset contains 2D CA simulation code for paper 'Unveiling Dissipative Patterns in Porous Materials: A Multiphysics Reaction-Diffusion Approach'.
DOI: 10.6084/m9.figshare.23522490.v4
title: Peak Tables and the analysis script of Clinical Breathomics Dataset

description: We have performed the GC‒MS analysis for detecting breath molecules in 233 patient samples to create the clinical breathomics dataset. Breath molecules can reflect various conditions, including human psychological and pathological states as well as the microbiome. The noninvasive nature of detecting breath molecules has significant advantages in terms of diagnostic and monitoring capabilities. This dataset contains VOCs present in breath of asthma, bronchiectasis and chronic obstructive pulmonary disease. This dataset is an extensive human clinical breath molecule collection for 3 diseases and has been gathered using consistent sample collection protocols. We believe this clinical breathomics dataset will be a valuable resource for researchers and clinicians as they seek to identify and further study potential biomarkers in patient breath.
DOI: 10.5281/zenodo.10486109
title: Original data for the manuscript "Distinct neurochemical influences on fMRI response polarity in the striatum

description: Human fMRI data with TMS at the right M1 is shared as preprocessed subject-level 3d+t scansAccompanying manuscript preprint can be found here: https://www.biorxiv.org/content/10.1101/2023.02.20.529283v1
DOI: 10.5281/zenodo.10486110
title: Original data for the manuscript "Distinct neurochemical influences on fMRI response polarity in the striatum

description: Human fMRI data with TMS at the right M1 is shared as preprocessed subject-level 3d+t scansAccompanying manuscript preprint can be found here: https://www.biorxiv.org/content/10.1101/2023.02.20.529283v1
DOI: 10.26182/xqwv-y130
title: DATASET-BadgingarraNP-Pfractions-LES
DOI: 10.5281/zenodo.10484833
title: Original data for the manuscript "Distinct neurochemical influences on fMRI response polarity in the striatum

description: Human fMRI data with TMS at the right aMFG is shared as preprocessed subject-level 3d+t scansAccompanying manuscript preprint can be found here: https://www.biorxiv.org/content/10.1101/2023.02.20.529283v1
DOI: 10.5281/zenodo.10484834
title: Original data for the manuscript "Distinct neurochemical influences on fMRI response polarity in the striatum

description: Human fMRI data with TMS at the right aMFG is shared as preprocessed subject-level 3d+t scansAccompanying manuscript preprint can be found here: https://www.biorxiv.org/content/10.1101/2023.02.20.529283v1
DOI: 10.5281/zenodo.10457587
title: An analysis of a survey for child sexual abuse material seekers on Tor (N = 11,470)

description: We analyse the responses of users who searched for child sexual abuse material (CSAM) on Tor web search engines.

We analyse responses from all participants who answered our 'Help us to help you' survey from 5 May 2021 to 28 February 2023 (N = 11,470) and compare the tendencies and habits of people who searched for CSAM.

The 'Help us to help you' survey consists of 32 questions, takes about 15 to 20 minutes to complete, and participants receive no compensation.

We ask CSAM users about their thoughts, feelings, and actions related to their use of CSAM so that we can build a cognitive behavioural therapy-based anonymous rehabilitation programme for CSAM users. For this study, we analysed responses to 12 survey questions. All 12 questions are single-answer questions, i.e., the respondent is asked to pick one option from a predetermined list of answer options.

We may potentially be targeting a specific population due to the fact that the demographics of Tor users are probably not representative of all internet users. The participants in the sample are Tor users who (i) conducted a search for CSAM and (ii) opted to complete the survey; thus, they constitute a convenience sample.

We analysed the data with both univariate and bivariate methods. The analyses in the main part of the text mainly describe the population seeking CSAM material on the Tor network, and these results provide a point of comparison to our other results. The bivariate analyses, on the other hand, deepen the picture of the factors associated with help-seeking for CSAM use. In these analyses, the outcome variable is based on help-seeking, whereas we selected the independent variables to measure both the intensity of CSAM use and the effects of CSAM use on the users themselves.
DOI: 10.5281/zenodo.10457588
title: An analysis of a survey for child sexual abuse material seekers on Tor (N = 11,470)

description: We analyse the responses of users who searched for child sexual abuse material (CSAM) on Tor web search engines.

We analyse responses from all participants who answered our 'Help us to help you' survey from 5 May 2021 to 28 February 2023 (N = 11,470) and compare the tendencies and habits of people who searched for CSAM.

The 'Help us to help you' survey consists of 32 questions, takes about 15 to 20 minutes to complete, and participants receive no compensation.

We ask CSAM users about their thoughts, feelings, and actions related to their use of CSAM so that we can build a cognitive behavioural therapy-based anonymous rehabilitation programme for CSAM users. For this study, we analysed responses to 12 survey questions. All 12 questions are single-answer questions, i.e., the respondent is asked to pick one option from a predetermined list of answer options.

We may potentially be targeting a specific population due to the fact that the demographics of Tor users are probably not representative of all internet users. The participants in the sample are Tor users who (i) conducted a search for CSAM and (ii) opted to complete the survey; thus, they constitute a convenience sample.

We analysed the data with both univariate and bivariate methods. The analyses in the main part of the text mainly describe the population seeking CSAM material on the Tor network, and these results provide a point of comparison to our other results. The bivariate analyses, on the other hand, deepen the picture of the factors associated with help-seeking for CSAM use. In these analyses, the outcome variable is based on help-seeking, whereas we selected the independent variables to measure both the intensity of CSAM use and the effects of CSAM use on the users themselves.
DOI: 10.34740/kaggle/dsv/7381432
title: Reddit r/Ukraine Dataset
DOI: 10.5517/ccdc.csd.cc2ghvb5
title: CCDC 2279347: Experimental Crystal Structure Determination

description: Related Article: Ahmad Mudzakir, Phil Liebing, Edgar Haak, Axel Fischer, Liane Hilfert, Rüdiger Goldhahn, Frank T. Edelmann|2023|Inorg.Chem.Commun.|161|111924|doi:10.1016/j.inoche.2023.111924
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.