cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29951852
title: An Extended Dataset of Extracted Acoustic Featuresfor Voice-Based Detection of Parkinson’s Disease

description: Parkinson's disease (PD) is a progressive neurodegenerative disorder for which reliable, non-invasive biomarkers remain limited. Voice alterations, often present in the early stages of PD, are promising biomarkers for early detection. Existing public datasets remain a bottleneck to developing and validating early detection methodologies. We present an extended dataset integrating features from the Oxford Parkinson's Disease dataset and Iyer et al. This standardized dataset enables machine learning model training and evaluation, facilitates reproducibility, and supports exploration of novel voice-based biomarkers. We additionally provide analyses comparing feature distributions and model performance across individual and combined datasets, highlighting expected differences due to heterogeneous cohorts and feature extraction methods.
DOI: 10.6084/m9.figshare.29951852.v1
title: An Extended Dataset of Extracted Acoustic Featuresfor Voice-Based Detection of Parkinson’s Disease

description: Parkinson's disease (PD) is a progressive neurodegenerative disorder for which reliable, non-invasive biomarkers remain limited. Voice alterations, often present in the early stages of PD, are promising biomarkers for early detection. Existing public datasets remain a bottleneck to developing and validating early detection methodologies. We present an extended dataset integrating features from the Oxford Parkinson's Disease dataset and Iyer et al. This standardized dataset enables machine learning model training and evaluation, facilitates reproducibility, and supports exploration of novel voice-based biomarkers. We additionally provide analyses comparing feature distributions and model performance across individual and combined datasets, highlighting expected differences due to heterogeneous cohorts and feature extraction methods.
DOI: 10.5281/zenodo.12608493
title: Supported data for manuscript "Persistent flat band splitting and strong selective band renormalization in a kagome magnet thin film"

description: Supported data for manuscript "Persistent flat band splitting and strong selective band renormalization in a kagome magnet thin film" in Nature Communications 15, Article number: 9376 (2024), DOI https://doi.org/10.1038/s41467-024-53722-3.
DOI: 10.15468/dl.agpgfm
title: Occurrence Download

description: A dataset containing 5896 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gironniera Gaudich."
 ]
}

 The dataset includes 5896 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001909-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p9j6xkvs
title: Quarterly sample results for per- and polyfluoroalkyl substances (PFAS) for locations in Campbell, Wisconsin, 2021-24 (ver. 2.0, March 2025)

description: This data release provides the concentration results for per- and polyfluoroalkyl substances (PFAS) collected on French Island, in the town of Campbell, Wisconsin, sampled quarterly beginning in 2021. These samples were collected from groundwater wells (potable and non-potable taps) by the U.S. Geological Survey (USGS) Upper Midwest Environmental Science Center (UMESC). Three U.S. Environmental Protection Agency (EPA) certified laboratories were contracted to analyze samples for this study. Samples from the first sampling in 2021, were analyzed by SGS Axys Analytical Services Laboratory (SGS Axys) in British Columbia, Canada. Samples from the second sampling in 2021 were analyzed at the Wisconsin State Laboratory of Hygiene (WSLH), University of Wisconsin-Madison, Madison, Wisconsin. Subsequent samples were analyzed at Northern Lake Service, Inc. (NLS), Crandon, Wisconsin. All samples were analyzed using liquid chromatography/tandem mass spectrometry (LC-MS/MS). UMESC used three analytical labs because of the dynamic nature of sampling needs and design that shifted from an initial determination of water-supply contamination to a quarterly sampling scheme. The initial laboratory (SGS Axys) was selected because of an existing contract for PFAS tissue analysis for research that allowed for rapid submission and results. The second laboratory (WSLH) was selected to meet Wisconsin PFAS monitoring criteria and improve sample delivery within the U.S. The third laboratory (NLS) was selected using the USGS acquisitions contract process to find a certified laboratory to accomplish the long-term monitoring sampling plan. All three laboratories were selected from the EPA list of PFAS certified laboratories. This version 2.0 data release updates the results table with more quarterly results for samples collected March 28, 2023-March 19, 2024. The full dataset lists quarterly sampling results collected between February 4, 2021-March 19, 2024. Revision history First release: December 2023 Revision 2.0: March 2025 Table titles including 'v2' are the version 2.0 files.
DOI: 10.17632/yyr67b9385
title: Data for: Dataset of quantification and classification of microplastics in Mexican sandy beaches

description: This dataset presents the quantification and characterization of microplastics found in Mexican beaches, in sampling campaign carried on in 2018. It includes information regarding concentration, color, size and type.
DOI: 10.6084/m9.figshare.12800238.v1
title: 24 Hour Calling Data from Sheep in wolves’ clothing: prey rely on proactive defences when predator and non-predator cues are similar

description: Original data providing timestamps for acoustic events produced by individual insects
DOI: 10.6084/m9.figshare.9739247.v1
title: Lexical diversity and lexical density description of news written by journalism student

description: ABSTRACT The aim of this study is to quantitatively describe the lexical richness in informative news articles written by journalism students through indicators of lexical diversity and lexical density. A comparative analysis of a corpus of news articles written by two groups of undergraduate students (first and fourth year) and a group of graduate journalists was performed. In order to compare the corpora, measures of lexical density and diversity were used while statistical tests were applied to analyze differences between the groups. Though results show differences, it is density the indicator where statistically significant differences were found. This would indicate that despite students having a command of a wide and varied lexis, the informative level and communicative capacity of their texts are insufficient compared to the requirements at a professional level.
DOI: 10.6084/m9.figshare.25794393.v1
title: Data set from No evidence for the consistent effect of supplementary feeding on home range size in terrestrial mammals

description: All collected publications used for the meta-analysis and their moderators
DOI: 10.6084/m9.figshare.29062835.v2
title: Element model generation method with geometric distribution errors

description: In this study, a novel mesh model with geometrically distributed errors was developed. The product surface geometric distribution error is directly attached to the element nodes of the product ideal element model using the error surface reconstruction method and the replacement algorithm of the element node vector height based on the product’s point cloud data. The model generation module was created as a secondary development module and integrated into the CAE software.
DOI: 10.6084/m9.figshare.5161192.v1
title: Mycobiomes of tomato plants with vine decline

description: Tomato vine decline (TVD) in south-western Ontario is a disease with symptoms that include premature plant senescence, root browning and rotting, and fruit yield reduction. Soilborne fungi cause similar vine decline symptoms in melons and potatoes. To identify which potential pathogens might be associated with TVD, we undertook both a DNA and culture based survey of the fungi found in roots and rhizospheres of field and lab grown plants. DNA finger printing revealed that roots are colonized by significantly different fungal populations than those found in rhizospheres or the soil in which they are grown. The fungal species associated with TVD resistant ‘Beaufort’ and ‘RST-04–105-T’ rootstocks were also consistently different from those in the TVD susceptible commercial variety ‘Heinz 2401ʹ. Mycobiomes in ‘Heinz 2401ʹ roots and rhizospheres changed significantly when plants were grown in sterile sand, TVD infested soil, or in the same soil that had been amended with molasses. Internal transcribed spacer (ITS) region sequences derived from PCR product clones or fungal cultures isolated from roots identified 53 different fungal species. Annotated DNA fingerprints showed that roots of all plants grown in soil contained <i>Verticillium dahliae</i>, a destructive vascular pathogen of tomatoes, while only susceptible ‘Heinz 2401ʹ roots were infected with the obligate parasite <i>Olpidium virulentus</i>. While these two pathogens may both be reducing tomato yields in Ontario, it appears that existing tomato rootstock varieties may be resistant to infection by <i>O. virulentus</i>. This poorly characterized soil-transmitted Chrytidiomycete may be contributing to TVD.
DOI: 10.6084/m9.figshare.14975298.v4
title: Supplementary Data File 4

description: Module Detection Results. Overlap of standard-optimized clusters obtained from the <strong>Fig. 2c</strong> module detection analysis for networks as well as integration methods. Module standards are IntAct Complexes, KEGG Pathways and GO Biological Processes.
DOI: 10.6084/m9.figshare.17035811.v1
title: LHS_20000samples_495hours_trimmed.pkl

description: Results of 20000 Latin Hypercube Samples using 495 hour dispatch. Sensitivities are not included in these results and the the optimal system dispatch results are removed to reduce the file size.<br>This is a Python pickle file that can be read in as a Pandas dataframe.
DOI: 10.6084/m9.figshare.3822267.v1
title: Supplementary Material for: Prevalence of Sickle Cell Trait and Reliability of Self-Reported Status among Expectant Parents in Nigeria: Implications for Targeted Newborn Screening

description: <i>Background/Aims:</i> Sickle cell disease (SCD) is a life-threatening, autosomal recessive blood disorder prevalent in sub-Saharan Africa. We identified the prevalence of sickle cell trait (SCT) among pregnant women and their male partners in Enugu State, Nigeria, and determined the accuracy of self-reported sickle cell status and its reliability for identifying high-risk newborns for targeted screening. <i>Methods:</i> We conducted a nested cohort study of expectant parents enrolled in the Healthy Beginning Initiative (HBI). The HBI is a cluster-randomized trial of a congregation-based approach designed to increase HIV testing. Participants completed a survey regarding self-awareness of their sickle cell genotype and consented to genotype screening by cellulose acetate electrophoresis. <i>Results:</i> SCT prevalence (HbAS) was 22% (746/3,371). Only 50% of participants provided an accurate self-report. Self-report accuracy was significantly different (p &lt; 0.0001) between individuals who reported having SCT or SCD (61% accuracy) versus those who reported not having SCT or SCD (86% accuracy). Demographic variables including gender, age, household size, employment, education, and home location were significantly associated with providing an accurate self-report. <i>Conclusions:</i> Low numbers of accurate parental self-reports, coupled with a high SCT prevalence in Nigeria, could limit the efficacy of targeted newborn screening. However, our data indicate that it is feasible to integrate sickle cell screening for pregnant women with existing, community-based health care programs developed by the President's Emergency Plan for AIDS Relief (PEPFAR), such as the HBI. Expanding screening programs could enable the development of targeted newborn screening based on maternal genotype that could identify all newborns with SCD in resource-limited settings.
DOI: 10.6084/m9.figshare.878253_d58
title: substrate_temperature_degC_soil_90_shade.zip

description: Substrate temperature (deg C) at depths of 0, 2.5, 5, 10, 15, 20, 30, 50 and 100 cm under ground assuming a soil substrate and 90% shade from vegetation. Each netCDF file contains 24 layers of global extent, one for each hour of the day (starting at 0:00 hrs) for a given month of the year, at ~15km resolution.
 
 
Fileset Description:
The microclim dataset provides microclimate estimates of conditions above and below ground for each hour of the day for the middle day of each month based on a long-term average climatology. Details of this dataset are presented in [Kearney et al. 2014].
The dataset comprises a set of NetCDF files with one file per variable per month, each file comprising 24 layers (one for each hour of the day from 0:00 hrs to 23:00 hrs, so layer 13 is 12:00 midday) for the globe (852 rows, 2159 columns, latitudinal extents -58.57 to 83.43 degrees, longitudinal extents -180.00 to 180.00 degrees). For the naming convention, mon is month of the year (1 to 12, where 1 = Jan, 12 = Dec), shd is shade level in % (0, 25, 50, 75, 90, 100), and sub is substrate (soil, rock, sand).
To facilitate downloading the data, the NetCDF files are grouped into compressed (zipped) files, one per variable per shade and substrate type, each comprising all monthly values and, for the substrate temperatures, all depths. Note that not all variables are shade or substrate specific, specifically zenith angle, wind speeds, solar radiation, and 120 cm air temperature and relative humidity.
DOI: 10.6084/m9.figshare.c.3632156_d2.v1
title: Additional file 5: of Genome-wide analysis of long non-coding RNAs at early stage of skin pigmentation in goats (Capra hircus)

description: Functional enrichment analysis of the protein-coding genes of lncRNAs in cis. (XLS 360Â kb)
DOI: 10.17632/9cr2zcyzfr
title: Telgu News Article Dataset

description: The dataset contain total 3,88,195 Telgu language news articles.
DOI: 10.17632/kjjrrxddbr
title: Dataset on thermal properties, sound reductions, TVOC emissions, and costs of envelope components for prefabricated buildings in Australia

description: The data included in the dataset are related to prefabricated building components and their specifications. The specification provided are component type, material, thickness, density, thermal conductivity, specific heat, sound reduction index, total volatile organic compounds (TVOC) emissions and costs in various locations of Australia. The components that are included in this dataset are wall cladding, wall core, interior wall lining, insulation, roof cladding, floor covers and glazing. The authors attempted to cover most of the available component types and their available thicknesses. However, the authors acknowledge that due customisability of these products, other variations of the materials and their dimensions may have not been mentioned in the dataset. For some materials the specifications related to certain properties could net be accessed. Therefore, this dataset is designed to be open for updates and further development in the future. The dataset has been used in sets of building envelope design optimisation practices as input parameters.
DOI: 10.17632/kxf5gvnyyb
title: Data for: Temperature dependence of the structures of β'- and γ-Ag8SnSe6 argyrodite

description:  X-ray diffraction  data.
DOI: 10.6084/m9.figshare.14040161.v2
title: Datasets - Scratch projects and coefficients

description: Set of 4 datasets on Scratch projects, with corresponding coefficients that describe them.
DOI: 10.6084/m9.figshare.14884701.v1
title: JVASP-323.zip

description: JARVIS-DFT data test
DOI: 10.6084/m9.figshare.24946002.v1
title: A global database of surface soil organic carbon in urban greenspaces

description: We compiled a global database of SOC concentration and density in urban greenspaces (SOC-U) (updated to June, 2023) based on literature survey via Web of Science (http://isiknowledge.com), Google Scholar (https://scholar.google.com) and the China National Knowledge Infrastructure (http://www.cnki.net). The keywords ‘soil organic carbon’/ ‘SOC’ and ‘urban greenspaces’/ ‘urban parks’/ ‘urban forests’ / ‘urban lawns’ were used for literature search. Overall, the SOC-U database includes 420 and 155 observations of SOC concentration and density from 244 independent publications, across 257 cities in 52 countries. Please find more information in the paper by Guo et al., 2024.
DOI: 10.6084/m9.figshare.28508981.v1
title: Singapore's trade and exchange with China 19th century

description: A dataset for Singapore's trade and foreign exchange with China and Hong Kong during the 19th century
DOI: 10.6084/m9.figshare.7326485.v1
title: The Global Urban Metabolism Database

description: Urban metabolism studies vary widely in terms of scope, methodology, choice of indicators and research aims. Their results are published in a variety of formats such as scientific papers, administrative reports and technical publications. This variety of scopes and formats makes it difficult to compare urban metabolism studies and identify global urban metabolic patterns. The creation of an online and open source global urban metabolism database in which a great number of urban metabolism studies are collected and analyzed allows to examine whether there are any patterns and trends in urban resource use, waste generation and pollution across the globe. The aforementioned database will enable stakeholders to find metabolic data for their city and compare it with all the other case studies for which data is available (for the same metabolic flow, year, region, etc.) in order to put in perspective and contrast data across cities.<br>To set up this global urban metabolism database, relevant scientific publications were first identified manually as well as through an automated scraping of indexes and search engine results. Metabolic flow indicators and results were then manually extracted. This process resulted in an extensive list of metabolic flow indicators and a database of raw data from different urban metabolism studies. Each data point was indexed with the original publication, the geographic area and the year of study in order to enhance comparability and traceability. To validate the database after having extracted the data, the authors of the different publications were e-mailed and invited to review the numbers and to add additional data from other studies or publications. In order to facilitate use of the data by other urban metabolism researchers, all the numbers were made publicly available and presented in several different formats including machine-readable online data tables and graphs, as well as separate spreadsheets and customizable reports. <br>Since different urban metabolism studies pursue different aims and are dependent on data availability, they tend to use different urban metabolism indicators. This contributed to the challenges that were encountered when the information from such a broad number of sources was consolidated to set up the global database. <br>The database was developed by a group of voluntary researchers and is hosted in the open source platform Metabolism of Cities (www.metabolismofcities.org). This platform promotes the use of urban metabolism (stemming from academia) in policy and practice.<br><br>
DOI: 10.6084/m9.figshare.9873161.v1
title: SOM Filtration Calculator from A conservation palaeobiological perspective on Chesapeake Bay oysters

description: Biomass and shell weight estimator with increasing oyster size. The purpose is to provide quantitative relationships between shell length (SL, mm), dry meat weight (DMW, g), and dry shell weight (DSW, g) from a range of locations in the Virginia Chesapeake Bay.
DOI: 10.6084/m9.figshare.9897665.v4
title: Supplementary Data 5

description: Supplementary Table 5 from the manuscript "Accounting for diverse evolutionary forces reveals mosaic patterns of selection on human preterm birth loci "<br><br>
DOI: 10.6084/m9.figshare.13298168.v1
title: JS.csv

description: Job satisfaction scale<br>
DOI: 10.6084/m9.figshare.22737116.v1
title: Unethical leadership (UL) Leader-Member exchange ( LMX ) Unethical Pro organizational behavior (UPB) Moral identity (MI) Occupational identification (OI)

description: Our results, based on data from 291 employees, support the model. Regression analysis results provided evidence for the model. The analysis revealed a positive relationship between UL (unethical leadership) and LMX (leader-member exchange), which suggested that LMX mediated the relationship between UL and UPB (the followers’ perception of UPB).
DOI: 10.6084/m9.figshare.24607167.v1
title: Plant spectral diversity from high-resolution multispectral imagery detects functional diversity patterns in coastal dune communities

description: The .zip file contains all datasets necessary to replicate the analyses found in the paper titled "<b>Plant spectral diversity from high-resolution multispectral imagery detects functional diversity patterns in coastal dune communities</b>".(DOI 10.1111/jvs.13239)Authors: <i>Eleonora Beccari, Carlos Pérez Carmona, Enrico Tordoni, Francesco Petruzzellis, Davide Martinucci, Giulia Casagrande, Nicola Pavanetto, Duccio Rocchini, Marco D'Antraccoli, Daniela Ciccarelli & Giovanni Bacaro</i>Analyses are described in the main text of the paper. Further details regarding the spectral and functional samplings can be found in Appendix S1 available on the journal website.
DOI: 10.6084/m9.figshare.6993581.v1
title: Data for "Uncertainty quantification for non-invasive assessment of pressure drop across a coarctation of the aorta using CFD"

description: Here you can download all geometries used in the publication "Uncertainty quantification for non-invasive assessment of pressure drop across a coarctation of the aorta using CFD". The case numbers match those from the manuscript. The suffixes "decreased", "original" and "increased" indicate the alteration of the stenosis diameter.<br><br>
DOI: 10.6084/m9.figshare.12728087.v1
title: Grant Peer Review Scoring Data with Criteria Scores

description: The available data come from a scientific peer review of biomedical applications from a collaborative biomedical research funding program (2014-2017). Three assigned individual reviewers were asked to provide scores and commentary for the following application criteria: Innovation, Approach/Feasibility, Investigator, and Significance (Impact added as scored criteria in 2014). Each of these criteria is scored on a scale from 1.0 (best) to 5.0 (worst) with a 0.1 gradation, as well as an Overall Score (1-5). Asynchronous discussion was allowed, although few changed scores post-discussion. The data includes reviewers’ self-reported expertise scores (1 is high expertise) relative to each proposal reviewed, and reviewer/PI demographics. A total of 72 applications (“Standard” or “Pilot”) were reviewed in 3 review cycles. The success rate was 34-38%. Standard projects received a maximum of $450k over 3 years, Pilot projects received $200k max direct costs over 2 years. Application scores indicate where each application falls among all practically possible applications in comparison with the ideal standard of quality from a perfect application. No live panel discussion takes place in this review mechanism; the final proposal score is the average of the three reviewers’ scientific merit scores and is the primary factor in deter-mining AIBS funding decisions.
DOI: 10.6084/m9.figshare.22817342.v1
title: Table 3 identified charred plant remains from Medieval Phase 2 deposits at Bey More, Co. Meath, 19E0405

description: CSV file of identified charred plant remains from Medieval Phase 2 deposits in Bey More, Co. Meath, 19E0405