cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.21720881.v1
title: Development of Scalable and Generalizable Machine Learned Force Field for Polymers

description: This is a dataset of 344,654 clusters of ethylene glycol EG, diethylene glycol (EG)2, and triethylene glycol EG(3), along with DFT labels at the wB97X-D3BJ/def2-TZVPD level of theory. <br> The primary key for each datapoint is a string representing an index from 0 to 344,653 inclusive. Each datapoint is a dictionary containing the following keys: <br> * atomicNumbers: atomic number of each atom * charge: net charge for each system, in elementary charges (always 0 for this dataset) * datasetTitle: indicates the sampling step which produced this data, out of the following six options: * EG_run: initial cluster sampling of EG, (EG)2, and (EG)3 * decomp_EG_monomer: decomposition sampling for EG * decomp_EG_dimer: decomposition sampling for (EG)2 * decomp_EG_trimer: decomposition sampling for (EG)3 * active_one: first active learning round * active_two: second active learning round * elements: element for each atom (same info as atomicNumbers) * labels: for this dataset, always 'wB97X-D3BJ__def2-TZVPD', containing within the following keys: * atomizationEnergy: total energy with fitted per-atom atomic energies removed, in Hartree (H: -31.91939585331449, C: -6.840292406034887, O: -12.5395523076437) * dipoleMoment: DFT system dipole moment, in e-Angstroms * gradient: energy gradient dE/dx (negative of atomic forces), in Hartree/Angstrom * totalEnergy: total energy from wB97X-D3BJ/def2-TZVPD, in Hartree * xtbCharges: xtb partial charges, in elementary charge units * multiplicity: spin multiplicity for each system (always 1 for this dataset) * positions: xyz coordinates of atomic nuclei, in Angstroms <br> Authors: Shaswat Mohanty, James Stevenson, Andrea Browning, Leif Jacobson, Karl Leswing, Mathew D. Halls, Mohammad Atif Faiz Afzal
DOI: 10.6084/m9.figshare.23733213.v1
title: PRS Weight Tables for Nine Traits using LDpred2-auto

description: The rds file contains a list of data frames, corresponding to PRS weight tables for nine traits.Single nucleotide polymorphism (SNP)-based Polygenic Risk Scores (PRS) were calculated with data obtained from Illumina GSA chip (v2), ambiguously oriented SNPs were excluded. Genetic data were imputed by the Minimac4 tool with the HRC r1.1 (European panel). PRS for schizophrenia (Trubetskoy et al. 2022), bipolar disorder (including separately type I and type II, Mullins et al. 2021), autism (Grove et al. 2019), epilepsy (focal and GGE, ILAEC 2022), ADHD (Demontis et al. 2019), and height (Yengo et al. 2018) were inferred with LDpred2-auto tool (Privé et al. 2020) available in the R package “bigsnpr” (v1.12.2). We followed a guide from the method’s author (https://privefl.github.io/bigsnpr/articles/LDpred2.html). An in-house sample (n=1638) collected in the laboratory of Clinical Genetics, Mental Health Research Center, predominantly consisting of individuals of Slavic descent from the Moscow region, was employed as the LD reference. All samples consisted of unrelated individuals. No covariates were incorporated into the PRS calculations. Both control and SZ patient samples were similar in terms of gender and ethnicity.The data used in this publication:<br>Kondratyev, N. V., M. V. Alfimova, V. G. Kaleda, T. V. Lezheiko, V. A. Mikhailova, D. S. Karpov, M. V. Ublinsky, V. L. Ushakov, I. S. Lebedeva, and V. E. Golimbet. 2023. “Assessing the Impact of the de Novo SLC6A1 Mutation in Schizophrenia through a Comprehensive Case Study.” Psychiatry Research 327 (July): 115399. https://doi.org/10.1016/j.psychres.2023.115399.
DOI: 10.6084/m9.figshare.24552955.v3
title: tCRE atlas supplementary tables

description: Supplementary Tables for the manuscript: A single-cell atlas of transcribed cis-regulatory elements in the human genome
DOI: 10.6084/m9.figshare.3566640.v1
title: Appendix A. Supplementary methods: (1) modern analog analysis; (2) Picea pollen grain classification via discriminant analysis; (3) charcoal analysis: locally defined thresholds, minimum-peak screening, and signal-to-noise index; and (4) likelihood-ratio test for comparing fire-return-interval distributions.

description: Supplementary methods: (1) modern analog analysis; (2) Picea pollen grain classification via discriminant analysis; (3) charcoal analysis: locally defined thresholds, minimum-peak screening, and signal-to-noise index; and (4) likelihood-ratio test for comparing fire-return-interval distributions.
DOI: 10.6084/m9.figshare.8174546.v2
title: dataset.xlsx

description: In the dataset one may find data on PM2.5 emissions and public policy expenditures on environement. Contry 1 is Belgium, 2 - Czech Republic, 3 - Denmark, 4 - Germany, 5 - Estonia, 6 - Ireland, 7- Greece, 8 - Spain, 9- France, 10 - Italy, 11 - Cyprus, 12- Latvia, 13- Lithuania, 14- Luxembourg, 15 - Hungary, 16- Malta, 17- Netherlands, 18- Austria, 19 - Poland, 20 - Portugal, 21 - Slovenia, 22- Slovakia, 23 - Finland, 24 - Sweden, 25- United Kingdom <br>
DOI: 10.17632/yxycfh8ydg
title: Dataset from seasonal hydrogen storage in the modified Norne model using Eclipse 100 Solvent simulator

description: Numerical dataset from our manuscript “Seasonal hydrogen storage in a depleted oil and gas field”, published in the International Journal of Hydrogen Energy: https://doi.org/10.1016/j.ijhydene.2021.05.030 

The dataset includes a zip-archive with Eclipse input files and an Excel with the simulation results. The zip-archive includes the Eclipse datafiles (*.DATA) of the modified Norne solvent model and the include-files (*.INC) created specifically for hydrogen storage simulation, with two folders: HIST and PRED. The HIST folder includes a hypothetical depletion of the Norne field to prepare the model for hydrogen storage study. The PRED folder includes an actual hydrogen storage study. The datafiles are named according to Table 2 in the paper. 

To run the Solvent model, you first must download the original Norne model from: https://opm-project.org/?page_id=559, and then copy our data- and include-files to the INCLUDE directory in the Norne model. 

Datafiles are made available under the Open Database License: http://opendatacommons.org/licenses/odbl/1.0/. Any rights in individual contents of the database are licensed under the Database Contents License: http://opendatacommons.org/licenses/dbcl/1.0/ The authors hold copyright to all contents.
DOI: 10.17632/zmnkmktz4k
title: Prolonged Usage of an Adhesive Wound Closure Device in Postoperative Facial Scar Management: A Split-Wound, Randomized Controlled Trial

description: Supplement Figure 1 CONSORT flow diagram of this study.
DOI: 10.6084/m9.figshare.26760616.v1
title: close

description: Generated data for "Streaming and Elastic Traffic Service in 5g-sliced Wireless Networks and Mutual Utilization of Guaranteed Resource Units"
DOI: 10.17632/2jpzbx8tm6
title: Dragon Fruit Maturity Detection and Quality Grading Dataset

description: (1) Everyone desires to procure top-notch, fresh fruits. In today's health-conscious society, individuals are meticulous about their dietary choices. They firmly believe that spoiled fruits can adversely affect their well-being. Consequently, the fruit market experiences a decline, leading to substantial economic implications. A key factor contributing to fruit spoilage is the manual process of gauging maturity in Bangladesh. Without being harvested at the appropriate time, fruits tend to decay over time. Accurate identification of ripe and unripe fruits is essential in determining the ideal harvest period. Dragon fruit stands as a significant, nutrient-rich crop widely cultivated across Bangladesh. It's estimated that considerable financial losses occur daily in Bangladesh due to the decay of dragon fruits. Therefore, an automated system for categorizing mature, immature, fresh, and defective dragon fruits is imperative to address this issue, benefiting fruit cultivators, vendors, and processing industries. (2) In this modern age, computer vision methods show significant promise in executing classification and detection assignments of this nature. (3) To create algorithms based on computer vision, a comprehensive dataset for Dragon Fruit is introduced, comprising both Maturity Detection and Quality Grading datasets. The Maturity Detection Dataset encompasses Immature and Mature Dragon Fruits, while the Quality Grading Dataset distinguishes Fresh from Defective Dragon Fruits. Classifications within this dataset were established in collaboration with an agricultural institute's domain expert. (4) A total of 3779 images of mature, immature, fresh, and defect dragon fruits were collected from the demonstration areas of three different locations in Bangladesh. Then from these original images, a total of 10,010 augmented images are produced by using flipping, width shifting, height shifting, brightening, rotating, shearing, and zooming techniques to increase the data number.
DOI: 10.17632/kkcf42psdy
title: The combinatorial activities of oseltamivir and molnupiravir against influenza virus infections in vitro and in vivo

description: Oseltamivir, a neuraminidase inhibitor, is widely used in the clinic for treating influenza virus infections. However, suboptimal efficacy and risk of drug resistance development remain major challenges. Molnupiravir, a ribonucleoside analog, was originally developed to treat influenza, but was repurposed and first approved for treating COVID-19 in 2021. Considering their complementary mode-of-actions, this study aimed to investigate the combinatorial activities of oseltamivir and molnupiravir against influenza virus infections. In cell culture models, we found that β-d-N4-hydroxycytidine (NHC), the active form of molnupiravir, exerted more potent antiviral activities against influenza A and B viruses, when compared to oseltamivir treatment. Combination of NHC with oseltamivir exhibited a synergistic antiviral effect against the influenza A/Puerto Rico/8/34 H1N1 strain, but not the influenza B/Washington/02/2019 strain. In a mouse model infected with the PR/8 virus strain, treatment with molnupiravir alone or in combination with oseltamivir effectively attenuated lung injury and reduced viral load in the tissue. Taken together, molnupiravir can be explored in combination with oseltamivir to treat influenza, especially for patients infected with the oseltamivir-resistant strains, whereas further research is warranted.
DOI: 10.25403/upresearchdata.21571047.v1
title: Individual level of technology adoption models used and the constructs

description: Several studies across disciplines have used, developed, and supported technology adoption theories to guide stakeholders in academia, government and business. However, in the recent paradigm shift referred to as the Fourth Industrial Revolution (4IR), technology adoption models used and associated factors remains vague. This dataset provides an overview of what models and constructs are currently being used. Using a systematic literature review (SLR) based on the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) methodology, 3007 publications were identified. Of these 125 articles between 2015 and 2021 were deemed relevant as they specifically used a technology adoption model and applied it within the construct of this paradigm. Each model, whether combined or stand alone was then logged including the constructs that were found relevant. This is presented in this dataset. <br>
DOI: 10.6084/m9.figshare.28647175.v1
title: Additional file 6 of aurora: a machine learning gwas tool for analyzing microbial habitat adaptation

description: Additional file 6: Escherichia extraintestinal – Annotated top gene families associated with extraintestinal colonization humans by Escherichia sp.
DOI: 10.17632/3ftjmh8ydb
title: Soil microplastics interpolation

description: A file containing geo-referenced data on the abundance of microplastics extracted from a 0 to 20 cm soil sample.
DOI: 10.17632/hsgdhkjtx3
title: Role of the stratosphere in the global mercury cycle

description: This dataset contains model post-processed data supporting results and main text Figures of the article "Role of the stratosphere in the global mercury cycle" by Saiz-Lopez et al., in Science Advances.
DOI: 10.17632/jbpsr4fvg9
title: Brazilian Vertical Traffic Signs and Lights Dataset

description: The Brazilian Vertical Traffic Signs and Lights Dataset is a curated collection of annotated files containing images and information related to vertical traffic signs and lights in Brazil. This dataset is designed to facilitate research and development in the field of computer vision, machine learning, and intelligent transportation systems.

Contents:
1. Image Data:
 - High-resolution images capturing various scenarios of Brazilian roadways.
 - Images feature a diverse range of vertical traffic signs and lights in different environmental conditions, lighting, and weather.

2. Annotation Files:
 - XML files containing detailed annotations for each image.
 - Annotations include bounding boxes around individual traffic signs and lights, along with corresponding class labels and other relevant attributes.

3. Classes:
 - Comprehensive taxonomy of Brazilian vertical traffic signs and lights.
 - Classes include regulatory signs, warning signs, guide signs, traffic lights, and other relevant categories as per Brazilian traffic regulations.

4. Metadata:
 - Additional metadata, such as geolocation, date, and time of image capture.
 - Information on road types, conditions, and any other contextual data that enhances the dataset's utility.

Potential Applications:
 - Traffic sign and light recognition algorithms.
 - Intelligent transportation systems development.
 - Road safety and traffic management research.
 - Autonomous vehicle navigation and decision-making.

Citation:
When using this dataset, please cite the dataset as follows:
\[Pierre, Monhel Maudoony (2023), “Brazilian Vertical Traffic Signs and Lights Dataset”, Mendeley Data, V2, doi: 10.17632/jbpsr4fvg9.2\]

Acknowledgments:
This dataset is compiled with data from some YouTube videos, and we acknowledge the contributions of the original data providers.

Disclaimer:
This dataset is provided for research purposes only. Users are encouraged to adhere to ethical guidelines and respect privacy regulations when using this data.
DOI: 10.17632/xkzvzsdpv9
title: Data for: Holocene sea-level database from the Atlantic coast of Europe

description: Holocene sea-level database from the Atlantic coast of Europe
DOI: 10.6084/m9.figshare.21701285.v1
title: DataS1.zip

description: The GABI-I dataset includes a list of records for 7010 ant species spread across 2678 islands globally, and, totalizing 449,232 records. Additional information including the sole presence of those species on insular systems versus continental or both is provided. The ecological status of the species as native or exotic in function of the islands considered is also available.
DOI: 10.6084/m9.figshare.29093249.v1
title: The simulation results of system 1.xlsx

description: Simulation Results of System 1 and IEEE 33 Bus
DOI: 10.17632/235y5c368v
title: RSD2013_v3/SiMTra_v2.2 - Simulation files of the examples in 'Modeling reactive magnetron sputtering: Opportunities and challenges'

description: A set of input files for the simulation software RSD2013 v3 and SiMTra v2.2 which generate the data used for the figures in the paper 'Modeling reactive magnetron sputtering: opportunities and challenges', published in Thin Solid Films (Elsevier) DOI:10.1016/j.tsf.2019.05.045. Also the set of experimental data for the current-voltage-pressure curves are included. Four examples are illustrated by simulation: 1) Redeposition of sputtered atoms - (SiMTra) Figure 1: Influence of working (Ar) pressure and the sputtered element (Li, Al, Ti, Y, Ta) on the fraction of sputtered material redeposited on the target. - (RSD/SiMTra) Figure 2a: Hysteresis behaviour of reactive pressure afo reactive flow, varying the redeposition fraction of the sputtered material Al. - (RSD/SiMTra) Figure 2b: Comparison of the critical points behaviour afo the redeposition fraction with a reduction of the sputter yield. 2) IV-characteristics - (RSD/SiMTra) Figure 3a: IV-characteristic of a simplified Ti/O2 system (only one oxidation state). - (RSD/SiMTra) Figure 3a: IV-characteristic of an Al/O2 system. - (Experimental) Figure 4: Experimental IVP-characteristics fo an Al/O2 system. 3) Sample rotation - (RSD/SiMTra) Figure 6a: Behaviour of the critical points afo the rotation speed of a substrate plate. - (RSD/SiMTra) Figure 6b: Time evolution of the reactive gas pressure for two rotation speeds of the substrate plate. 4) Pulsing discharge current - (RSD/SiMTra) Figure 7a: Behaviour of the critical points afo the pulsing frequency of the current. - (RSD/SiMTra) Figure 7b: Time evolution of the target state by pulsing the current.
DOI: 10.17632/n369np4rk6
title: Questionnate datasets

description: These are the original datasets for the CONSUMPTION, POST-COVID and PANDEMIC datasets presented in the manuscript entitled "Fish consumption in Brazil: state of the art and effects of the COVID-19 pandemic". Feel free to apply further statistical evaluations in these data. We just kindly ask you to get in contact informing further evaluations of the data by means of the email ivanguid@gmail.com
DOI: 10.17632/r59prx6dg6
title: Volume magnetic susceptibility of sediments from the Ioffe Drift (South Atlantic)

description: The magnetic susceptibility was measured on split-cores using the MSCL XYZ core workstation (Bartington MS3 system with Bartington MS2E sensor. Split-cores were covered with Chemplex Prolene 416 film - 4.0μm.
step (downcore resolution): 0.5 cm;
measurement time - 1 second;
zero (in air) measurment - after each sample measurement;
The location, depth and length of the studied cores are given in List_of_cores_MS.xlsx
DOI: 10.6084/m9.figshare.25483675.v1
title: Measured S11 parameter of Protopasta PLA with 1.2 mm by 2.4 mm contamination of more conductive material.

description: Data of scan of the sample made from Protopasta PLA conductive.
DOI: 10.6084/m9.figshare.26928577.v1
title: <b>NECKCHECK PROJECT. Enhancing diagnostic accuracy in oropharyngeal squamous cell carcinoma through computer-based radiological tools</b>

description: Physicians frequently interpret radiological imaging tests for head and neck tumors in routine practice, without applying any protocol or systematized models for reading the images. This paper describes a newly developed guidance tool designed to enhance the visualization of radiological images of head and neck cancers, with a specific focus on the oropharyngeal region. The aim is to standardize image interpretation and reduce avoidable diagnostic errors among otolaryngologists. The primary objective of this research is to assess whether the implementation of a radiological checklist—developed through a comprehensive review of the scientific literature and integrated into a novel computerized interface—improves diagnostic accuracy in the evaluation squamous cell carcinoma of the oropharyngeal (OPSCC) by otolaryngologists (ENT).<b>Material and methods</b>. A comprehensive literature review was conducted, leading to the development of a radiological reading protocol that was subsequently digitized. A concordance study was designed in which a group of ENTs was presented with a randomized series of head and neck tumor images in two phases: before and after utilizing the tool. The results were compared with reports from specialist radiologists in the field. Diagnostic concordance was assessed using Cohen's Kappa coefficient. Additionally, descriptive and comparative analyses were performed, employing meta-analysis statistical tests and a mixed-effects linear model with a random effect component
DOI: 10.17632/998m4jy3m9
title: BANGLA-ABSA: Unique Aspect Based Sentiment Analysis datasets in Bangla Language

description: In the Bangla language, sentiment analysis is becoming more and more significant. Aspect-based sentiment analysis (ABSA) predicts the sentiment polarity on an aspect level. The data were collected from numerous individuals with a minimum of two aspects. Every comment is a complex or compound sentence. The datasets are organized in a folder named "BANGLA_ABSA dataset" which has four Excel files, one for each of the datasets: Car_ABSA, Mobile_phone_ABSA, Movie_ABSA, and Restaurant_ABSA. Each Excel file contains three columns namely Id, Comment, and {Aspect category, Sentiment Polarity}. Car_ABSA, Mobile_phone_ABSA, Movie_ABSA, and Restaurant_ABSA datasets have 1149, 975, 800, and 801 rows of data respectively.
DOI: 10.6084/m9.figshare.4811017.v1
title: Matlab script to plot figure 3 from Coupling strength assumption in statistical energy analysis

description: Matlab script to plot figure 3
DOI: 10.17632/kmhgrg4rpz
title: The Effect of Climate Change Threat on Public Attitudes towards Ethnic and Religious Minorities and Climate Refugees

description: This entry includes the text of five surveys distributed via Qualtrics company to ethnic white British citizens in 2020 (Study 1: Survey T1 and T2) and 2021 (Study 2 - different sample from Study 1) and 2023 (Study 3: Survey T1 and T2 - different sample from previous surveys) and associated datasets. Hence, Study 1 and Study 3 consist of two survey waves whereby the second wave was a recontact of participants in wave 1. All studies use a different sample of ethnic white British citizens. The surveys used an experimental design (Study 1 (T2) , Study 2, Study 3 (T2)) to investigate the effect of climate change threat on attitudes towards ethnic/religious minorities and climate refugees. We found no significant direct effect. We found that social majority members who are exposed to threatening information about climate change and, at the same time, feel little national efficacy over climate change, evaluate more negatively those minorities that are perceived as posing the biggest challenge to national cohesion and unity (Muslims+Pakistanis). Similar results for the evaluation of climate refugees were statistically significant only in one of the experiments (Study 1). The moderating role of collective climate efficacy beliefs suggests that processes of group-based control may be central for explaining authoritarian and ethnocentric responses to climate change threat. The data was cleaned of variables pertaining to a different study on the effect of climate change threat on environmental extremism, which is still under analysis. More information on this research can be found in these pre-registrations: https://aspredicted.org/S8X_13Z, https://aspredicted.org/ZXZ_SXQ and https://aspredicted.org/6ka4k.pdf.
DOI: 10.6084/m9.figshare.655978.v1
title: A look at the Norwegian krone since the euro

description: Relative to exchange rates in January 1999 when the euro was introduced, the Norwegian krone (NOK) trades at rates not seen for a generation. The currencies of Norway’s main trading partners have lost between 10 and 30 percent of their relative value to NOK since then.
DOI: 10.17632/s8shrvh8nr
title: Data for: How CEO narcissism affects earnings management behaviors

description: This study examined whether CEOs’ narcissistic tendencies prompt them to manipulate earnings to achieve the earnings threshold. On the basis of existing literature (Marquez-Illescas et al., 2018; Olsen et al., 2013), this study used a four-item index to construct the rating system for CEO narcissism ( ): (a) the prominence of the CEO’s photograph in annual reports, (b) the prominence of the CEO’s photograph in corporate social responsibility (CSR) reports, (c) the CEO’s cash compensation, and (d) the noncash compensation of the CEO relative to other top executives at the same company. Our rating system incorporated CEOs that appear in photographs in annual and CSR reports. CSR reports follow widely adopted global guidelines set by the Global Reporting Initiative for the transparent disclosure of corporate values and performances, whereby the CSR report constitutes voluntary information disclosure (Krishnamurti et al., 2018).
DOI: 10.6084/m9.figshare.25139813.v1
title: English Transcript New

description: English Transcription