cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.12293345.v3
title: Late Quaternary climate, bioclimate and vegetation

description: Global terrestrial monthly temperature, precipitation, cloudiness, wind speed and relative humidity, 17 bioclimatic variables, net primary production, leaf area index and biomes for the last 120,000 years.<br>- Spatial resolution: 0.5°- Temporal resolution: 1,000 – 2,000 years<br>Includes R, Python and Matlab example scripts for plotting and analysing the dataset<br>
DOI: 10.6084/m9.figshare.25754869.v1
title: Layer-controlled fractal growth of vanadium-doped molybdenum disulfide

description: Vanadium doping can effectively modify the physical properties of transition metal dichalcogenides (TMDCs), broadening their application prospect in electronic, spintronic, and valleytronic devices. However, vanadium dopants always suppress the growth of TMDCs and lower the growth controllability. Here, we report the morphology-controlled growth of vanadium-doped MoS<sub>2</sub> (V-MoS<sub>2</sub>). Both the layer-controlled growth and fractal growth of monolayer V-MoS<sub>2</sub> were realized, and the mechanism was analyzed, including contributions from the localized concentration of Mo atoms, the etching effect, and formation energies of different terminations. It will shed light on the morphology-controlled growth of other vanadium-doped TMDCs, promoting the construction of novel devices. Controll vanadium dopants enables layer-controlled and fractal growth of V-MoS2 in this work with contributions from the localized concentration of Mo atoms, the etching effect, and formation energies of different terminations. It will help to realize the morphology-controlled growth of other vanadium-doped TMDCs and thus promotes the construction of novel devices.
DOI: 10.6084/m9.figshare.28851419.v1
title: Data

description: data set for 'Multi-Microgrid P2P Energy Trading BenefitingBoth Microgrids and the Main Grid Based on ABi-level Game' by Junan Wang and Zhengtao Ding
DOI: 10.6084/m9.figshare.3559227.v1
title: Appendix A. Detailed isotope data for marine turtles and pelagic fish.

description: Detailed isotope data for marine turtles and pelagic fish.
DOI: 10.15468/dl.umaahr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina silus (Ascanius, 1775)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((-16.8057 20.1434,-16.8896 19.8496,-9.0352 19.8496,-9.0352 28.8496,-11.635 28.8496,-11.7824 28.7359,-13.29 28.2942,-13.9623 27.0596,-14.8996 26.4375,-15.2884 25.5014,-15.3356 24.99,-16.4235 23.914,-16.8295 22.8081,-17.1762 22.5133,-17.4325 21.9756,-17.6012 20.7987,-17.3601 20.3805,-16.8057 20.1434))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013366-250525065834625/datasets/export for details.
DOI: 10.17632/2xcy3bgkfs
title: Acquired, Bilateral Navus of Ota-like Macules in Children: Clinical findings in 46 patients

description: Supplementary figures for the research article titled"Acquired, Bilateral Navus of Ota-like Macules in Children: Clinical findings in 46 patients". Figures 2, 3, 4, and 5 suggest that the lesions in children are lighter in color than those in adults. Figures 6 and 7 show more skin lesions in children with Acquired, Bilateral Navus of Ota-like Macules.
DOI: 10.17632/8b3pvhz697
title: Data for: Experimental Study on Convection Heat Transfer Enhancement of Channel-Flow with Piezoelectric Fan

description: This data set includes raw data used in the journal paper: Experimental Study on Convection Heat Transfer Enhancement of Channel-Flow with Piezoelectric Fan.
DOI: 10.17632/8wpgzrp33s
title: Spectral radiative properties of black PMMA

description: Absorbance_50C_FTIR-ATR.xlsx: Absorbance data of black PMMA measured by FTIR-ATR spectrometer using sample thickness of 175 µm at temperature of 50 C
Absorbance_150C_FTIR-ATR.xlsx: Absorbance data of black PMMA measured by FTIR-ATR spectrometer using sample thickness of 175 µm at temperature of 150 C
Absorption coefficient.xlsx: Extracted absorption coefficient of black PMMA for the wavelength range from 0.25 to 25 µm
Absorptive index.xlsx: Absorptive index of black PMMA for the wavelength range from 0.25 to 25 µm
Diffuse reflectivity.xlsx: Diffuse reflectivity of black PMMA measured by UV-Vis-NIR spectrometer for the black PMMA sample with thickness of 6 mm
Effective absorption coefficient.xlsx: Calculated effective absorption coefficient of black PMMA for the gray modeling of radiation as a function of source temperature and depth from the sample surface
Refractive index.xlsx: Extracted refractive index of black PMMA for the wavelength range from 0.25 to 25 µm
Total reflectivity.xlsx: Total reflectivity of black PMMA measured by UV-Vis-NIR spectrometer for the black PMMA sample with thickness of 6 mm
Transmissivity_33um_FTIR.xlsx: Measured transmissivity for the black PMMA sample with thickness of 33 µm using FTIR spectrometer
Transmissivity_50um_FTIR.xlsx: Measured transmissivity for the black PMMA sample with thickness of 50 µm using FTIR spectrometer
Transmissivity_65um_FTIR.xlsx: Measured transmissivity for the black PMMA sample with thickness of 65 µm using FTIR spectrometer
Transmissivity_50um_UV-Vis-NIR.xlsx: Measured transmissivity for the black PMMA sample with thickness of 50 µm using UV-Vis-NIR spectrometer
Transmissivity_73um_UV-Vis-NIR.xlsx: Measured transmissivity for the black PMMA sample with thickness of 73 µm using UV-Vis-NIR spectrometer
DOI: 10.6084/m9.figshare.21507189.v13
title: CAN5600 & CAN2000 - GAN MODEL WEIGHTS & SYNTHETIC IMAGES

description: DATASET URLs <strong>CAN2000_CAN5600_DEPLOY.zip</strong> DATASET/can2000.csv : URLs of CAN2000 DATASET/can5600.csv : URLs of CAN5600 DATASET/download.py : Python script for downloading Stylegan3-cpu : for generating fakes; not for training <br> cf) The CAN2000 images were partially correctly using LaMa. Inquiries for the images can be requested via the corresponding authors or Dr. Han Seung Seog (whria78@gmail.com). <br> GAN MODEL WEIGHTS PKLs.zip C10000.pkl : LESION130k images; pretrained model M500.pkl : GAN5000; melanoma N500.pkl : GAN5000; nevus MN500.pkl : For morphing; melanoma and nevus <br> GAN5000 Dataset mn500.zip : synthetic images (jpg); seed 0~10000 by using MN500.pkl m500.zip : synthetic images (jpg); seed 0~10000 by using M500.pkl n500.zip : synthetic images (jpg); seed 0~10000 by using N500.pkl <br> VIDEO MN500.mp4 : Video showing the process of fine-tuning (0 ticks ~ 500 ticks) <br> MORPHED IMAGES morph234.zip : A total of 234 (18 start images * 13 end images = 234 images) morphed images.
DOI: 10.6084/m9.figshare.28120541.v1
title: China's National Level Public Opinion Indices on Climate Risk and Government Response

description: A dataset on China's climate risk public opinion and government response indices, 2011-2023.
DOI: 10.6084/m9.figshare.7284251.v2
title: Lake Catchment Set

description: A freely available data set of inland lake catchments including lakes, location, shape, area, perimeter, etc. over the Qiangtang Plateau which is a main part of the Tibetan Plateau. The data set is derived from Landset8 images, Google Earth and Digital Elevation Model (DEM). It will provide important basic information for researchers to study the changes of meteorology, hydrology and environment and its mechanism in Qinghai-Tibet Plateau.
DOI: 10.17632/w6v48k72z8
title: PytuTester

description: PytuTester is a open source ventilator tester developed to help bio-engineers in the design specification verification of new ventilators prototypes.  
A ventilator tester are to measure the flow,  pressure, volume and oxygen concentration provided to the patient. During COVID-19 global pandemic 
several opensource ventilators prototypes were developed, however, high cost and demand of professional ventilators testers were not available. In this 
context, a low-cost tester were developed using a Raspberry Pi and medical grade sensors to the test new ventilators prototypes. This paper presents the design files, software interface and validations tests. Our results indicates that the tester has a good accuracy to evaluate the efficacy and performance of new prototypes.
DOI: 10.6084/m9.figshare.21266067.v1
title: Data set of stress, anxiety, insomnia, depression, and well-being regarding COVID-19.sav

description: This dataset related to stress, anxiety, insomnia, depression, and well-being among Yemeni health care workers
DOI: 10.6084/m9.figshare.6157631.v1
title: Complete data set for 2018 CellReports Zhang Succinate Ischemia Paper

description: Complete data set for each of the Figures in Zhang et al. paper in Press in Cell Reports<br>
DOI: 10.17632/3rbsrk96xr
title: Structural characterization of archaeal GDGT cyclization: linking physiological adaptation to paleotemperature reconstruction

description: MD and other data
DOI: 10.17632/cr424c25y7
title: Data for: Experimental and finite element analyses of contact behaviors between non-transparent rough surfaces

description: The data shared here are mainly about the evolution of real contact area and surface separation. The contact behaviors of three contact pairs were observed by employing the X-ray computed tomography technology. The detailed data of he real contact area versus contact pressure curves are shared in the Supplementary Material. The surface separation of contact pair 1-3 under each contact pressure are also presented in the Supplementary Material. These surface separation data are 201 × 201 height matrixes, representing the 2 mm × 2 mm square regions extracted from the centers of each contact pairs.
DOI: 10.6084/m9.figshare.27085657.v4
title: 4D Cellular Morphology Atlas Construction Simultaneously Reveals Shape-adhesion Patterns During Embryogenesis

description: <b>3D Shape Training: </b>Ground truth (GT) for training membrane recognition (TUNETr)<b>3D Shape Evaluation: </b>GT for evaluation and comparison of segmentation<b>2D Time-lapse Evaluation: </b>GT for time-lapse embryos (cell morphology map)<b>Nuclei Generative Training: </b>GT for training m2nGAN (pseudo nuclei image generation) with real stained fluorescence images<b>Nuclei Generative Evaluation: </b>GT for evaluating m2nGAN (pseudo nuclei image generation) with real stained fluorescence images<b>Shape-adhesion E-cadherin</b>: Dataset for discovering shape-adhesion patterns<b>CTransformer (mainly TUNETr) Code Link</b>: https://github.com/chiellini/CTransformer<b>m2nGAN Code Link:</b> https://github.com/chiellini/m2nGAN<b>Image Processing Python Script Link:</b> https://github.com/chiellini/CImageProcessor<b>Visualization Python Script Link: </b>https://github.com/chiellini/GUIData
DOI: 10.6084/m9.figshare.7418648.v1
title: Identification Using Classification Analysis of Flunitrazepam in Necrophagous Larvae via Differential Pulse Voltammetry and Fluorescence Excitation-Emission Matrix (EEM) Spectroscopy

description: The use of insects to identify drugs in a cadaver has often been explored in the field of entomotoxicology. There are accurate methods; however, they require a high cost and are very time-consuming. The objective of this study was to develop two methods based on differential pulse voltammetry (DPV) and fluorescence excitation-emission matrix (EEM) spectroscopy to classify necrophagous larvae (Chrysomya megacephala, C. albiceps, Lucilia sp. and Cochliomyia macellaria) containing flunitrazepam. The voltammograms of larval extract samples were analyzed by principal component analysis (PCA), successive projection algorithm (SPA) and genetic algorithm (GA): linear and quadratic discriminant analysis (LDA and QDA). The EEM fluorescence data from larval extract samples were analyzed by 2D and parallel factor analysis (PARAFAC) with LDA. These results suggest that DPV and EEM combined with chemometrics can be used as tools for the classification of flunitrazepam in fly larvae presenting innovative applications.
DOI: 10.6084/m9.figshare.7581158.v1
title: Additional file 2: of Contrasting evolutionary origins of two mountain endemics: Saxifraga wahlenbergii (Western Carpathians) and S. styriaca (Eastern Alps)

description: Sequence alignments (FASTA) used in this study (ITS extended taxon set, ITS reduced taxon set, ITS reduced taxon set with NGS reads, ITS reduced taxon set with NGS reads for molecular clock, trnL–trnF and rpl32–trnL extended taxon set, trnL–trnF and rpl32–trnL reduced taxon set) and the BEAUti-generated XML file. See Methods for details and explanation. (ZIP 189 kb)
DOI: 10.6084/m9.figshare.21397158.v32
title: South African LNCS papers 1973-2022

description: This study investigated the research participation of South African (RSA) authors in LNCS for the period 1973 to 2022.
DOI: 10.6084/m9.figshare.28532246.v1
title: Supplementary Material for: Association of Serum Polyamines with Cardiovascular Events and All-Cause Mortality in Chronic Kidney Disease

description: Background: Emerging evidence indicates that serum polyamines, including putrescine, spermidine, and spermine, may serve as potential biomarkers for chronic kidney disease (CKD) and its progression. However, the association between serum polyamine levels, cardiovascular events, and mortality in CKD patients remains poorly understood.
Methods: A retrospective cohort study was conducted, involving 297 adult patients with CKD at stages 1-5 from March 2015 to September 2018, with follow-up until May 2023. Serum polyamine levels were quantified using high-performance liquid chromatography and subsequently categorized into quartiles. The Kaplan-Meier curve was employed to assess the survival probabilities of CV events and overall mortality in relation to serum polyamine levels. The relationship between serum polyamines and the risk of CVD and overall mortality was explored using univariate and multivariate Cox regression analyses. Furthermore, we conducted a competing-risk analysis to investigate the link between serum polyamines and CV events, with mortality as the competing event.
Results: Over a median follow-up of 6.11 years, our findings revealed a negative correlation between putrescine levels and estimated glomerular filtration rate (eGFR), while spermidine and spermine levels were positively correlated with eGFR. The Kaplan-Meier curve demonstrated that serum polyamines were significantly associated with risk of CV events and all-cause mortality. Moreover, Cox regression analyses showed that, in multivariate Cox model, patients in the highest quartile of putrescine displayed a significantly higher risk of CV events (hazard ratio [HR] 6.972, 95% confidence interval [CI] 2.520-19.242, p＜0.001) compared to those in the lowest quartile. Conversely, higher levels of spermidine were associated with a lower risk of CV events (HR= 0.077, 95% CI 0.022-0.274, p＜0.001), and higher levels of spermine also appeared to reduce the risk of CV events (HR= 0.180, 95% CI 0.061-0.530, p=0.002). The relationship between serum polyamines and CVD remained robust in the competing risk models. Additionally, in the multivariate model, spermidine and spermine showed a significant protective effect on the risk of overall mortality; however, the protective effect was diminished upon the inclusion of eGFR as a covariate.
Conclusions: Our study demonstrates significant disruption in serum polyamine levels among CKD patients, which correlates with eGFR. Altered polyamine levels are linked to an increased risk of CV events and overall mortality. Thus, serum polyamines may be considered valuable prognostic indicators for CKD patients.
DOI: 10.6084/m9.figshare.25287742.v1
title: <b>MagGen: A graph aided deep generative model for inverse design of permanent magnets</b>

description: The training dataset and VAE script are provided here.
DOI: 10.6084/m9.figshare.28343921.v2
title: Response Patterns of Global Vegetation to Extreme Drought

description: Raw datasets and R codes, which are used in the paper "Response Patterns of Global Vegetation to Extreme Drought".The datasets include:<br>raw data of the PKU GIMMS NDVI from https://zenodo.org/records/8253971; the One Earth Bioregions Framework from https://www.oneearth.org/bioregions-2023/; the gridded SPEI data (SPEIbase v2.9) from https://digital.csic.es/handle/10261/332007; the Climatic Research Unit (CRU), version TS 4.07 from https://crudata.uea.ac.uk/cru/data/hrg/; temperature seasonality and precipitation seasonality data from https://www.worldclim.org/data/bioclim.html; aboveground biomass density from https://doi.org/10.3334/ORNLDAAC/2299; the global patterns of vascular plant alpha diversity from https://doi.org/10.1038/s41467-022-32063-z; maximum root depth from https://wci.earth2observe.eu/thredds/catalog/usc/root-depth/catalog.html; transpiration and soil moisture data from https://www.gleam.eu/; the Regridded Harmonized World Soil Database v1.2 from https://daac.ornl.gov/SOILS/guides/HWSD.html; land cover data from https://doi.org/10.5067/MODIS/MCD12Q1.061; atmospheric CO<sub>2</sub> concentrations from https://daac.ornl.gov/NACP/guides/NACP_MsTMIP_Model_Driver.html; burned area data from https://doi.org/10.5281/zenodo.7668423.<br>Please cite the corresponding papers correctly and follow the data usage license when using these datasets.
DOI: 10.17632/2ht4wsgxxj
title: Research data

description: These figures were calculated by MetaWin software. Sheet1 is the natural response ratio (lnR) and its variance (v) for each observation, and Sheet2 is the effect value for each observation. As can be seen from the table, there are 298 soil organic carbon (SOC) data, 196 microbial biomass carbon (MBC) data, 134 soluble organic carbon (DOC) data, 102 easily oxidized organic carbon (EOC) data, 170 light organic carbon (LFOC) data, and 90 particulate organic carbon (POC) data. They are all important data in the research process, from which the overall effect value can be calculated and mapped.
DOI: 10.6084/m9.figshare.27209181.v1
title: Supplementary Material for: The Direct Medical Cost of Essential Tremor

description: Objectives: To determine the direct medical cost of illness from essential tremor (ET) from a patient perspective. 
Methods: Secondary data from the Optum’s de-identified Clinformatics® Data Mart Database (CDM) from 2018-2019 was used to assess medical resource utilization and costs. Propensity score matching was used to match patients age 40+ with to statistically similar controls. Generalized linear models were used to estimate average, adjusted total costs of care per year, by health care setting, and provider specialty. 
Results: The final sample included 41,200 patients with at least one ET claim and 36,871 matched patients. Overall, ET patients ages 40+ had about $28,217 in direct medical costs per year, which was about $1,601 more than matched comparisons (p &lt; 0.001). This was driven by greater number of outpatient visits overall and with specialists. Extrapolating the estimates from our study and pairing them with published age-specific disease prevalence statistics for ET, we calculated an annual cost for direct medical care of ET patients ages 40+ to be about $9.4 billion.
Conclusion: The estimated direct medical costs among adults age 40+ with an ET diagnosis aggregated to the population-level are non-trivial.
DOI: 10.6084/m9.figshare.27759558.v5
title: Global mangroves accumulated carbon storage from 2000 to 2020

description: This dataset captures global mangrove accumulated carbon storage at a 1 km resolution from 2000 to 2020 and is publicly available in single-band GeoTIFF format with World Mercator projection.The data follow standardized naming convention: ‘input_name_yr.tif’, ‘process_name_yr.tif’, and ‘out-put_name_yr.tif’. Regarding these file names, ‘input’ refers to the prepared input data; ‘process’ represents intermediary data generated during calculations; ‘output’ means the results of this study; ‘Name’ indicates the data type, and ‘yr’ specifies the year of the data.For instance, ‘input_agb_2000.tif’ corresponds to the 1 km resolution global above-ground biomass data for mangroves in the year 2000 from Simard et al. (2019); ‘process_G_0007.tif’ represents the total cumulative biomass of global mangroves from 2000 to 2007 at a 1 km resolution; ‘output_carbon_0020.tif’ represents the output of this study in terms of the 2000–2020 global mangrove accumulated carbon storage at a 1 km resolution.The following citation should be used for the metadata source:Giri, C. et al. Status and distribution of mangrove forests of the world using earth observation satellite data. <i>Glob. Ecol. Biogeogr</i>. <b>20</b>, 154–159, https://doi.org/10.1111/j.1466-8238.2010.00584.x (2011).Bunting, P. et al. Global mangrove extent change 1996–2020: Global mangrove watch version3.0. <i>Remote. Sens</i>. <b>14</b>, 3657, https://doi.org/10.3390/rs14153657 (2022).Sanderman, J. et al. A global map of mangrove forest soil carbon at 30 m spatial resolution. <i>Environ. Res. Lett</i>. <b>13</b>, 055002, https://doi.org/10.1088/1748-9326/aabe1c (2018).Simard, M. et al. Mangrove canopy height globally related to precipitation, temperature and cyclone frequency. <i>Nat. Geosci</i>. <b>12</b>, 40–45, https://doi.org/10.1038/s41561-018-0279-1 (2019). Chen, D. & Chen, H. W. Using the köppen classification to quantify climate variation and change: An example for 1901–2010. <i>Environ. Dev</i>. <b>6</b>, 69–79, https://doi.org/10.1016/j.envdev.2013.03.007 (2013).GPCC. Global Precipitation Climatology Centre monthly precipitation dataset from 1891-present is calculated from global station data. NOAA. Available at: https://www.psl.noaa.gov/data/gridded/data.gpcc.html (2024).CRU TS4.03. Climatic Research Unit (CRU) Time-Series (TS) version 4.03 of high-resolution gridded data of month-by-month variation in climate. NCAS. Available at: https://catalogue.ceda.ac.uk/uuid/10d3e3640f004c578403419aac167d82/ (2019).GLOBE Topography. NOAA. Available at: https://www.ngdc.noaa.gov/mgg/topo/DATATILES/elev (2008).
DOI: 10.17632/t67hc9k7gd
title: Accelerating global mountain forest loss threatens biodiversity hotspots - part 2

description: This includes the raw data (protected areas from WDPA, global forest management data, and Curtis forest loss drivrer map) used in the study.
DOI: 10.6084/m9.figshare.16871887.v1
title: Source data used to create the box plots

description: Source data for the box plots in the study titled "Metagenome-Assembled Genomes and Gene Catalog from the Chicken Gut Microbiome Aid in Deciphering Antibiotic Resistomes".<b></b>