cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15131/shef.data.4806910.v1
title: Database of Cerebral Artery Geometries including Aneurysms at the Middle Cerebral Artery Bifurcation

description: The database consists of 50 patient-specific cerebral artery geometries, each including at least an aneurysm at the middle cerebral artery (MCA) bifurcation. It also includes the corresponding patient age and sex, and the MCA aneurysm rupture status. The geometries were selected from the @neurIST database and obtained from segmentation of 3D Rotational Angiography (3DRA) images, and subsequent manual correction. They are high-quality vascular geometries, including at least 12 vessel diameters upstream the aneurysm and 4 vessel diameters downstream the aneurysm.<br>
DOI: 10.17632/6z9djdnhdx
title: Foreign Direct Investment at the provincial level in Vietnam using an integrated MCDM and DEA model

description: Foreign direct investment (FDI) is an important factor in building a strong economy for a country, particularly in developing and emerging markets. There is a need for a functional model to assess how the competitive index affects FDI attractiveness. Therefore, this study aims to conduct an integrated model of Grey Delphi, Data Envelopment Analysis Super Slack-Based Measure Model (DEA-Super SBM), and Malmquist Model (DEA-Malmquist) to evaluate the FDI attractiveness of Vietnamese provinces from 2017 to 2021. Firstly, ten critical dimensions of the provincial competitive index (PCI) affecting the number of FDI by cases and amount of FDI capital were validated via the Grey Delphi method. Secondly, the Super-SBM model is applied to assess the FDI efficiency of 63 provinces in Vietnam from 2017 to 2021. Then, the DEA-Malmquist model is employed to analyze the total change in the productivity of 63 provinces’ FDI performance in Vietnam. The findings of this study revealed how effective each province is at attracting FDI and how close it is to being considered efficient. Simultaneously, the change in efficiency over time was also conducted. Furthermore, this study can provide valuable insights for policymakers and other stakeholders in developing effective strategies to attract FDI and foster economic development.
DOI: 10.17632/x8cgbzttk7
title: Additional material for No Country is an Island by M Ferrar Minesso and M S Pagliari

description: This file contains the online appendix and the replication files to "No Country is an Island. International Cooperation and Climate Change" by M. Ferrari Minesso and M. S. Pagliari
DOI: 10.6084/m9.figshare.14842545.v1
title: Anderson Prairie species list 1988

description: Species list of Anderson Prairie in Emmet county Iowa.<br>
DOI: 10.6084/m9.figshare.21550626.v1
title: Application of Analytical Hierarchy Process and GIS in Groundwater Potential Mapping of Tripura, India

description: Analytical Hierarchy Process and GIS was applied in groundwater potential mapping of Tripura, India
DOI: 10.6084/m9.figshare.21729140.v3
title: ATR-FTIR test data and procedures

description: FTIR spectroscopy was used for the chemical characterization of CFRP composites.
DOI: 10.6084/m9.figshare.21835047.v1
title: File 4

description: Species annotation information at phylum level
DOI: 10.6084/m9.figshare.5769366.v1
title: Raw Data Human Fovea

description: Multiple microscopic images (X620) used to make a 3D model and video showing the anatomy of the foveolar cells<br>
DOI: 10.6084/m9.figshare.15097038.v1
title: pepper resequencing

description: Here, we report whole genome resequencing analyses of four sweet and pungent genotypes, representative of the variability selected in Campania and Calabria. The four genomes were reconstructed at a chromosomal scale using a reference guided approach, based on a dataset of 2.6 billion paired end reads, corresponding to 20× genome coverage
DOI: 10.6084/m9.figshare.17912441.v1
title: The attributes of ECG records

description: This file contains the ECG ID, the patient ID, the AHA codes, the age and sex, the record length, and the acquisition date of ECG records.
DOI: 10.6084/m9.figshare.21980549.v1
title: demo_test.h5ad

description: This is the query data for prediction.
DOI: 10.6084/m9.figshare.23264678.v1
title: Data from 'Using drivers and transmission pathways to identify SARS-like coronavirus spillover risk hotspots'

description: Hypothesized risk indicators informing the transmission scenarios, their rationale for inclusion, description and sources. Original rasters were warped to 0.25 decimal degrees and World Geodetic System (WGS 84). Complete data description available in Table S2. from Muylaert et al.
DOI: 10.6084/m9.figshare.24182745.v1
title: Data for: The effect of temperature on animal reproduction: a systematic map

description: Datasets containing: 1) study-level information, and 2) species-level information
DOI: 10.6084/m9.figshare.24226138.v1
title: SPSS results.docx

description: A study related to English as an international language.
DOI: 10.6084/m9.figshare.28106216.v1
title: The T2T genome assembly of Chinese tongue sole (<i>Cynoglossus semilaevis</i>)

description: Telomere-to-telomere genome assembly of Chinese tongue sole (<i>Cynoglossus semilaevis</i>)
DOI: 10.6084/m9.figshare.28915733.v1
title: Supplementary Data 2

description: Supplementary Data 2 to the manuscript "Unexpected abundance of cable bacteria in deep anoxic sediments reveals a novel biogeochemical niche". Datasets include bacterial abundance (from SSU 16S rRNA identified with Kraken2 + Bracken), partial 16S rRNA sequences of cable bacteria (13 Candidatus Electrothrix) identified after assembly of total rRNA libraries and annotation with SILVA 138 plus 44 cable bacteria 16S rRNA sequences (BLASTN) and quantification with coverM (TPM). Pearson correlations of Desulfobulbacea and Beggiatoaceae abundance with depth from sediments in Koljö Fjord and Offshore station from Tvärminne archipelago (Southern Finland). Sulfammox from Koljö Fjord and Kristineberg Bay (West Sweden).
DOI: 10.6084/m9.figshare.5126902.v1
title: Supplementary Material for: Unemployment and Substance Use in Young Adults: Does Educational Attainment Modify the Association?

description: We studied whether patterns of substance use in relation to unemployment vary depending on educational level. Data come from 1,126 community-based young adults in France (18-35 years of age in 2011) and their parents (TEMPO and GAZEL studies). Tobacco use (≥1 cigarette/day, 22.5% prevalence), nicotine dependence (Fagerström test ≥2, 7.1% prevalence), alcohol use (≥2 units/week, 25.3% prevalence), alcohol abuse (WHO AUDIT ≥7 in women and ≥8 in men, 10.8% prevalence), cannabis use (≥1 time, 16.5% prevalence), and cannabis abuse (CAST ≥2, 5.0% prevalence) were assessed by interview. We conducted logistic regression analyses controlled for inverse probability weights of unemployment, calculated based on demographics, negative life events, health, and juvenile and parental characteristics. Compared to participants who were always employed, those who were unemployed and had no higher education were more likely to smoke tobacco (OR: 2.76, 95% CI: 1.86-4.10), to be nicotine dependent (OR: 5.70, 95% CI: 3.03-10.73), to use cannabis (OR: 2.27, 95% CI: 1.42-3.64), and to abuse cannabis (OR: 3.38, 95% CI: 1.63-7.04). Those who were unemployed and had higher education were especially likely to abuse alcohol (OR: 1.89, 95% CI: 1.16-3.09). Increases in unemployment may impact population levels of substance use, particularly in young adults with low educational attainment.
DOI: 10.6084/m9.figshare.5579092.v1
title: Sci-Hub download data for Ukraine

description: The data set include download request events from the server logs of Sci-Hub from 1 September 2015 through 29 February 2016 (only Ukrainian users requests). This is part of the data from: https://doi.org/10.5061/dryad.q447c. This data set also contains additional files to facilitate analysis.
DOI: 10.6084/m9.figshare.644500.v1
title: A voxel-based morphometry study of Tourette syndrome

description: We used T1-weighted MRI to compare brain structure in 15 adult TS volunteers and 15 carefully matched tic-free controls. No significant results after correction for multiple comparisons; trend decrease in GM concentration in voxels centered in left precentral gyrus (primary motor cortex) (-26, -12, 66). The official published abstract is available online at http://neuro.psychiatryonline.org/article.aspx?articleid=101807 Support: NARSAD, NINDS (NS41248, NS01898),<br>and the Charles A. Dana Foundation. We thank<br>the Tourette Syndrome Association for referral of<br>volunteers. More information: kevin@npg.wustl.edu
DOI: 10.6084/m9.figshare.1603456.v1
title: A multi-region community model for inference about geographic variation in species richness

description: Data used in the application of the multi-region community model (MRCM) to detection non-detection data collected from bird assemblages in R=8 geographically distinct areas (regions) in northern Italy. We augmented the data for all regions such that M = M_r = 200, i.e., by 200-n_r species for each region.
DOI: 10.6084/m9.figshare.2059494.v3
title: Chandler Population Data

description: This dataset contains global, city-level population data from 2250 BC - AD 1975 for 1,587 cities in .csv form.<br>Version 2 removes spaces after some city names which can also be done programmatically after the datasets are combined. It also corrects/combines the spelling of one city - Magdeburg, Germany and updates Kiev's country name to Ukraine. <br><br>
DOI: 10.6084/m9.figshare.28248935.v1
title: Data for "Resource availability and competition shape pollinator trophic specialization in longleaf pine savannas"

description: Realized trophic specialization, or the food resources with which a species interacts locally, is driven by a species fundamental niche, resource availability, and competition. However, the simultaneous effects of resource availability and competition on trophic specialization have yet to be investigated in plant-pollinator networks. Here, we disentangled the effects of resource availability (i.e., blooming plant diversity and abundance), and pollinator competitor pool (i.e., pollinator species richness, and abundance of conspecific and heterospecific pollinator individuals) on pollinator trophic specialization. We used samples collected over an entire flowering season in 24 xeric pine savannas in north-central Florida, USA and evaluated the effects of plant availability and pollinator competitor pool on three aspects of trophic specialization: taxonomic specialization (pollinator selection of plant species), phylogenetic specialization (pollinator selection of plant phylogenetic lineages), and functional specialization (pollinator selection of plant functional traits). Our results show that flowering resources and the pools of pollinator competitors both influence pollinator trophic specialization. Individual pollinators reacted to higher pollinator richness by interacting with more flowering plants (i.e.,taxonomically generalist), underscoring the vulnerability of pollination systems to pollinator extinctions (i.e., pollinators visit fewer plant species when there are fewer insect competitors present). Pollinators were more specialized in communities containing many conspecific pollinators, possibly reflecting pollinator preferences. Finally, in more diverse flowering plant assemblages, pollinators were taxonomic specialists in flower visitation but phylogenetic and functional generalists, providing pollination services across diverse plant assemblages.
DOI: 10.17632/32syv87jpt
title: "Novel Metal Graphene Framework (MGF) Structures for Hydrogen Storage" Dataset 2022

description: Geometry optimization, energy minimization and sorption calculation details for "Novel Metal Graphene Framework (MGF) Structures for Hydrogen Storage"  entitled manuscript are given in this dataset.  Also another file added which including graphs and representations of the findings.
DOI: 10.17632/94gmt9c7fj
title: Impact of climate change on drought in the Canary Islands

description: This data set corresponds to the referenced work (https://doi.org/10.1038/s41612-023-00358-7), related to climate projections, for the Canary Islands, of some aridity and drought indices. The meteorological variables used to calculate these indices are also provided, as they may be useful for other studies. 
 
Regional climate simulations, at 3 km resolution,  were computed using the WRF model driven by three CMIP5 global climate models (GFDL-ESM2M, IPSL-CM5A-MR and MIROC-ESM). The simulations were performed for three 30-year periods, recent past (1980–2009), mid-century (2030–2059), and end-century (2070–2099) and two future greenhouse gas emission scenarios (RCP4.5 and RCP8.5). 

Each file name has the following nomenclature:

canary_VAR_PERIOD_FREQ_mean_WRF_driven_by_GCM.nc

where:
* VAR is the variable (aridity, evspsblpot, pr, spi3, spi12, spei3, spei12, tasmin, tasmax, sfcWind)
* PERIOD is the simulation period, and also indicates, for future periods, the corresponding emission scenario (1980_2009, 2030_2059_rcp45, …)
*FREQ is the frequency for data: year (mean value of  annual values for the whole period) or monthly (mean value for each month, that is, the average for all the januaries, …)
* GCM is the global climate model (GCM) whose results have been used to drive the WRF simulations (GFDL_ESM2M, IPSL_CM5A_MR, MIROC_ESM)

The variables provided are:
* aridity: Aridity index (UNEP, 1992), defined as P/PET where PET is the mean annual potential evapotranspiration and P is the average annual precipitation for the same period.
* evspsblpo: mean (over the period)  of the monthly potential evapotranspiration (PET). The Penman–Monteith (PM) method was used to calculate PET. Units are kg m-2 s-1. To convert, for example, the january value to the total mean evapotranspiration for that month, in mm, the original value must be multiplied by 60*60*24*31 = 2678400 (seconds in that month).
* pr: precipitation. Units are kg m-2 s-1. Therefore, the unit conversion factor is the same as for evapotranspiration. 
* spi3: Standardized Precipitation Index computed from precipitation amounts for an accumulation period of 3 months. SPI values below ‒1 indicate rainfall deficits (drier than normal), while SPI values above 1 indicate excess rainfall (wetter than normal). The lower the SPI, the more intense the drought. Values are provided only for future periods, since, being a standardized index, the average over the same period in which the cumulative probability function is calculated (1980-2009) is zero. 
* spi12: same as spi3 but for an accumulation period of 12 months.
* spei3: Standardized Precipitation-Evapotranspiration Index, computed from “precipitation minus PET” amounts for an accumulation period of 3 months.
* spei12: same as spei3 but for an accumulation period of 12 months.
* tasmin: monthly mean of daily minimum temperature, in K.
* tasmax: monthly mean of daily maximum temperature, in K.
* sfcWind: monthly mean 10 m wind speed, m s-1
DOI: 10.17632/w9mdp9k472
title: Routin Blood Values Datasets that can be used to predict the diagnosis, prognosis and mortality of COVID-19

description: Only individuals over the age of 18 were included in the study.  There are no individual characteristics (name-surname, identification number, etc.) that define the patients in our data set. Routine blood values (RBV) include various biochemical, hematological and immunological parameter properties.

The dataset contains 3 files.
File 1: COVID-19_RBV1.sav (IBM SPSS Statistics format).
First COVID-19_RBV1 data set includes the information of 2000 patients diagnosed with COVID-19 and receiving outpatient treatment in hospital on the specified dates, and the same number of patients (control group) whose COVID-19 tests were negative.
First column: Diagnosis.
In this data set, positive COVID-19 test results were coded as 1 and negative as 0 (COVID-19 = 1, non-COVID-19 = 0). This data set includes 51 RBV features. The first dataset can be used to detect COVID-19.

File 2: COVID-19_RBV2.sav (IBM SPSS Statistics format).
This dataset contains information on n = 279 severely infected (ICU) COVID-19 patients and n = 1721 mildly infected (non-ICU) COVID-19 patients. First column: ICU or non-ICU. Severely COVID-19 patients were coded as 2, while mildly COVID-19 patients were coded as 1. This dataset  includes 51  RBV features. This dataset can be used for the prognosis/severity of COVID-19.

File 3: COVID-19_RBV3.sav (IBM SPSS Statistics format). 
COVID-19_RBV3 dataset includes the information of 233 patients who died in the hospital from COVID-19 and 2364 patients living in the hospital on the specified dates. First column: Contains the patient's output information (survived or non-survived). Patients who died from COVID-19 were coded as 1, and surviving from COVID-19 were coded as 0. This dataset includes 38 RBV features. This dataset can be used for mortality/severity of COVID-19.

We grant you a non-exclusive, non-transferable, revocable license to use the COVID-19_RBV dataset solely for your non-commercial, educational, and research purposes only, but without any right to copy or reproduce, publish or otherwise make available to the public or communicate to the public, sell, rent or lend the whole or any constituent part of the dataset thereof.

Please cite the following four articles when you use any of these datasets:
1) Huyut, M.T.; Velichko, A. Diagnosis and Prognosis of COVID-19 Disease Using Routine Blood Values and LogNNet Neural Network. Sensors 2022, 22. 
2) Huyut, M.T.; Velichko, A.; Belyaev, M. Detection of Risk Predictors of COVID-19 Mortality with Classifier Machine Learning Models Operated with Routine Laboratory Biomarkers. Appl. Sci. 2022, 12, 12180. 
3) Velichko, A.; Huyut, M.T.; Belyaev, M.; Izotov, Y.; Korzun, D. Machine Learning Sensors for Diagnosis of COVID-19 Disease Using Routine Blood Values for Internet of Things Application. Sensors 2022, 22, 7886. 
4) Huyut, M.T. Automatic Detection of Severely and Mildly Infected COVID-19 Patients with Supervised Machine Learning Models. IRBM 2022, 1, 1–12.
DOI: 10.6084/m9.figshare.14489778.v1
title: Table.S3.DEgenes

description: Table S3. Differently expressed genes between the samples under the ‘slow dehydration’ treatment for the three tardigrade species (in Hara et al., 2021)
DOI: 10.6084/m9.figshare.22631047.v4
title: A fully integrated wearable ultrasound system to monitor deep tissues in moving subjects

description: The code and algorithm could be accessed on Github (https://github.com/JackLin95/Autonomous-Ultrasound-CodeData.git). <br> The image dataset for classification models can be accessed via google drive (https://drive.google.com/drive/folders/1fAZPEFKwvl3VbpdwvY9UjHFVOXOMi4dR?usp=share_link). <br> The image dataset for MECA model can be accessed via google drive (https://drive.google.com/drive/folders/1DoazVlxnZeUji9mSJ90ihH9jGDrQVtJH?usp=share_link). <br> The image datasets for logistic model can be accessed via google drive (https://drive.google.com/drive/folders/1vdOLWwQfscgyGoMbCjSRBj5tTOdjUCJ4?usp=share_link).
DOI: 10.6084/m9.figshare.26809009.v1
title: Surface albedo regulates aerosol direct climate effect

description: for 'Surface albedo regulates aerosol direct climate effect' in NC
DOI: 10.6084/m9.figshare.4696240.v1
title: Sound Taste Association

description: Data from:Guetta, R., & Loui, P. (2017). When Music is Salty: The Crossmodal Associations Between Sound and Taste. <i>PLoS ONE.</i>
DOI: 10.6084/m9.figshare.5436457.v1
title: A basal ornithopod dinosaur from the Cenomanian of the Czech Republic

description: During their long evolutionary history, neornithischian dinosaurs diverged into several clades with distinctive adaptations. However, the early evolution within Neornithischia and the resolution of the phylogenetic relationships of taxa situated near the base of the clade remain problematic. This is especially true for those taxa traditionally placed at the base of Ornithopoda, either as ‘hypsilophodontids’ or at the base of the diverse clade Iguanodontia. Recent studies are improving our understanding of the anatomy and relationships of these taxa, with discoveries of several new non-ankylopollexian ornithopods from South America and Europe providing key insights into early ornithopod evolution and palaeobiogeography. Here, we describe a new basal ornithopod, <i>Burianosaurus augustai</i> gen. et sp. nov., based on a well-preserved femur from the upper Cenomanian strata (Korycany Beds of the Peruc-Korycany Formation) of the Czech Republic. The new taxon is diagnosed by a unique suite of characters and represents the only occurrence of a Cenomanian non-avian dinosaur in Central Europe north of the Alpine Tethyan areas. Histological examination of the type specimen reveals the presence of a loosely packed Haversian system which suggests relatively mature bone from a possible young adult. Phylogenetic analyses of two different data sets, selected to test the placement of <i>B. augustai</i> in various parts of the neornithischian tree, reconstruct <i>B. augustai</i> as a basal ornithopod, firmly nested outside Ankylopollexia. These results also support a diverse Elasmaria as a basal clade within Ornithopoda and reconstruct <i>Hypsilophodon</i> outside Ornithopoda as the sister taxon to Cerapoda. However, the relationships of ‘hypsilophodontids’ within Neornithischia remain contentious. http://zoobank.org/urn:lsid:zoobank.org:pub:D28A9FB8-A253-4032-8710-4F51668A1E4F
DOI: 10.6084/m9.figshare.988376_d256
title: Participant 11 in the WAY-EEG-GAL dataset.  328 grasp-and-lift trials with different weights and surfaces during which EEG, EMG, kinematics, and kinetics were recorded.

description: WAY-EEG-GAL is a dataset designed to allow critical tests of techniques to decode sensation, intention, and action from scalp EEG recordings in humans who perform a grasp-and-lift task. Twelve participants performed lifting series in which the object’s weight (165, 330, or 660g), surface friction (sandpaper, suede, or silk surface), or both, were changed unpredictably between trials, thus enforcing changes in fingertip force coordination. In each of a total of 3,936 trials, the participant was cued to reach for the object, grasp it with the thumb and index finger, lift it and hold it for a couple of seconds, put it back on the support surface, release it, and, lastly, to return the hand to a designated rest position. We recorded EEG (32 channels), EMG (five arm and hand muscles), the 3D position of both the hand and object, and force/torque at both contact plates.
DOI: 10.17632/23ppcdbmhc
title: Dataset about VNU students

description: The dataset was constructed to manage students and factors affecting the learning outcomes of students at the University of Education - Vietnam National University, Hanoi, to meet the research needs. In this article, we present the value of the data, data description, design, materials and methods. We conducted a survey of students and alumni of the University of Education, Vietnam National University, Hanoi, from March to June 2023. There were 2170 students and alumni who responded to the link to answer the survey. Furthermore, in this article, we also mention the appendix, supplementary materials and research data. This dataset offers significant insights into the elements that drive student learning outcomes.
DOI: 10.6084/m9.figshare.1385211.v2
title: Supplementary Table 1.

description: Plasma miR-940 in male and female patients without metastasi
DOI: 10.6084/m9.figshare.20523978.v1
title: salmonella.xlsx

description: phages of salmonella