cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rndzhtph8b
title: SEC-SAXS data of active gelsolin

description: SEC-SAXS data of gelsolin (GSN) in the presence of Ca2+
DOI: 10.6084/m9.figshare.14740272.v2
title: Improvement in the accuracy of existing gridded population maps through multisource map fusion

description: A new method of population mapping
DOI: 10.6084/m9.figshare.28599992.v1
title: <sub>Supplementary data 1: FASTA file of aligned TLR7 genes of short vs. long distance migratory birds</sub>

description: A comparison of the cDNA sequences of short vs. long distance migratory birds. cDNA sequences were pulled from NCBI, alignment and organization of the FASTA file done through Aliview. Consists of species Bald Eagle(<i>Haliaeetus leucocephalus)</i>, Peregrine Falcon (<i>Falco peregrinus</i>), Whooping Crane (<i>Grus americana</i>), Gyrfalcon (<i>Falco rusticolus</i>) for long distance migratory birds. Consists of species Burrowing Owl (<i>Athene cunicularia</i>), Northern Goshawk (<i>Accipiter gentilis</i>), White rumped snowfinch (<i>Onychostruthus taczanowskii</i>), Collared Flycatcher (<i>Ficedula albicollis</i>) for short distance migratory birds.
DOI: 10.6084/m9.figshare.7387130.v1
title: Generic Object Decoding

description: fMRI data for Horikawa & Kamitani (2017) "Generic decoding of seen and imagined objects using hierarchical visual features" Nat Common, https://www.nature.com/articles/ncomms15037.<br>
DOI: 10.6084/m9.figshare.8942336.v1
title: Improved estimate of global gross primary production for reproducing its long-term variation, 1982-2017

description: This dataset provides 8-day global gross primary production (GPP) at 0.05° latitude by 0.05° longitude for 1982-2017. (1) Model description and performance The GPP dataset was generated by the revised EC-LUE model by integrating the regulations of several major environmental variables: atmospheric CO2 concentration, radiation components (i.e., direct and diffuse radiations), and atmospheric vapor pressure deficit (VPD). The revised EC-LUE performed well in simulating the spatial, seasonal, and interannual variations in global GPP. Particularly, it has a unique superiority in reproducing the interannual variations in GPP at both site level and global scales. (2) Dataset information Each .zip file contains all the 8-day GPP of a year at daily value. To obtain the summation of each 8-day (or 5-day or 6-day) period, please multiply the GPP value by corresponding days (8 for the first 45 values, and 5 or 6 for the last value). Data format: HDF Spatial extent: 90S-90N 180W-180E Fill value: 65535 Scale factor: 0.01 Unit: g C m<sup>-2</sup> day<sup>-1</sup> Any questions about the GPP dataset can be corresponded to yuanwpcn@126.com (Wenping Yuan).
DOI: 10.17632/fy7c4z4vbn
title: ELC Software and Tutorial

description: The files presented here are part of a long-term effort in developing stable and tractable simulation tools for modeling desalination by capacitive deionization (CDI). Recently, we presented an electrolytic-capacitor (ELC) model, which blends CDI modeling with existing tools in battery and supercapacitor simulations. Here, we present a comprehensive COMSOL file for implementing the model. There is also a video tutorial showing how to use the model.

The model can simulate time-dependent CDI processes in 2D. The model generates trends for the internal concentration, the current, the adsorption, the cumulative adsorption and current, and the cell voltage. It also stimulates the internal flow distribution. Optional features that are covered include CV/CC charging, continuous/batch flow mode, and options to include leakage reactions. The physics are set up so that the geometry can be independently changed to simulate new devices.

In short, we present a versatile software for simulating a broad range of CDI processes.
DOI: 10.17632/kfjcsbhhss
title: CIFAR10

description: The CIFAR-10 and CIFAR-100 are labeled subsets of the 80 million tiny images dataset. They were collected by Alex Krizhevsky, Vinod Nair, and Geoffrey Hinton.
The CIFAR-10 dataset consists of 60000 32x32 colour images in 10 classes, with 6000 images per class. There are 50000 training images and 10000 test images.
The dataset can be used in tensorflow and is available in tensorflow.keras.datasets.
DOI: 10.17632/v4s46mzk2r
title: Disparities in access for melanoma screening by region, specialty, and insurance

description: Supplemental materials for the manuscript titled "Disparities in access for melanoma screening by region, specialty, and insurance." Materials included are as follow:

Supplementary Table I. Patient acceptance rates by dermatology and family medicine practice type.

Supplementary Material 1. Phone call script.
DOI: 10.17632/v7mjb7g25x
title: Data for: Combining ash analyses and remote sensing to identify fresh magma involvement and fragmentation mechanism during the small 2018/19 eruption of Peteroa volcano (Southern Andes)

description: This folder contains all the supplementary files including: Supplementary material 1, Supplementary tables (1-5) and Supplementary figures (1&2)
DOI: 10.6084/m9.figshare.12204380.v1
title: Microbial processing of plant remains is co-limited by multiple nutrients in global grasslands

description: Dataset of "Microbial processing of plant remains is co-limited by multiple nutrients in global grasslands", published in Global Change Biology
DOI: 10.6084/m9.figshare.25650717.v5
title: Characterization and Genomic Insights into Bacteriophages Kpph1 and Kpph9 Against Hypervirulent Carbapenem-resistant <i>Klebsiella pneumoniae</i>

description: The increasing incidence of infections attributed to hypervirulent carbapenem-resistant <i>Klebsiella pneumoniae</i> (Hv-CRKp) is of considerable concern. Bacteriophages, also known as phages, are viruses that specifically infect bacteria; thus, phage-based therapies offer promising alternatives to antibiotic treatments targeting Hv-CRKp infections. In this study, two isolated bacteriophages, Kpph1 and Kpph9, were characterized for their specificity against the Hv-CRKp <i>K. pneumoniae</i> NUHL30457 strain that possesses a K2 capsule serotype. Both phages exhibit remarkable environmental tolerance, displaying stability over a range of pH values (3–11) and temperatures (up to 60°C). The phages demonstrate potent antibacterial and antibiofilm efficacy, as indicated by their capacity to inhibit biofilm formation and to disrupt established biofilms of Hv-CRKp. Through phylogenetic analysis, it has been revealed that Kpph1 belongs to the new species of <i>Webervirus</i> genus, and Kpph9 to the <i>Drulisvirus</i> genus. Comparative genomic analysis suggests that the tail fiber protein region exhibits the greatest diversity in the genomes of phages within the same genus, which implies distinct co-evolution histories between phages and their corresponding hosts. Interestingly, both phages have been found to contain two tail fiber proteins that may exhibit potential depolymerase activities. However, the exact role of depolymerase in the interaction between phages and their hosts warrants further investigation. In summary, our findings emphasize the therapeutic promise of phages Kpph1 and Kpph9, as well as their encoded proteins, in the context of research on phage therapy targeting hypervirulent carbapenem-resistant <i>Klebsiella pneumoniae</i>.
DOI: 10.6084/m9.figshare.29062688.v1
title: <b>Original data and code for </b><b>“A novel approach to quantify the optimal range and causal effect of rainfall on vector-borne diseases: A case study of dengue epidemics”</b>

description: <b>Original data and code for </b><b>“A novel approach to quantify the optimal range and causal effect of rainfall on vector-borne diseases: A case study of dengue epidemics”</b>
DOI: 10.6084/m9.figshare.29087423.v5
title: The major analysis workflows for scRNA-seq and spatial transcriptomics

description: Tumorigenesis and Treatment of Craniopharyngioma
DOI: 10.17632/hytnj2xhy4
title: plant growth promotion_2023

description: Four different wettable powder bioformulations developed for endophytic Aspergillus sp. and Penicillium sp. isolates, were evaluated for efficacy enhancement of cucumber seedlings in greenhouse.
Theses datasets include raw data used for statistical analysis and, artwork created by GraphPad Prism v8 and a couple of pictures from the carried out experiments.
DOI: 10.6084/m9.figshare.13370264.v1
title: tauy

description: https://psl.noaa.gov/data/gridded/data.ncep.reanalysis.surfaceflux.html
DOI: 10.6084/m9.figshare.14256491.v1
title: Basedate

description: Datebase
DOI: 10.6084/m9.figshare.24894447.v3
title: Overview and meta-analysis of validation studies of European eel local stock assessment models

description: Raw data, analysis script (R) and literature files underlying the article Höhne et al. (2024) "Risks of regionalized stock assessments for widely distributed species like the panmictic European eel"<br>
DOI: 10.6084/m9.figshare.25323421.v2
title: Retinopathy of Prematurity in Neonatal Intensive Care Unit at King Fahd University Hospital, Eastern Province: Prevalence, Risk Factors, and pattern of severity Seven years’ experience.

description: Introduction: Premature newborns are susceptible to retinopathy of prematurity (ROP), a vasoproliferative disease of the developing retinal vessels, which is a major cause of potentially avoidable blindness. Due to geographical variations in newborn care, geographic variations in the epidemiology of ROP have been observed internationally during the last several decades. There was a correlation between the severity of the condition and the number of prenatal, postnatal, and other risk factors. Aim: This study aimed to examine the incidence and risk factors associated with retinopathy of prematurity in preterm infants. Methodology: A retrospective review of preterm newborns evaluated for retinopathy of prematurity between January 2016 and December 2022 was carried out at King Fahd Hospital of the University (KFHU), Khobar, Saudi Arabia. Infants who fulfilled the screening criteria (GA &lt; 34 or Birth Weight (WT) ≤ 1500 g) underwent the screening test, and the International Classification of Retinopathy of Prematurity was used to classify retinopathy of prematurity. Risk factors and demographic information regarding ROP were assessed. Statistical analysis was performed using SPSS (version 20) with a 95% confidence interval (CI). Statistical significance was set at p &lt; 0.05. Results: Among the 200 preterm neonates that were evaluated and admitted to neonatal critical care units, 37% exhibited premature retinopathy, with 46.7% of those cases being in stage 1. The development of ROP was linked to gestational age, length of mechanical ventilation, septicemia, intraventricular hemorrhage, bronchopulmonary dysplasia, respiratory distress syndrome, and septicemia, according to univariate and multivariate logistic regression analyses. Conclusion: The incidence of total retinopathy in premature infants in this population was 37%. Evaluating these risk factors during the screening of high-risk premature infants will help determine the appropriate timing of examinations and treatment.
DOI: 10.6084/m9.figshare.25658208.v1
title: Dataset Collection and Generation for data dissemination in VANETs

description: Data Dissemination Protocol Based on Deep LearningWe propose a deep learning (DL) approach to enhance data dissemination in VANETs. Our methodology comprisesthe following key components (see Figure 1):1. Dataset Collection and Generation: Historical and real-time network data will be collected and, if necessary,augmented using appropriate generation techniques. This diverse dataset will include vehicular movement patterns,traffic density, and other relevant network and packet metrics.2. Deep Neural Network Model Training and Validation: A training and validation process will be employed to finetunethe selected deep neural network (DNN) architecture. Hyperparameter optimization and robust evaluationmetrics will ensure the model’s predictive accuracy and ability to generalize to dynamic VANET conditions.3. Integration with Dissemination Protocol using OMNeT++: The trained DNN model will be integrated into a datadissemination protocol designed specifically for VANETs. We will utilize the OMNeT++ network simulator tocreate a comprehensive experimental
DOI: 10.6084/m9.figshare.26761546.v1
title: Travel time

description: Travel time data for the spatial discounting task.
DOI: 10.6084/m9.figshare.21786092.v2
title: Hyposalinity reduces coordination and adhesion of sea urchin tube feet

description: Metadata and data used for analysis of the impact of salinity on coordination (rigihting response, locomotion) and adhesion (tenacity) of sea urchin tube feet. R script used for analysis and visualization of data using linear regressions and generalized additive models.
DOI: 10.6084/m9.figshare.28057463.v3
title: Data: Disease epidemics and species interactions: a manipulation of seasonal establishment of fungal diseases in an old field

description: Contains the following datasets:· monthly_disease_survey_171819.csv· midmonthly_disease_survey_2019.csv· plot_treatments.csv· endophyte_prevalence_2019.csv· plot_biomass_171819.csv· plot_biomass_sorted_2018.csv· plant_community_data.csv· longitudinal_disease_survey_2017.csv· longitudinal_disease_survey_2018.csv
DOI: 10.6084/m9.figshare.726133.v1
title: Social Brain Freesurfer ROIs

description: This fileset contains eight Freesurfer annot files for four social brain regions of interest (ROI). Social brain regions of interest include medial Brodmann Area 10 (mBA10), temporoparietal junction (TPJ), posterior superior temporal sulcus (pSTS) and anterior temporal cortex (ATC). Details regarding the definition of the ROIs are described here: doi:10.1093/scan/nss113. In brief: The medial portion of BA10 was defined using the PALS B12 Brodmann atlas projected onto an averaged Freesurfer template (Van Essen, 2005). From this atlas, the BA10 label was selected, and any area of this label located outside of the medial cortex was eliminated. The TPJ was defined using the border coordinates of a functional subdivision generated in a previous study (Mars et al., 2012). This study defined three consistent functional subregions within a larger TPJ area in the right hemisphere, each with unique functional and structural connectivity profiles. Of the three subregions, we chose to use the posterior TPJ subregion, as it was functionally connected to other areas of the social brain, such as mBA10 and ATC (Mars et al., 2012). The pSTS region was created by extending the Desikan-Killiany Atlas defined bank STS (Fischl et al., 2004; Desikan et al., 2006) to the border of the TPJ. The ATC was defined by extending the temporal pole, defined as Brodmann Area 38 in the PALS B12 Brodmann atlas, back to include areas of the ATC recruited during mentalizing tasks in previous fMRI studies (see Olson et al., 2007 for a review). *** For those of you experiencing holes in your labels **** A few people have contacted me about seeing holes in their label files when applying these regions to participants with Freesurfer. I had a similar problem when I used the Freesurfer mri_label2label command. The way to avoid this issue is to use the mri_surf2surf command. Here's an example of the code: mri_surf2surf --srcsubject fsaverage --trgsubject $SUBJID --hemi lh --sval-annot $SUBJECTS_DIR/SCAN2012ANNOT/lh.TPJ.annot --tval lh.TPJ.annot You can extract the measurements from the annot mris_anatomical_stats command (use the -a option).
DOI: 10.17632/7jdpxxmd5r
title: Quantitative Incremental Capacity - Differential Voltage (IC-DV) diagnostics

description: This MATLAB app is for quantitative diagnostics of degradation in lithium batteries based on Incremental Capacity Analysis (ICA) and Differential Voltage Analysis (DVA). From the initial discharge curve and post-aged discharge curve, it calculates 1) loss of lithium inventory (LLI), 2) loss of active materials (LAM) in anode during lithiation, 3) LAM in anode during delithiation, 4) LAM in cathode during lithiation and 5) LAM in cathode during delithiation. To use the app, first run the peak locator app to identify peak positions and then input the peak positions in the IC-DV app. 
Our journal article manuscript can be downloaded here: http://hdl.handle.net/10044/1/92598

Contact Us
For code inquiry: jingyi.chen12@imperial.ac.uk; jingyi.chen@breathe.technology
Corresponding author for the journal article and Principle Investigator of the project: billy.wu@imperial.ac.uk
DOI: 10.17632/hdgth7b2kx
title: Stigma, psychological resilience and social support of type 2 diabetes patients in rural Shandong province

description: This database shows the socio-economic characteristics of diabetes patients in rural Shandong Province, as well as the level of stigma, psychological resilience.This study shows the moderating effect of social support on the relationship between psychological resilience and stigma among patients with type 2 diabetes.

Variable assignment
Gender :1= male,2= female
Nationality :1= Han,2= minority 
Religion :1= none,2= yes
Education :1= no education,2= primary school,3= primary school Middle,4= high school/technical secondary school (including secondary teachers, vocational high school),5= junior college,6= undergraduate,7= master and above
Marital status :1= unmarried,2= married (first marriage, remarriage, remarriage, etc., with a spouse),3= divorced or widowed 
Career: 1 = public officials, 2 = enterprise personnel, 3 = farmers, 4 = students, 5 = retirees, 6 = soho, 7 = workers, 8 = other
The types of medical insurance are :1= basic medical insurance for urban workers 2= medical insurance for urban and rural residents,3= public medical insurance,4= medical assistance,5= self-pay (no medical insurance)
Have commercial medical insurance :1= yes,2= no
Per capita monthly household income :1=2000 yuan and below,2=2001-4000 yuan, 3=4001-6000 yuan, 4=6001-8000 yuan, 5=8001 yuan and above
Do you currently have the following debts: 1= no debt, 2= housing debt, 3= children's education debt, 4= vehicle debt, 5= production and operation debt, 6= financial capital debt, 7= other debts
How do you feel about your family's financial burden: 1= very serious,2= serious, 3= moderately serious, 4= somewhat serious, 5= not serious
Your residence status is :1= living alone,2= living with spouse, 3= living with children, 4= living with spouse and children; , 5= Live with other people
The duration of your diabetes is :1= less than 1 year,2=1-5 years, 3=6-10 years, 4=10 years or more
The latest blood glucose (fasting blood glucose) is: 1= less than 7.0mmol/l, 2=7.0-8.4 mmol/l;
, 3=8.4-11.1 mmol/l, 4= greater than 11.1 mmol/ L
The current approach to diabetes treatment is :1= oral medication only,2= islet injection only
Vegetarian,3= oral medication + insulin injection, 4= no medication (lifestyle adjustment)
Diabetic complications :1= no,2= diabetic eye disease, 3= diabetic foot disease, 4= diabetic nephropathy, 5= diabetic heart disease, 6= other (please specify) _______
Family members and immediate family members (parents, siblings, etc.) with or without diabetes :1= yes,2= no,3= unknown
How do you feel about the current level of discrimination against people with diabetes: 1= very serious,2= severe,3= somewhat serious,4= not very serious,5= not serious at all
How would you describe your health (overall self-assessment) :1= very good,2= good,3= fair,4= bad,5= very bad
Have a pet in your home :1= yes,2= no
DOI: 10.17632/z7m5nb4krp
title: Germination data of tetraploid rice lines under various environmental stresses.

description: This dataset describes some germination parameters for 11 different tetraploid rice lines and their parental lines. The testing was carried out under chilling stress (13°C), drought (with 16% PEG-6000), salt stress (150mM NaCl) and control condition. The tetraploids were generated by in vitro anther cultures from three different crossing events. Three germination parameters, such as Median Germination Time (MGT), Final Germination Percentage (FGP), Germination Index (GI) were calculated.
DOI: 10.6084/m9.figshare.11473059.v1
title: The lithospheric thickness control on the compositional variation of continental intraplate basalts: A demonstration using the Cenozoic basalts and clinopyroxene megacrysts from eastern China

description: This file contains supplementary tables 1-8 listing the data of Cenozoic basalts and cpx megacrysts in eastern continental China, the corrected primitive major element compositions and the calculated equilibrium pressures and temperatures of cpx megacrysts.
DOI: 10.6084/m9.figshare.19432040.v1
title: Test data of two integrated electricity and heat systems.xls

description: Test data of two integrated electricity and heat systems
DOI: 10.6084/m9.figshare.28217471.v1
title: Ōtata LA-ICP-MS data

description: The Ōtata midden, site R10/139, on Ōtata Island in the Hauraki Gulf, New Zealand, is a stratified site with dates spanning most of the pre-European occupation of New Zealand (cal 1350–1800 CE). This provides a rare opportunity to examine potential anthropogenic changes in the pre-European marine environment. Snapper (<i>Chrysophrys auratus</i>) otoliths from three midden layers were analysed for barium (Ba) and strontium (Sr) composition with Laser Ablation Inductively Coupled Mass Spectrometry (LA-ICP-MS), and the resulting data for the first 1500 µm from the core, roughly equivalent to the first two years of the fish’s life, were analysed with Behavioural Change Point Analysis (BCPA). This showed that juvenile snapper behaviours did not change but that Ba concentrations in the second year of life did. This is attributed to anthropogenic landscape changes altering the hydrology of the zone where freshwater mixes into the marine waters of the gulf.
DOI: 10.6084/m9.figshare.28489979.v1
title: Raw dataset for the research article "Dynamic and asymmetric colloidal molecules"

description: These are the raw datasets for the research article "Dynamic and asymmetric colloidal molecules". "Experimental snapshots" shows the confocal images of for colloidal molecules with different valences. "Evolution trajectory" contains the xyzt coordinates that characterize the evolution of dynamic colloidal molecules. "Monte Carlo Snapshots" contains the snapshots of colloidal molecules under Monte Carlo sampling. "HOOMD_changing_Kappa" contains the simulation trajectories of colloidal molecules assembling under Langevin dynamics.
DOI: 10.17632/sp6cyrfvrv
title: Framing effects on online security behavior

description: Data set of the study on gain vs. loss-framed warning messages on online security behaviour
DOI: 10.6084/m9.figshare.27053635.v1
title: The molecular response of Neoseiulus bicaudus to cold acclimation.xlsx

description: <b>The molecular response of </b><b><i>Neoseiulus bicaudus</i></b><b> to cold acclimation</b>
DOI: 10.6084/m9.figshare.28950902.v1
title: Supp Files

description: <b>Historical and Recent Photographs, CT Scans, and Viewer Tool for </b><b><i>Ichthyosaurus torrei</i></b>