cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.13206275.v1
title: Figure 4A (days to flowering)

description: Average flowering time data in days of Col-0, <i>ben1-2</i>, <i>bas1-2</i> <i>sob7-1</i>, <i>bas1-2 sob7-1 ben1-3</i> genotypes.
DOI: 10.6084/m9.figshare.5531155.v1
title: An Examination of the Perceptions of Men Exposed to Trauma

description: This study was conducted by interviewing men between the ages of 18-35 who had been exposed to trauma in early childhood. Many things became clear in this study, Firstly, perception affected how badly the people were affected by the trauma. Also, we found that thorough discussion of trauma and perception examination is very therapeutic. Moreover, we found that those with stronger faith had less PTSD symptoms as defined by the DSM-V diagnostic criteria. This was a qualitative study known as a phenomenology and the results may not be generalizeable to other populations.
DOI: 10.6084/m9.figshare.28750295.v1
title: <b>Unravelling Mg-rich Pyroxene Annulus and Soil Evolution in the South Pole-Aitken Basin from Chang</b><b>’</b><b>e-6 Samples</b>

description: Here we present preliminary results from the Chang’e-6 mission, which returned the first farside lunar soil samples from a young mare (~2.8 Ga).
DOI: 10.6084/m9.figshare.29088050.v1
title: Alignments associated with Fig. S5C: SAMD9L primate amino acid sequence alignment showing the bonobo-specific variants

description: Alignments associated with Fig. S5C: SAMD9L primate amino acid sequence alignment showing the bonobo-specific variants
DOI: 10.6084/m9.figshare.9862781.v1
title: PolyploidClimaticNicheEvolution

description: Additional data and scripts used throughout the analyses.
DOI: 10.6084/m9.figshare.956104.v1
title: An IDL implementation for Astrometry.net

description: This IDL program is an implementation to run the Astrometry.net pipeline as part of your other IDL routines. It also adds the possibility to specify a time limit to each file for which an astrometric solution is searched for, which is very handy for the reduction of large data sets. See the file astrometrynet_manual.pdf for detailed informations on how to install the Astrometry.net package (which is not provided where) on your system. A french version of the manual is also available. See the header of astrometrynet.pro for detailed informations on how to use this IDL routine.
DOI: 10.17632/7wsbn3prxs
title: Survey dataset on the determinants of brand equity in fast-food businesses among students at the Copperbelt University in Kitwe, Zambia.

description: The dataset used Google's online questionnaire and a total of 351 completed questionnaires were received between June 2023 and July 2023 from students accommodated at the Copperbelt University in Kitwe, Zambia. The data is based on likert scale variables that are used to determine brand equity. The data is used to create a clear understanding of the relationships amongst the determinants of brand equity; Brand awareness (BW), Brand association (BA), Perceived value (PV), Brand Loyalty (BL) and Perceived quality (PQ) have been used for testing the hypotheses of every independent variable having a significant effect on the dependent variable, BE.
DOI: 10.17632/w8xvjcztpx
title: Taking Stock of Trade Policy Uncertainty: Evidence from China’s Pre-WTO Accession: Replication File

description: Attached are the codes to replicate the results in the paper.
DOI: 10.6084/m9.figshare.16674301.v1
title: P11

description: CCEP file for patient 11
DOI: 10.6084/m9.figshare.22179919.v4
title: main dataset (sheet1), ip10 (sheet 2), baff (sheet 3)

description: Here is the data from 80 patients with SLE. This data serves as predictors to estimate the post-therapy SLEDAI with methylprednisolone pulse dose. main dataset (sheet1), ip10 (sheet 2), baff (sheet 3)
DOI: 10.6084/m9.figshare.22691326.v2
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.6084/m9.figshare.25145528.v1
title: <b>Combinatorial interpretation of BMP and WNT controls the decision between primitive streak and extraembryonic fates in human pluripotent stem cells</b>

description: Raw data and source data for figures in publication: "<b>Combinatorial interpretation of BMP and WNT controls the decision between primitive streak and extraembryonic fates in human pluripotent stem cells</b>"Elena Camacho-Aguilar<sup>1‡*</sup>, Sumin Yoon<sup>1</sup>, Miguel A. Ortiz-Salazar<sup>1</sup>, Siqi Du<sup>1</sup>, M. Cecilia Guerra<sup>1</sup>, Aryeh Warmflash<sup>1,2*</sup><sup>#</sup><br><sup>1</sup>Department of Biosciences and <sup>2</sup>Department of Bioengineering, Rice University, Houston TX 77005<sup><strong>‡</strong></sup>Present address: Department of Gene Regulation and Morphogenesis, CABD (Andalusian Centre for Developmental Biology), CSIC-Universidad Pablo de Olavide-Junta de Andalucía, Campus UPO, Spain*Corresponding authors<sup><strong>#</strong></sup>Lead contact
DOI: 10.6084/m9.figshare.25497541.v1
title: Supplementary Material for: Trigenic COL4A3/COL4A4/COL4A5 pathogenic variants in Alport syndrome: a case report

description: Alport syndrome (AS) is a hereditary kidney disorder of type IV collagen caused by pathogenic variants in the COL4A3, COL4A4 and COL4A5 genes. Previously several cases of digenic AS, caused by two pathogenic variants in two of the three COL4A genes, have been reported. Patients with digenic AS may present with a more severe phenotype compared to patients with single variants, depending on the percentage affected type IV trimeric collagen chain. We report a newly discovered case of trigenic AS. 
A 52-year-old female presented with hematuria at the age of 24 years and developed hypertension by the age of 30. Over the years she developed chronic kidney disease; the most recent eGFR was 44ml/min/1.73m2. She has symmetric high-tone sensorineural hearing loss. Full genetic analysis revealed a heterozygous pathogenic variant c.2691del in COL4A3, a heterozygous pathogenic variant c.1663dup in COL4A4, and a complete heterozygous deletion of COL4A5. 
We describe the first patient with AS caused by pathogenic variants in all three COL4A genes, designated trigenic AS. This case report emphasizes the importance of examining all three COL4A genes, even in patients with a mild Alport phenotype, for optimal follow-up of the patient and adequate genetic counseling of family members.
DOI: 10.6084/m9.figshare.28340642.v1
title: <b>基于 KAP 模型原始数据的研究</b>

description: 本研究通过问卷调查复发性结石患者的知识、态度和行为，旨在提供更好的健康指导，减少胆管结石的复发。
DOI: 10.6084/m9.figshare.6007187.v1
title: File 7: Cyanobacteria alignment file

description: The reading-frame aware nucleotide codon alignment used for phylogenetic inference of the cyanobacterial taxa in this data set.
DOI: 10.17632/fw6gyc2g9h
title: Data for: Spatio-temporal linking for medium and high resolution SAR satellite data

description: Three files were uploaded.

The 'Radarsat2_raw_data_information_list.docx' file lists the acquisition dates of the used Radarsat-2 in Standard and Extra-Fine Modes.

The 'Radarsat2_StandardMode_PS_velocity_LOS.txt' list the PS geo-location along with the deformation velocity [mm/yr] in satellite line-of-sight direction. Those PS were generated using 84 Radarsat-2 Standard Mode data (between 18 Oct 2010 and 03 Nov 2016).

The 'Radarsat2_ExtraFineMode_PS_velocity_LOS.txt' list the PS geo-location along with the deformation velocity [mm/yr] in satellite line-of-sight direction. Those PS were generated using 17 Radarsat-2 Extra-Fine Mode data (between 27 Nov 2016 and 16 Dec 2017).
DOI: 10.17632/rdtcgstmps
title: Data for measuring impact of problem-based learning during learning mechanical waves: MWCS, VASS, RTOP

description: This data was collected on behalf of the first author's doctoral thesis. It was collected from February to April 2021 in 19 secondary schools in Southwestern Uganda. Four hundred and nineteen Form-six physics students and 22 teachers were involved in the study. Three instruments were used to collect data:
1. Mechanical waves conceptual survey (MWCS)
2. Views about science survey (VASS), and
3. Reformed teaching observation protocol (RTOP).
DOI: 10.25392/leicester.data.11385897.v2
title: FIPS Moments for "A machine learning approach to classifying MESSENGER FIPS proton spectra"

description: Kappa distribution fits to FIPS proton spectra for the paper titled "A machine learning approach to classifying MESSENGER FIPS proton spectra" in the Journal of Geophysical Research: Space Physics.<br>This data repository contains the following items: - A dataset with all of the newly fitted kappa distribution parameters and the artificial neural network (ANN) outputs for each of the FIPS proton spectra ("FIPSProtonClass.dat"). - The learned weight and bias matrices for each ANN in both binary ("Matrix-ANN*.bin") and ASCII ("Matrix-ANN-*.dat") formats.- Python 3 code to read the matrix files ("ReadMatrices.py").- A PDF file ("Info.pdf") which contains a description of everything stored in this repository, including the scaling factors for the parameters which form the input feature matrices for each ANN.<br>Please read "Info.pdf" and the aforementioned paper for more information.<br>
DOI: 10.6084/m9.figshare.24921555.v1
title: Reaction SMILES USPTO year 2023

description: Collection of reaction SMILES (reactants, reagents, solvents, products) from USPTO as published in 2023. 137K lines total. Data scraping by custom design. Data extraction by OSCAR (semantic) and ChatGPT (LLM), molecule identification by OPSIN and custom synonym list. All SMILES are RDKit-safe. Please note that the data have been collected in an automated process, the dataset is certainly not without errors.
DOI: 10.6084/m9.figshare.25144328.v1
title: The list of climate policies in China based on a comprehensive policy inventory

description: We identified 22 key climate policies that China has adopted for its carbon neutrality through our policy inventory.
DOI: 10.17632/gjjf84vtr7
title: Bulk Glass Reinforced Composite Columns Physical Testing Results, Analysis, and Discussion Data

description: Raw data for Bulk Glass Reinforced Composite Columns Physical Testing Results, Analysis, and Discussion research paper. These are composite columns constructed of polyurethane resin (which naturally bonds to glass, eliminating the need for sizing agents) and bulk glass. The available data is raw data of the load - deflection curves for the sample glass reinforced composite columns. Testing was exclusively compressive as this is the intended design use of these columns. Additionally, finite element models are provided, which were utilized to determine the stresses within the columns at the point of delamination and failure. The finite element models are presented such that the bonding condition can be modified to determine the failure buckling strength condition of both bonded and unbonded columns.
DOI: 10.17632/pkjvvyjwm5
title: Data for: DOSE COEFFICIENTS OF MESH-TYPE ICRP REFERENCE COMPUTATIONAL PHANTOMS FOR EXTERNAL EXPOSURES OF NEUTRONS, PROTONS, AND HELIUM IONS

description: A comprehensive set of dose coefficients for external exposures of neutrons, protons, and helium ions, which were produced by conducing Monte Carlo particle transport simulations with the adult male and female mesh-type ICRP reference computational phantoms
DOI: 10.17632/y3f6277465
title: Sustainability assessment of renewable energy site location using a combinatorial decision-making model under uncertainty and data reliability

description: This dataset is related to 8 fuzzy factors for 20 DMUs (20 cities of Iran). The considered factors are divided into input and output categories. The input factors include Land Cost, Transportation Cost, and Intensity of Natural Disasters. The output factors are Availability of Biomass Feedstock, Availability of Water, Unemployment Rate, Consumer Proximity, and Community Support (tax exemptions and tax incentives, government subsidies in specific areas, and no or low-interest loans in free economic zones and less developed cities).
DOI: 10.6084/m9.figshare.13385279.v1
title: GPS data in HATO

description: The GPS stations, including HKLT, HKNP, HKOH, HKSC, and HKWS from Hong Kong SatRef network stations.<br>Time duration is 16 - 26 August 2017<br>
DOI: 10.6084/m9.figshare.14363276.v1
title: Data for Di Muro et al. (2021) Volcanica paper

description: This data repository contains text files containing the raw data from the uniaxial compressive strength tests performed at University of Strasbourg (France).<br>Explanation of the file names:uni - uniaxialLetters indicate the sampleNumber indicates the sample numberd - dry experiment<br>Explanation of the raw data:Temps - time in secondssigV - axial stress in MPaDefcapt - axial strain from LVDTDefax - axial strain from strain gauge (not used)Defrad - radial strain from strain gauge (not used)<br>Defvol - volumetric strain from strain gauge (not used)<br>Deplctcapt - axial displacement in microns
DOI: 10.6084/m9.figshare.7040255.v1
title: Table S2. Summary of traits exhibited by bacterial symbionts within the larval zebrafish intestine.

description: Table S2. Summary of traits exhibited by bacterial symbionts within the larval zebrafish intestine.<br>
DOI: 10.17632/d4yhn5b9n6
title: Swahili Corpus

description: The repository contains several text files each corresponding to categories of Swahili Corpus. The categories are Health (AFYA), Business and Industries (BIASHARA), Parliament (BUNGE), Religion (DINI), Education (ELIMU), News (HABARI), Agriculture (KILIMO), Social Media (MITANDAO), Non-Governmental Organizations (MASHIRIKA YA KIRAIA), Government (SERIKALI), Laws (SHERIA) and Politics (SIASA).
Also, there is a combines text file for Swahili Corpus generated using all mentioned categories.
DOI: 10.6084/m9.figshare.13299032.v1
title: mRNA level of inflammatory markers

description: Qualitative PCR data for Pglyrp2 and inflammatory markers (Il1b, Il6 and Tnf).
DOI: 10.17632/3628s8bpff
title: Use of Sentinel-2 for land cover classification on Shar Planina, North Macedonia

description: Providing information on the spatial distribution of habitat groups through land cover classification is useful for a wide range of environmental studies, especially those monitoring and managing succession and land cover change. While Corine Land Cover is widely used in standardised land cover comparisons, its strength is primarily its use in coarse scale analyses over large extent. Recently available Sentinel-2 combined with wide availability of open-source remote sensing software allows customised fine-scale land cover classifications to suit research projects applied over a smaller extent. In this regard, this study aims to test the suitability of Sentinel-2 imagery in providing a customised land cover classification for Shar Planina mountain range in North Macedonia, hoping that the results will serve as a background for assessment of its landscape visual quality as part of the ongoing PhD study (Jovanovska, D. 2018-2021). The results show that use of Sentinel-2 multiband high resolution images allows customized medium-large scale image classification that yields great accuracy results. Furthermore, frequent updating of Sentinel-2 database allows comparability and standardised land cover change analysis for the purpose of environmental monitoring. The resulting land cover data classification is uploaded as an .ASCII file accompanied with corresponding .lyr file and can serve as a background for subsequent environmental studies in the region. Finally, any further improvements of the final output, as well as trials on its suitability in studies with different aim and scope are encouraged and welcomed.
DOI: 10.6084/m9.figshare.3829971.v3
title: scikit-learn lfw dataset pairs.txt

description: Part of the LFW dataset used in scikit-learn.
DOI: 10.17632/xyp775wp65
title: User-Centric Adaptive AI-generated Virtual Neuroarchitecture

description: Our surroundings influence our cognitive-emotional processes and shape our physical, psychological, and social well-being in a variety of ways on a daily basis. This paper delves into the complex interaction between our mental states and surroundings, examining the urgent need to reimagine spaces as interactive, adaptive, infinite spatial content, and user-centric entities promoting mental well-being. The study proposes a solution in the form of User-Centric Adaptive AI-generated Virtual Neuroarchitecture (UCAAVN), a novel approach to designing spaces that seamlessly blend the physical and virtual realms. UCAAVN aims to create dynamic spatial experiences that adapt dynamically to users' emotional and cognitive states in real-time by leveraging the power of virtual reality (VR), artificial intelligence (AI), and neurotechnology . This paper discusses the potential of UCAAVN to revolutionize the way we approach mental health in an era dominated by virtual experiences, providing a game-changing avenue for designing healthier and more engaging environments.
DOI: 10.6084/m9.figshare.16674340.v1
title: P15

description: CCEP data for patient 15
DOI: 10.6084/m9.figshare.25152947.v1
title: Studentmeal_data.xls

description: 广州学生膳食数据
DOI: 10.6084/m9.figshare.28933973.v1
title: Leaky pollination barrier in edaphic vicarious alpine plants - Supplementary material

description: Abstract:Adaptation to siliceous versus carbonate substrates is thought to be an important driver of speciation in the alpine flora. The role of the pollination system in the formation and maintenance of such species is presently unclear. Here, we chose three species pairs in the genera <i>Gentiana</i>, <i>Primula</i>, and <i>Rhododendron</i> which often occur in geographic proximity or even sympatry to study the existence of pollination barriers in these lineages. Using remote camera and direct observation approaches, scent and color analyses, we tested the hypothesis whether divergent pollinator communities exist that could help to maintain genetic separation of plant populations adapted to different soil types. We found differences in frequency, diurnal activity and to some extent also community composition of flower visitors in edaphic vicarious species pairs. Floral traits like color and scent as well as flower-visitor co-distributions indicate that our study species have divergent but overlapping pollination systems. Our results do not suggest a strong reproductive barrier function of the pollination system. Whilst adaptation to different soils still seems to be the main force keeping edaphic vicarious alpine plants genetically separated, pollinators might mediate hybridization in contact areas.
DOI: 10.6084/m9.figshare.7887857.v1
title: <i>Fomitopsis mounceae</i> and <i>F. schrenkii</i>—two new species from North America in the <i>F. pinicola</i> complex

description: Two new species, <i>Fomitopsis mounceae</i> and <i>F. schrenkii</i> (Polyporales, Basidiomycota) in the <i>F. pinicola</i> species complex in North America, are described and illustrated. Previous molecular phylogenetic analyses identified three well-delimited lineages that represent <i>F. mounceae</i> and <i>F. ochracea</i> from Canada, the Appalachian Mountains, and the northern United States and <i>F. schrenkii</i> from western and southwestern regions of the United States. <i>Fomitopsis pinicola</i> sensu stricto is restricted to Eurasia and does not occur in North America. Morphological descriptions of basidiocarps and cultures for <i>F. mounceae, F. schrenkii</i>, and <i>F. ochracea</i> are presented. The three species are readily differentiated by nuc rDNA internal transcribed spacer (ITS1-5.8S-ITS2 = ITS) sequence, geographic distribution, and basidiospore size. <i>Polyporus ponderosus</i> H. Schrenk is an earlier illegitimate synonym of <i>F. schrenkii</i>. Both <i>F. mounceae</i> and <i>F. schrenkii</i> have a heterothallic multiallelic incompatibility system.
DOI: 10.17632/k5p45z33kb
title: Analysis of research data for 11 Institutions - Data Monitor

description: We conducted an analysis to confirm our observations that only a very small percentage of public research data is hosted in the Institutional Data Repositories, while the vast majority is published in the open domain-specific and generalist data repositories. For this analysis, we selected 11 institutions, many of which have been our evaluation partners. For each institution, we counted the number of datasets published in their Institutional Data Repository (IDR) and tracked the number of public research datasets hosted in external data repositories via the Data Monitor API. External tracking was based on the corpus of 14+ mln data records checked against the institutional SciVal ID. One institution didn’t have an IDR. We found out that 10 out of 11 institutions had most of their public research data hosted outside of their institution, where by research data we mean not only datasets, but a broader notion that includes, for example, software. We will be happy to expand it by adding more institutions upon request. Note: This is version 2 of the earlier published dataset. The number of datasets published and tracked in the Monash Institutional Data Repository has been updated based on the information provided by the Monash Library. The number of datasets in the NTU Institutional Data Repository now includes datasets only. Dataverses were excluded to avoid double counting.
DOI: 10.6084/m9.figshare.1060464.v20
title: Virtual Intracranial Stenting Challenge 2011: CFD solutions group E

description: CFD solutions submitted by research group E to the Virtual Intracranial Stenting Challenge 2011 (VISC'11). Fileset content: * case0.vtu, case1.vtu, etc.: CFD solutions of all cases stored in vtkUnstructuredGrid objects * cfd_setup.txt: Details on the mesh and CFD set-up More details on VISC'11: Cito S, Geers AJ, Arroyo MP, Palero VR, Pallarés J, Vernet A, Blasco J, San Román L, Fu W, Qiao A, Janiga G, Miura Y, Ohta M, Mendina M, Usera G, Frangi AF. Accuracy and Reproducibility of Patient-Specific Hemodynamics Models of Stented Intracranial Aneurysms: Report on the Virtual Intracranial Stenting Challenge 2011. Annals of Biomedical Engineering, 43(1):154-167, 2015. Contact: Arjan Geers (ajgeers@gmail.com) Links: * http://dx.doi.org/10.6084/m9.figshare.1060443 : FigShare fileset "VISC'11: Input data" * http://dx.doi.org/10.6084/m9.figshare.1060453 : FigShare fileset "VISC'11: Particle imaging velocimetry data" * https://github.com/ajgeers/visc11 : GitHub repository with code to reproduce the plots of the journal paper