cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.18677786.v1
title: Dataset 07072021 Figshare.xlsx

description: Dataset related to umbrella meta-analysis of psychological trauma as a risk factor for mental disorder
DOI: 10.6084/m9.figshare.19733806.v2
title: GSE162025

description: 10 nasopharyngeal carcinoma tumor-blood paired samples.
DOI: 10.6084/m9.figshare.25513396.v1
title: Thermogravimetric analysis (TGA) original data files, biochar samples 1-16

description: Files are four sets of samples organized as samples 1-4, 5-8, 9-12, 13-16. The common aspect of each set the pyrolysis temperatur and wash. In each set, it is the time that is varied at 10, 20, 40, and 60 min.
DOI: 10.6084/m9.figshare.28021082.v1
title: KOMPAK:An instrument for assessing interprofessional collaboration between pharmacists and physicians in Indonesia

description: The title "KOMPAK: Translation, cross-cultural adaptation, and validation of an instrument for assessing interprofessional collaboration between pharmacists and physicians in Indonesia" represents a methodologically sophisticated research endeavour addressing a critical healthcare assessment gap. The strategically crafted acronym KOMPAK, derived from "KOlaborasi Medis Persepsi Apoteker dan doKter" (Medical Collaboration: Perceptions of Pharmacists and Physicians), transcends linguistic representation by embodying the core research objective while simultaneously reflecting the Indonesian cultural nuance of collaborative unity.This pioneering research meticulously transforms an existing Canadian-developed instrument into a culturally contextualized, scientifically validated measurement tool specifically designed for the Indonesian healthcare ecosystem. By implementing a rigorous, multi-phase methodology encompassing comprehensive translation, nuanced cross-cultural adaptation, and advanced psychometric validation, the study aims to generate a standardized, culturally sensitive instrument capable of precisely capturing interprofessional collaboration dynamics between pharmacists and physicians.
DOI: 10.17632/bg94tybnrv
title: Data - GABAergic Receptors and Essential Oils in Anxiety and Depression

description: Data used for scientometric analysis of GABAergic Receptors and Essential Oils in Anxiety and Depression.
DOI: 10.17632/ttgtfp3vjb
title: Potato disease classification

description: Description: This research focuses on developing an efficient machine learning-based system for detecting diseases in potato crops. Leveraging image data, the model aims to classify and identify various potato diseases accurately, helping farmers manage crop health and improve yield. Using the Disease potato 1500 and Healthy potato 1527 datasets, the research explores robust data processing, augmentation techniques, and advanced machine learning algorithms for precise disease diagnosis.

Dataset Overview: 
1.Disease potato 1500: 1,500 images of diseased potato. 
2.Healthy potato 1527: 1,527 images of healthy potatoes.

Key Features:
1.Number of Images: 3,027 total images (1,500 in Disease potato, 1,527 in Healthy potato). 
2.Number of Augmented Images:Potentially expanded dataset through augmentation (rotation, scaling, flipping, etc.). 
3.File Formats: Images available in JPEG format. 
4.Disease Type: Different diseases such as late blight, early blight, and other fungal infections affecting potato crops. 

Applications:
1.Disease Classification: Detect and classify potato diseases using supervised learning algorithms like Convolutional Neural Networks (CNNs).
2.Yield Optimization: Assist farmers by providing timely disease detection to optimize crop yield.
3.Agricultural Automation: Integrate with drone or smartphone-based applications for real-time field analysis.

Dataset Collection Procedure: 
The dataset was collected through a combination of field observations and controlled experiments.Images were then labeled according to disease type and stage, providing a comprehensive dataset for training machine learning models. The dataset also underwent augmentation to enhance its diversity and robustness, ensuring the model can generalize well in real-world applications.
DOI: 10.6084/m9.figshare.1051747.v2
title: SPSS Data Set S3 Loud and Quiet Interaction Data

description: Data Set from PLOS One Article entitled: Western Lowland Gorillas Signal Selectively Using Odor
DOI: 10.6084/m9.figshare.13511694.v1
title: Known Positives

description: A list of identified variants or positives (&gt; 40,000) in the<br>957 coding regions of the genome for Pool Sample A.
DOI: 10.6084/m9.figshare.14842689.v1
title: anx2016

description: GWAS summary statistics from the Psychiatric Genomics Consortium (PGC)
DOI: 10.6084/m9.figshare.17005168.v1
title: 2D code and datasets

description: 2Ddata.qda:1.KaleidaGraph data file2.Original data of 2D pore-network simulation results in all figures<br>2Dcode.nb:1.Mathematica notebook file2.2D pore-network simulations for single-phase flow3.The search algorithm based on the graph theory using scripts in Mathematica notebook
DOI: 10.6084/m9.figshare.23659974.v1
title: Prefrontal cortex neurons encode ambient light intensity differentially across regions and layers - Paper

description: Source data for the paper:<br>Zangen, E., Hadar, S., Lawrence, C. <i>et al.</i> Prefrontal cortex neurons encode ambient light intensity differentially across regions and layers. <i>Nat Commun</i> <b>15</b>, 5501 (2024). https://doi.org/10.1038/s41467-024-49794-w<br><br>abstract:<br><br>While light can affect emotional and cognitive processes of the medial prefrontal cortex (mPFC), no light-encoding was hitherto identified in this region. Here, extracellular recordings in awake mice revealed that over half of studied mPFC neurons showed photosensitivity, that was diminished by inhibition of intrinsically photosensitive retinal ganglion cells (ipRGCs), or of the upstream thalamic perihabenular nucleus (PHb). In 15% of mPFC photosensitive neurons, firing rate changed monotonically along light-intensity steps and gradients. These light-intensity-encoding neurons comprised four types, two enhancing and two suppressing their firing rate with increased light intensity. Similar types were identified in the PHb, where they exhibited shorter latency and increased sensitivity. Light suppressed prelimbic activity but boosted infralimbic activity, mirroring the regions’ contrasting roles in fear-conditioning, drug-seeking, and anxiety. We posit that prefrontal photosensitivity represents a substrate of light-susceptible, mPFC-mediated functions, which could be ultimately studied as a therapeutical target in psychiatric and addiction disorders.
DOI: 10.6084/m9.figshare.14564571.v1
title: Data supporting Ajal et al. (2021). Functional trait space in cereals and legumes grown in pure and mixed cultures is influenced more by cultivar identity than crop mixing

description: This is a dataset supporting the paper "Functional trait space in cereals and legumes grown in pure and mixed cultures is influenced more by cultivar identity than crop mixing"
DOI: 10.6084/m9.figshare.24586431.v1
title: Supplementary Material for: Human Ribonuclease 6 has a Protective Role During Experimental Urinary Tract Infection

description: Mounting evidence suggests that antimicrobial peptides and proteins (AMPs) belonging to the RNase A superfamily have a critical role in defending the bladder and kidney from bacterial infection. RNase 6 has been identified as a potent, leukocyte-derived AMP, but its impact on urinary tract infection (UTI) in vivo has not been demonstrated. To test the functional role of human RNase 6, we generated RNASE6 transgenic mice and studied their susceptibility to experimental UTI. In addition, we generated bone marrow derived macrophages to study the impact of RNase 6 on antimicrobial activity within a cellular context. When subjected to experimental UTI, RNASE6 transgenic mice developed reduced UPEC burden, mucosal injury, and inflammation compared to non-transgenic controls. Monocytes and macrophages were the predominant cellular sources of RNase 6 during UTI, and RNASE6 transgenic macrophages were more proficient at intracellular UPEC killing than non-transgenic controls. Altogether, our findings indicate a protective role for human RNase 6 during experimental UTI.
DOI: 10.6084/m9.figshare.27130098.v1
title: Forest field survey data used in the article “Afforestation as a Mitigation Strategy: Countering Climate-induced risk of Forest Carbon Sink in China"

description: Adhering to Luo et al.(2014) ’s data collection and quality control criteria, we supplement the dataset with additional data from recent literature and extend the time period to 2022. The file includes original data from Luo et al. (2014) and our supplementary data. More details are listed in sheet "ReadMe" in the file.Reference: Yunjian Luo, Xiaoquan Zhang, Xiaoke Wang, Fei Lu. 2014. Biomass and its allocation of Chinese forest ecosystems. Ecology 95:2026. http://dx.doi.org/10.1890/13-2089.1
DOI: 10.6084/m9.figshare.29128571.v1
title: OrthoFinder results

description: XZ-compressed TAR folder containing all output files from OrthoFinder.
DOI: 10.6084/m9.figshare.5998592.v1
title: Peer review checklist

description: A checklist to help draft a referee's report when undertaking peer review
DOI: 10.17632/6kb9w7yd8b
title: A program for the Bayesian Neural Network in the ROOT framework

description: Abstract We present a Bayesian Neural Network algorithm implemented in the TMVA package (Hoecker et al., 2007 [1]), within the ROOT framework (Brun and Rademakers, 1997 [2]). Comparing to the conventional utilization of Neural Network as discriminator, this new implementation has more advantages as a non-parametric regression tool, particularly for fitting probabilities. It provides functionalities including cost function selection, complexity control and uncertainty estimation. An example of such app... Title of program: TMVA-BNN Catalogue Id: AEJX_v1_0 Nature of problem Non-parametric fitting of multivariate distributions. Versions of this program held in the CPC repository in Mendeley Data AEJX_v1_0; TMVA-BNN; 10.1016/j.cpc.2011.07.019 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/7xkc6txwb8
title: Effect of grain size on hydrogen diffusion and trapping in X70 pipeline steel

description: The data includes the typical Permeation curve from the Hydrogen Permeation experiment, EDS characterization reports after the Hydrogen Microprint Technique experiments and Grain size Measurement by Heyn's Technique using the SEM images.
DOI: 10.17632/9xxm58dvs3
title: SICAPv2 - Prostate Whole Slide Images with Gleason Grades Annotations

description: A database containing prostate histology whole slide images with both annotations of global Gleason scores and path-level Gleason grades. Data associated with the paper: Silva-Rodríguez, J., Colomer, A., Sales, M. A., Molina, R., & Naranjo, V. (2020). Going deeper through the Gleason scoring scale : An automatic end-to-end system for histology prostate grading and cribriform pattern detection. Computer Methods and Programs in Biomedicine, 195. https://doi.org/10.1016/j.cmpb.2020.105637
DOI: 10.17632/dxthnf38zx
title: Supplemental tables and figures of 'Tirzepatide immunogenicity on pharmacokinetics, efficacy, and safety: analysis of data from Phase 3 studies'

description: Supplemental tables and figures of 'Tirzepatide immunogenicity on pharmacokinetics, efficacy, and safety: analysis of data from Phase 3 studies'
DOI: 10.17632/s6jmnhmyzf
title: Data for: Assessing the spatial and temporal variability of GHG emissions from different configurations of on-site wastewater treatment system using discrete and continuous gas flux measurement

description: This data set contains the following data files:

- flux_data.csv: Gas flux data from two on-site wastewater treatment systems in Ireland including discrete and continuous measurements for CO2, CH4 and N2O from septic tanks and soil treatment units and related measurement metadata
- smd_data.csv: Daily calculated soil moisture deficit, effective rainfall and actual evapotranspiration data 
- met-data.csv: Meteorological data with hourly resolution
- soil_data.csv: Soil water content data with hourly resolution

A detailed description of the content of each data file is given in the codebook provided with this dataset.
DOI: 10.6084/m9.figshare.29133461.v1
title: Land Cover and Land Use Data in China from 1982 to 2013

description: This dataset was generated by He et al (2017).
DOI: 10.6084/m9.figshare.6756728.v1
title: Transcriptomic characterization of the human habenula highlights drug metabolism and the neuroimmune system

description: Supplement data and tables for "Transcriptomic characterization of the human habenula highlights drug metabolism and the neuroimmune system" by Dr. Bernard Le Foll and Leon French.<br>Supplement tables:1 - Genome-wide probe-level results for the lateral habenula2 - Genome-wide probe-level results for the medial habenula3 - Estimated relative cell-proportions4 - Complete gene ontology results for the lateral habenula5 - Complete gene ontology results for the medial habenula6 - Complete DisGeNet results for the lateral habenula7 - Complete DisGeNet results for the medial habenula
DOI: 10.15468/dl.peqktf
title: Occurrence Download

description: A dataset containing 2201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Plantago asiatica L.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 2201 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013183-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.4668280.v1
title: 8,325 Proteins Relevant to CVD

description: This table contains the 8,325 genes relevant to Cardiovascular diseases using the method described here: http://dx.doi.org/10.1016/j.jacc.2015.04.072.
DOI: 10.6084/m9.figshare.5722711.v4
title: A public data set of overground and treadmill walking kinematics and kinetics of healthy individuals

description: The data
set comprises raw and processed (both in c3d and txt formats) pelvis and lower
extremity kinematics and kinetics signals of 42 healthy volunteers (24 young
adults and 18 older adults) walking in both overground and treadmill in a range
of gait speeds. A file of metadata (xls), including anthropometrics and
information related to each file in the data set is also provided. In addition,
a model file (mdh) and a pipeline file (v3s) for the Visual 3D software program
are also provided.

The data
were collected using a three-dimensional (3D) motion-capture system, force
platforms and an instrumented treadmill while the subjects walked barefoot over
a range of gait speeds.
DOI: 10.6084/m9.figshare.865035.v1
title: Model of adult Aedes albopictus survival/mortality at different temperatures

description: This file contains a model of adult <em>Aedes albopictus</em> mortality in the field over a range of different temperatures. The output is the result of applying a Generalised Additive Model (GAM) to over 200 <em>Ae.</em><em></em> <em>albopictus</em> survival experiments at a range of different temperatures. Full details are available in a manuscript currently under review at Parasites & Vectors titled: "Modelling adult Aedes aegypti and Aedes albopictus survival at different temperatures in laboratory and field settings". The file contains the predicted proportion of the population surviving over time (in days) at different temperatures (0.1-40 degrees celsius). In addition to this, the Interquartile range (IQR) of the prediction is also displayed and the hourly mortality at each time step is also included. The resulting models can be used to model survivorship of the adult stage of the mosquito in reference to various entomological and epidemiological events, such as oviposition, human biting and virus incubation period.
DOI: 10.17632/jtpfd6j55n
title: Bayanno: A multi-purpose handwritten dataset for Bengali language processing tasks.

description: This dataset is specifically designed for Bangla character recognition tasks. It includes a comprehensive collection of data representing Bangla characters, associated text, and metadata to support machine learning, OCR, and other computational tasks involving Bangla language processing. It includes Bengali characters, numbers, and text. This dataset is intended for:

Optical Character Recognition (OCR) systems.
Training and evaluating machine learning models.
Language processing tasks, especially involving Bangla text.
DOI: 10.17632/xkyx9bp98h
title: fCNT pollutants

description: DFT calculations show that carbon nanotubes functionalized with COOH groups show improved adsorption for gaseous and aqueous pollutant molecules.
DOI: 10.6084/m9.figshare.14215784.v1
title: Parameters of 30-bus,118-bus and 300-bus test systems

description: Details of the three files are as below: 1. case30_ieee.m: Power flow data for IEEE 30-bus test case from IEEE PES Power Grid Library - Optimal Power Flow - v20.07 (https://github.com/power-grid-lib/pglib-opf). 2. case118_ieee_modified.m: Power flow data for a modified 118-bus test case, which is obtained by modifying the IEEE 118-bus test case from IEEE PES Power Grid Library - Optimal Power Flow - v20.07. 3. case300_ieee_modified.m: Power flow data for a modified 300-bus test case, which is obtained by modifying the IEEE 300-bus test case from IEEE PES Power Grid Library - Optimal Power Flow - v20.07.
DOI: 10.6084/m9.figshare.14714352.v1
title: High resolution mapping and candidate gene identification of downy mildew race 16 resistance in spinach

description: This SNP dataset were generated for the spinach population generated from a cross between cultivar Whale and Lazio.
DOI: 10.6084/m9.figshare.22332775.v1
title: The genetic basis of adaptation to copper pollution in Drosophila melanogaster

description: Supplemental material including scripts and datafiles.
DOI: 10.6084/m9.figshare.26360749.v1
title: Data for Half of land use carbon emissions in Southeast Asia can be mitigated through peat swamp forest and mangrove conservation and restoration

description: The repository dataset was generated by a transdisciplinary study published in Nature Communications assessing carbon emissions and mitigation potentials from land use changes on peatlands and mangroves in Southeast Asia (Sasmito et al. 2025).For further questions and inquiries about the dataset, contact Sigit Sasmito (sigitdeni.sasmito@jcu.edu.au).The dataset contains the following files:<b>01_SEA Peat and Mangrove Activity Data 2001-2022</b> is an Excel file containing the annual land use change area of peat swamp forests and mangroves and their new land use replacement.<b>02_SEA Peat and Mangrove Emissions and Uncertainties 2001-2022</b> is an Excel file contains annual emissions and uncertainty from land use change on peat swamp forests and mangroves by emission sources<b>03 SEA Mangrove Land Use Change 2001-2022</b> contains the spatial distribution of land uses replacing peat swamp forests across Southeast Asia between 2001-2022. A detailed methodology for how the spatial data is generated is described in the main paper methodology. The file is divided into nine tiles of tif file format covering the Southeast Asia region with digital number values and land use class described as follows:0: No data1: Regrowth PSF2: Tree plantation3: Water4: Other land cover5: Recent deforested and degraded PSF6: Oil palm7: Drainage<b>04 SEA Peatland Land Use Change 2001-2022</b> contains the spatial distribution of land uses replacing peat swamp forests across Southeast Asia between 2001-2022. A detailed methodology for how the spatial data is generated is described in the main paper methodology. The file is divided into nine tiles of tif file format covering Southeast Asia region with digital number values and land use class described as follows:0: No data1: Bare land2: Regrowth mangrove3: Coastal wetlands4: Aquaculture ponds5: Water6: Other land cover7: Oil palmSuggested citation of the main paper:Sasmito SD, Taillardat P, Adinugroho WC, Krisnawati H, Novita N, Fatoyinbo T, Friess DA, Page SE, Lovelock CE, Murdiyarso D, Taylor D, Lupascu M. Half of land use carbon emissions in Southeast Asia can be mitigated through peat swamp forest and mangrove conservation and restoration. <i>Nature Communications. </i><b>16</b>, 740 (2025). https://doi.org/10.1038/s41467-025-55892-0
DOI: 10.6084/m9.figshare.28882259.v1
title: 研究Data.xlsx

description: 这是我的数据
DOI: 10.17632/c6yy5cb9pk
title: Data for: An Example of Uraniferous Leucogranites in the Rössing South-West Deposit, Namibia

description: Lab analyses and field analytics of uraniferous samples.
DOI: 10.17632/g2d8jfhcz6
title: Supplemental Material of the article "Association between papillary thyroid cancer and primary aldosteronism in individuals with hypertension".

description: Supplemental Material of the article "Association between papillary thyroid cancer and primary aldosteronism in individuals with hypertension".
DOI: 10.6084/m9.figshare.25712415.v2
title: A movement-aware measure for trajectory similarity and its application for ride-sharing path extraction in a road network

description: <pre>This repository contains the code and datasets of the DSPD proposed in the study for measuring the trajectory simialrity which has been accepted by IJGIS. If you use the code in this study, please cite the study below. <br><b>Ju Peng, Min Deng, Jianbo Tang et al. 2024,IJGIS. A movement-aware measure for </b><b>trajectory similarity</b><b> and its application for ride-sharing path extraction in a road network.</b><br></pre><br>
DOI: 10.6084/m9.figshare.27948096.v1
title: Walters et al. Open source code and data files_Extreme heat affects blueberry pollen nutrition: consequences for bee health and plant reproduction

description: Walters et al. Open source code and data files_Extreme heat affects blueberry pollen nutrition: consequences for bee health and plant reproduction. Includes complete data files and .rmd file for code
DOI: 10.17632/25z5hr823m
title: INVESTIGATION AND REMOVAL OF Mg2+ ION BY Ni2+, Cu2+ IONS FROM CHLOROPHYLL

description: Chlorophyll is an essential element found in plants, prevalent in numerous vegetables we eat every day. Including foods abundant in chlorophyll can supply vital micronutrients and facilitate metal exchanges, impacting our health positively.
DOI: 10.17632/bzhzr9b64v
title: Delhi Multi-Site Air-Quality Data Set 

description: This data set includes hourly air quality data from 6 air quality monitoring  stations of Delhi, India. The data is collected from the Central Pollution Control Board (CPCB), India’s official online portal for the period from 1/6/2018 to 1/10/2019 with 11,704 records for each site. The attributes are Meteorological attributes: Ambient Temperature (AT), Barometric Pressure (BP), Solar Radiation (SR), Relative Humidity (RH),  Wind Speed (WS), Wind Direction (WD)  and Air Pollutant attributes: PM10, PM2.5, NO, NO2, SO2, Ozone, CO, Benzene,  NH3,  NOX. This data could be very well used for air pollutant analysis, evaluations and study of predictive models, pre-trained models for air pollutants. The data is cleaned for using it to apply machine learning, deep learning models.