cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/zddtpgzv63
title: Liquid based cytology pap smear images for multi-class diagnosis of cervical cancer

description: While a publicly available benchmark dataset provides a base for the development of new algorithms and comparison of results, hospital-based data collected from the real-world clinical setup is also very important in automated AI-based medical research likewise in disease diagnosis or categorization of predicted disease for tissue level staging or any class identification as per standard protocol so that the developed algorithm works with as much accuracy as possible in the regional context. The repository supports research work related to image segmentation and final classification for a complete decision support system. Liquid based cytology is one of the cervical screening tests. The repository consists of total 963 images sub-divided into four sets of images representing the four classes of pre-cancerous and cancerous lesions of cervical cancer as per standards under The Bethesda System. The pap smear images were captured in 40x magnification using Leica ICC50 HD microscope which is collected and prepared using the liquid-based cytology technique from 460 patients. Microscopic investigation of abnormal changes in cell-level enables detection of malignancy or pre-malignant characteristics. This procedure is time-consuming and subject to inter or intra-observer variability which is why computer-assisted diagnosis can improve the overall disease diagnosis time period to proceed with rapid treatment and therapy which can limit late diagnosis of cervical cancer.
DOI: 10.6084/m9.figshare.20217611.v2
title: The productive performance of intercropping

description: This repository provides access to the dataset used to conduct the meta-analysis on the productive performance of intercropping published in PNAS (DOI: 10.1073/pnas.2201886120). Three files are provided, named as “Dataset.csv,” “Variables in the dataset.xlsx”, and “R script.R”. The file “Dataset.csv” includes 934 data records collected from 226 field experiments on intercropping, described in 132 publications (see the Materials and Methods of the paper). Each row of this dataset corresponds to one record. The record descriptors are presented in 50 columns, providing information on the publication (title, year and authors), species combination, the yields and N fertilizer rates of both sole crops and intercrops, intercropping design, intercropping pattern, number of replicates and so on. The file named “Variables in the dataset.xlsx” includes the meta-data and define all the variables (columns) included in the file “Dataset.csv”. The file “R script.R” includes the R scripts used to analyze the data and generate the figures presented in the paper.
DOI: 10.6084/m9.figshare.25607892.v3
title: Thermal limits data

description: Experimental thermal limits data, including critical thermal maxima and upper lethal temperatures
DOI: 10.6084/m9.figshare.6803663.v1
title: SEM image of PAN nanofibers without carbonization.

description: This image showing the fibers in small size and 1 shows the SEM image of PAN fibers before carbonization.
DOI: 10.6084/m9.figshare.6816860.v1
title: Data from: Refilling temporary ponds has timing-dependent effects on Hyla gratiosa performance

description: Data (csv) and associated README (txt) files for the paper "Refilling temporary ponds has timing-dependent effects on <i>Hyla gratiosa</i> performance" by Matthew R. Pintar and William J. Resetarits, Jr in Freshwater Biology.
DOI: 10.6084/m9.figshare.11911101.v1
title: SourceData_Final

description: Source data for "Temporal sequences of brain activity at rest are constrained by white matter structure and modulated by cognitive demands" by Cornblath et al.
DOI: 10.6084/m9.figshare.24290398.v2
title: CMV PrP in vivo source data (Prion protein alters viral control and enhances pathology after perinatal cytomegalovirus infection)

description: Source data for Figure 1, 2, 6, and Supplemental figures S1, S7,S8,S9, S10 and S12; representing in vivo experimental findings, mainly viral titers and flow cytometry data. Additionally, uncropped Western blot images for immunoblots used in Figures 3, 4, 5, and Supplemental Figures 2, 3, 4 and 6.<br>
DOI: 10.17632/j6jxt9yr3b
title: A Python code for simulations of RHEED intensity oscillations within the one-dimensional dynamical approximation

description: We present a Python-based implementation of a practical procedure of construction of simulation program, which facilitates the calculation of changes to the intensity of RHEED oscillations in the function of the glancing angle of incidence of the electron beam, employing various models of crystal potential for heteroepitaxial structures including the possible existence of various diffuse scattering models through the layer parallel to the surface. The calculations are based on the use of a one-dimensional dynamical diffraction theory. Although this theory has some limitations, in practice it is useful under so-called one-beam condition. Computation performance has been improved by using Numba as an open source, NumPy-aware optimising compiler for Python.

The previous version of this program (AETW_v1_0) may be found at https://doi.org/10.1016/j.cpc.2014.07.003.
DOI: 10.6084/m9.figshare.12115509.v1
title: A non-fluorescent HaloTag blocker for improved measurement and visualization of protein synthesis in living cells

description: Data and raw, unprocessed images used for creating figures 1 to 7 in the manuscript titled 'A non-fluorescent HaloTag blocker for improved measurement and visualization of protein synthesis in living cells' by Cohen LD, Boulos A and Ziv NE.Also includes data referred to as 'data not shown' in manuscript.<br>Organized as 7 Zip files according to the manuscripts 7 figures.<br>Each Zip file contains a 'Readme.txt' file documenting the contents and formats all other files
DOI: 10.6084/m9.figshare.14130386.v1
title: Shoaling in turbidity study

description: Dataset containing the movement data (i.e. XY coordinates) for groups of 5 fish of two different species (Red Shiners and Sand Shiners) in three levels of turbidity (A=clear, B=low, and C=high). It also contains summaries for various metrics computed at 1-minute intervals that were then used for statistical analyses. This dataset is supplemental material for our manuscript that was recently submitted to the journal of Behavioral Ecology and Sociobiology and is currently under review. <br><b>NOTE:</b> We do not authorize the use of this dataset until our manuscript is accepted and published and we ask that any use of this dataset thereafter includes the proper citations. Links to the published manuscript will be provided as it becomes available.
DOI: 10.6084/m9.figshare.14191268.v1
title: Global patterns and drivers of alpine plant species richness

description: The repository contains:<br>1) Spreadsheet with plot coordinates and regions;2) Longtable format spreadsheet with species lists for each plot used estimate regional species richness;3) Predictors of regional and community species richness;4) RData file containing all the above;4) The R code used to reproduce the main outputs in the article.<br>An on-line interactive map displaying the spatial distribution of the vegetation plots in all regions is available at: <b>https://torpignattaro.users.earthengine.app/view/global-alpine-data</b>
DOI: 10.6084/m9.figshare.16821187.v3
title: Table S1.xlsx - Light exposure in Brazil

description: The data are relative to the Brazilian territory, the fifth largest country in the world, and help in the discussion of concepts and interpretations of environmental photoperiod. The data available are: latitude, longitude, solar radiation and average monthly and annual day length of the 5,569 Brazilian cities. Light exposure in Brazil. Annual mean geometric day length (h); annual mean global solar radiation (MJ m-2 day-1); annual mean effective day length up to 500 lx; annual mean effective day length at 1000 lx; annual mean effective day length up to 5000 lx; annual mean effective day length up to 10000 lx.
DOI: 10.6084/m9.figshare.21694847.v1
title: Supplementary Material for: Comparison of multicolor scanning laser imaging and color fundus photography in evaluating vessel whitening in branch retinal vein occlusion

description: Introduction: Few studies have explored Multicolor™ imaging (MCI) in evaluating retinal vascular diseases, particularly branch retinal vein occlusion (BRVO). This study aimed to compare the identification of retinal vessel whitening in BRVO using MCI by scanning confocal laser versus conventional white flash color fundus photography (CFP). Methods: Paired images of consecutive patients diagnosed with BRVO who underwent same-day MCI and CFP were reviewed. Visualization of vessel whitening on MCI and CFP was graded and scored using a scale by two masked graders. A longitudinal analysis of the vessel grading score was performed to evaluate the vessel whitening detection by MCI. A correlation analysis was conducted between vessel whitening on MCI and the measured area of retinal ischemia on fluorescein angiography to evaluate the MCI performance. Results: Forty-four eyes of 41 patients (mean age 69±14 years; 61% female) were analyzed. MCI demonstrated superior vessel whitening visibility score than CFP (p&lt;0.001). Longitudinal analysis showed no significant changes in vessel whitening visibility scores over a mean follow-up time of 430 ± 648 days (p=0.655). There was a significantly positive correlation between the grading score of vessels whitening by MCI and the area of ischemia by fluorescein angiography (r2=0.15; p=0.036). Conclusion: MCI appears to provide a superior detection of whitening BRVO compared to CFP, serving as a rapid and non-invasive correlate of retinal ischemia.
DOI: 10.6084/m9.figshare.27522882.v1
title: [FEMM] Magnetic Modeling of the Rotor-Through-Coils Toroidal-Flux Reluctance E-Motor

description: These files support the publication of a journal article "Magnetic Modeling of the Rotor-Through-Coils Toroidal-Flux Reluctance E-Motor" with the Canadian Journal of Applied Physics Research, see links below.Copy at Figshare: https://figshare.com/articles/journal_contribution/_ARTICLE_Rotor-Through-Coils_Toroidal-Flux_Reluctance_E-Motor_for_Aviation_Canadian_Journal_of_Applied_Physics_Research_2024_/27245166 Original APR Journal Webpage: https://ccsenet.org/journal/index.php/apr/article/view/0/50794------------------------------------------------------------------------For more public data, please visit my Figshare profile: https://figshare.com/authors/Luis_Teia/10811244
DOI: 10.6084/m9.figshare.28769543.v1
title: <b>The Global Physical Capacity Score as a reliable predictor of Metabolic Dysfunction-Associated Steatotic Liver Disease severity.</b>

description: Our study aims to evaluate how physical capacity, measured through the GPCS, influences key MASLD parameters, including hepatic steatosis, HOMA-IR levels, and body mass index (BMI).
DOI: 10.6084/m9.figshare.29146424.v2
title: Supplementary Data file - A One Health View of Antimicrobial Resistance in North Africa Meta-analysis of ESBL-PE.docx

description: This supplementary file contains the data extracted from the studies included in our systematic review, This supplementary file supports the findings of the main manuscript and offers a detailed, transparent view of the data underlying our meta-analysis.
DOI: 10.17632/f37cbghz78
title: Polygon and Harvest estimates from Updating Swedish hunting harvest estimates of open season game based on new methods and documented data

description: HarvestData.zip contains harvest at the level of Hunting Management Precinct (HMP), County, and total annual harvest estimated with each of the methods described in the associated paper. PolygonData.zip contains shape files with polygons describing updated HMP borders.
DOI: 10.17632/gmhpnr7tjh
title: Auckland soil geochemical baseline

description: Maps and quality assurance and quality control (QAQC) data of trace element concentrations in soil from the Auckland Region. Point source and interpolated maps of trace element concentration in soil samples taken over the Auckland Region are included for three depths: O-depth (0-2 cm); A-depth (2-20 cm); B-depth (50-70 cm). 

Trace concentrations for 65 elements were measured via ICPMS undertaken at Bureau Veritas Mineral Laboratories, Vancouver, Canada. A 0.5 g split of each sample was digested in 10 ml of 1:1:1 HCl-HNO3-deionized H2O aqua regia solution in glassware for one hour in a hot water bath. Five percent HCl was used to return each sample to a standard 10 ml volume post-heating. The entire sample set was run consecutively, in batches of 40, on a single machine to minimise time-dependant variation, using a PerkinElmer ELAN 9000 ICPMS instrument. In total 487 samples were run [336 unknown samples and 151 samples for QAQC].
DOI: 10.6084/m9.figshare.12640565.v1
title: Supplementary Table 7. Pathological and clinical characteristics of the patients.

description: Pathological and clinical characteristics of the patients. DFS, (disease free survival); OS, overall survival.
DOI: 10.6084/m9.figshare.20533320.v1
title: Drone flight and WSCD logs table_AT_Updated July.xlsx

description: This is the drone and helicopter survey data for white sharks pre and post orca predations on the 16-05-2022
DOI: 10.6084/m9.figshare.27100567.v1
title: RS GPP analysis.zip

description: <b>Evaluating the spatiotemporal patterns of GPP and tree growth for their </b><b>respon</b><b>se to CO</b><sub><strong>2</strong></sub><b> fertilization effects in mid-latitude forests of China</b>
DOI: 10.6084/m9.figshare.27276621.v1
title: Soybean and maize yield residuals in the Cerrado Biome

description: Based on the available information from the Municipal Agricultural Production Survey provided by the Brazilian Institute of Geography and Statistics [45], we obtained the average yield of soy-maize double cropping system (ton/ha) at the municipal level between 2006 and 2019. The tabular data were also converted into time-series maps with a gridcell resolution of 28×28 km using the Inverse Distance Weighting interpolation.The<b> </b>calculation of the Soybean and maize yield residuals is needed to eliminate the influence of other factors, such as technological advancements, which could bias our analyses. To achieve this, we calculated soybean and second-crop maize yield residuals using a three-step procedure (Section S1.8). Firstly, we applied generalized additive models (GAM) [29] to fit mathematical equations to the historical series of each grid cell as a function of time. Soybean and maize yields (Ys<sub>t</sub> and Ym<sub>t</sub>, in kg/ha) were the dependent variables, and time (t, in years) was the independent variable. Here, we assume that the yields follow a Poisson distribution. This is based on the consideration that the probability of a series of events occurring over a specific period is calculated assuming that these events are independent of the time of the last event. In the second step, the angular coefficients of the fitted equations were used to estimate the yield values (̂Ys<sub>t</sub> 𝑒 ̂Ym<sub>t</sub>), representing the trend for Ys<sub>t</sub> and Ym<sub>t</sub>. In the third step, we subtracted the fitted yield values from the observed values (Equations 2, 3).<br>Y′s<sub>t</sub> = Ys<sub>t </sub>− ̂Ys<sub>t</sub><sub>𝑡</sub> (Eq. 2)Y′m<sub>t</sub> = Ym<sub>t </sub>− ̂Ym<sub>t</sub> (Eq. 3)<br>The resulting values are considered the yield residual, isolating the influence of other climate factors.
DOI: 10.6084/m9.figshare.28129907.v1
title: Dyngen simulated dataset

description: Fifty scRNA-seq datasets simulated using Dyngen (https://www.nature.com/articles/s41467-021-24152-2)
DOI: 10.6084/m9.figshare.28710593.v1
title: Pisa_daily_precipitation_dataset.csv

description: Daily precipitation amount observed in Pisa (Tuscany, Italy) from 01 May 1707 to 31 December 2024
DOI: 10.6084/m9.figshare.3822123.v1
title: fixation and background texture comparison.xlsx

description: data for the comparison of impact parameter: background texture, fixation objects<br>
DOI: 10.15468/dl.dn6j4y
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 ((44.9449 -26.0614,44.9648 -26.0621,44.9648 -25.1504,43.6164 -25.1504,43.93 -25.627,44.5871 -25.7989,44.9449 -26.0614))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013293-250525065834625/datasets/export for details.
DOI: 10.17632/y8nxxzyszy
title: Data from the National Health and Nutrition Examination Survey 2011-2018

description: This dataset stores the data used in the article "Association of Blood Mercury Levels with Bone Mineral Density in Adolescents Aged 12–19", including "origin data" and "multiple imputation". For more information, please contact the corresponding author Mingyi Zhao, zhao_mingyi@csu.edu.cn.
DOI: 10.6084/m9.figshare.11956632.v1
title: "Habitat Selection Theory and the Preference for Flowers - Is There Empirical Support?" - dataset

description: Dataset used in the paper Habitat Selection Theory and the Preference for Flowers - Is There Empirical Support?<br><br>The dataset contains preference ratings of photographs of 14 edible Czech plant species and 20 species native to African savannas. 3354 participants rated the Czech species and 743 participants rated the African species. The photographs were rated online. The survey targeted primarily Czech participants. <br>
DOI: 10.6084/m9.figshare.14315132.v1
title: Raw Transcriptomics Melanoma Datasets

description: These Datasets are including raw transcriptomics Melanoma samples. These samples are 3 groups including naive, primary, and metastasis.
DOI: 10.6084/m9.figshare.26182004.v1
title: cortisol_cornet_life_combined

description: <b>Combined CORNET and LIFE GWAS summary statistics for morning plasma cortisol used in "</b><b>Assessing the Role of Cortisol in Anxiety, Major Depression, and Neuroticism: A Mendelian Randomization Study Using</b><b> </b><b><i>SERPINA6</i></b><b>/</b><b><i>SERPINA1</i></b><b> </b><b>Variants".</b>rsid - rs numberchr - chromosomepos - GRCh37 positionbeta - per allele effect in z-scoresse - standard error of betaA1 - tested alleleA2 - alternative alleleFreq1 - frequency of A1P - P-value for the per allele effectN - sample sizeDirection - directions of the per allele effect in the underlying CORNET and LIFE filesPhet - P-value for heterogeneity<br><br><br>
DOI: 10.6084/m9.figshare.28691093.v1
title: Data and code for Kaya et al. (2025)

description: Data and code for Kaya et al (2025)
DOI: 10.6084/m9.figshare.3547014.v1
title: Appendix C. Estimated biomass of seaweed naturally deposited on shoreline plots.

description: Estimated biomass of seaweed naturally deposited on shoreline plots.
DOI: 10.17632/tkrcdcj44v
title: Obesity prevalence for Australian women

description: These two data sets were used to illustrate the importance of age-period-cohort modelling for prevalence of obesity inn populations over time
DOI: 10.6084/m9.figshare.13661030.v1
title: GSE155698 Analysis

description: Full code and data to analyze bone marrow single-cell data from 4 healthy donor, dataset GSE155698 (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSM4710729)<br>
DOI: 10.6084/m9.figshare.25700942.v1
title: Data file from In Pop Pursuit: Social bond strength predicts vocal synchrony during cooperative mate guarding in bottlenose dolphins

description: TrioData.csv
DOI: 10.6084/m9.figshare.28632203.v1
title: Remanufacturing Scheduling under Uncertainty Considering Remanufacturability Assessment with Adaptive Hybrid Optimization Algorithm

description: This is the experimental data of the manuscript entitled “Remanufacturing Scheduling under Uncertainty Considering Remanufacturability Assessment with Adaptive Hybrid Optimization Algorith”.
DOI: 10.17632/bjv6c9pmp4
title: Body Measurements Datasets

description: ~Dataset Information~ This dataset could be the first of its kind and probably the only of its kind on public database. We intended to conduct research using human body measurement but we could not find any open access data. So we decided to build our data. Attribute information: Gender (Male and Female (M=1 & F= 2) (391 Males & 324 Females) Age (1 year and above) HeadCircumference (in inches) ShoulderWidth (in inches) ChestWidth (in inches) Belly (in inches) Waist (in inches) Hips (in inches) ArmLength (in inches) ShoulderToWaist (in inches) WaistToKnee (in inches) LegLength (in inches) TotalHeight - from head to toe (in inches) Class Label (Not defined) Dataset Characteristics: Multivariate, Numerical Attribute Characteristics: Real Associated Tasks: Classification, Regression Number of Instances: 13 Number of Attributes: 716 Missing Values: No Domain: cross domain
DOI: 10.17632/xrt2zj6bkz
title: Agro-Industrial Complex (AIC) Sustainable Development and Food Security powered by Robots, Big Data and AI in Digital Agriculture

description: The dataset contains the following statistics:
1) Global Food Security Index 2022 (The Economist Intelligent Unit, 2022);
2) The result of the implementation of the sustainable development goal number 2 (SDG Goal 2 Score,) at the end of 2022 (UNDP, 2022);
3) Industrial robots per 10,000 employees in the manufacturing industry (International Federation of Robotics, 2022);
4) Use of big data and analytics 2022 (IMD, 2022).
The dataset contains statistics for 38 countries of the world with different economic and geographical characteristics. Countries are organized into the following categories: E. Europe & C. Asia; East & South Asia; LAC; OECD Africa; OECD, Asia; OECD, Europe; OECD, North America; OECD, Oceania; OECD, South America; Sub-Saharan Africa.
DOI: 10.6084/m9.figshare.11307035.v1
title: Processed variables for A sea ice loss experiment

description: The variables are atmospheric temperature (surface and throughout the atmosphere), precipitation and sea ice concentration (on CICE grid). These include annual averages and variances for individual months and seasons from the 350 year experiments.
DOI: 10.6084/m9.figshare.154973.v7
title: Raw Ct values and relative quantities for <em>Erythroxylum coca</em> reference genes

description: Raw data based on Ct values obtained for each gene used in this study is provided. In addition, the calculated relative quantities for each gene tested in the different plant tissues is supplied as a separate file. NTC = Non template control (H20 control); STD = Standard for standard curve analysis; UNKN = Unknown (i.e. sample to quantify)