cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/vpngm4j23t.1
title: Variance based weighting of multisensory head rotation signals for verticality perception

description: This data set contains the data and code to reproduce the results presented in the PLoS One article "Variance base weighting of multisensory head rotation signals for verticality perception by Christopher J. Dakin, Prateek Kumar, Patrick A. Forbes, Amy Peters, Brian L Day.
DOI: 10.17632/wkg6844nwv.2
title: Dual function of PDGFRalpha positive progenitor cells during regeneration and revascularization stimuli
DOI: 10.17632/j3frnj29mt.1
title: REMPET2

description: Prodromal progression of [18F]FDG-PET-based Parkinson’s disease-related pattern expression in a cohort of iRBD patients as compared to baseline [123I]MIBG and [123I]FP-CIT-SPECT: a four-year prospective, multicentre, multimodal imaging, observational pilot study (REMPET2) BACKGROUND Isolated REM sleep behavior disorder (iRBD) is known to be prodromal for alpha-synucleinopathies like Parkinson’s disease (PD) and dementia with Lewy bodies. The [18F]FDG-PET-based PD-related brain pattern (PDRP) may be used to monitor disease progression and identify those who will phenoconvert. We longitudinally investigated the relationship between PDRP expression changes and motor, olfactory, cognitive, and imaging biomarkers in relation to phenoconversion risk in iRBD subjects. METHODS 20 iRBD patients underwent two [18F]FDG-PET brain scans an average of 3·7 years apart. They also underwent baseline and repeated cognitive, motor, and olfactory testing, roughly corresponding to the times of the first and second PET scans. Additionally, 17 patients underwent baseline dopamine transporter imaging ([123I]FP-CIT-SPECT), and of these, 15 patients underwent cardiac adrenergic imaging ([123I]MIBG scintigraphy) at baseline and another two after the second [18F]FDG-PET scan. FINDINGS At baseline, 8/20 (40%) iRBD subjects expressed a PDRP z-score above the ROC-determined significance threshold of 1·98. At follow-up, 6 additional subjects exhibited suprathreshold PDRP z-scores, for a total of 14/20 (70%). PDRP expression increased in every subject between the two scans (p=0·00008). All subjects with pathological [123I]FP-CIT-SPECT scans at baseline, and all subjects except for one with abnormal [123I]MIBG scintigraphy at baseline, were found to have suprathreshold PDRP z-scores at follow-up. Additionally, four subjects (20%) have phenoconverted to clinical parkinsonism. Of these, three subjects underwent baseline [123I]MIBG and [123I]FP-CIT-SPECT imaging, all with abnormal results. Baseline and follow-up PDRP expression scores, as well PDRP score rate-of-change corresponded to changes in motor function and may signify imminent phenoconversion. This study is registered with the Netherlands Trial Register (NTR), number NL8057. INTERPRETATION Our results support the use of serial PDRP expression measurements as a prodromal PD progression biomarker in iRBD patients. FUNDING Stichting ParkinsonFonds Nederland and ParkinsonFonds Deutschland. W.H. Oertel is a Hertie Senior Research Professor (Charitable Hertie Foundation, Germany).
DOI: 10.17632/p3y3xjmpjt.1
title: CFD Validation Database for NACA HFSX Hydrodynamics

description: The NACA HFSX hydrofoil is used in numerous renewable energy applications including marine current turbines (MCTs) which operate at relatively low Reynolds number (in this database Re=190,000). The flow around NACA HFSX hydrofoil at such Re value is transitional which makes the establishment of proper CFD models quite challenging. In the present work, we propose an open-source CFD validation and benchmarking database for this important hydrofoil using the Shear-Stress Transport version of Wilcox’s k-ω turbulence model (SSTk-ω). This validation database aims at providing means of CFD validation to the community for such important application. The files in this database are provided to the CFD community, which includes the setup and solution files of ANSYS Fluent® simulations at angle-of-attack ranging from 0 to 16 degrees. The database is established based on comparison with experimental measurement from (Goundar & Ahmed, 2013, Applied Energy) for the coefficients of lift (C_l) and pressure (C_po) with average error that is considerably lower than any published study at such Reynolds number.
DOI: 10.17632/y749944ddt.1
title: ZJU SYG crack data set

description: A crack data set for object detection based on deep learning.
DOI: 10.17632/zfjjvhhzf6.2
title: Dataset for the manuscript ''Potential influence of roadbed frost loading on water main failure''

description: This dataset includes input data for the thermal-hydraulic-mechanic model used in the manuscript entitled ''Potential influence of roadbed frost loading on water main failure'' by Huang, X., Rudolph, D., and Glass, B.
DOI: 10.17632/zfjjvhhzf6.1
title: Dataset for the manuscript ''Potential influence of roadbed frost loading on water main failure''

description: This dataset includes input data for the thermal-hydraulic-mechanic model used in the manuscript entitled ''Potential influence of roadbed frost loading on water main failure'' by Huang, X., Rudolph, D., and Glass, B.
DOI: 10.17632/zjbbtcgbk7.3
title: Surface-borehole TEM forward modeling

description: They are the parallelized codes used for surface-borehole TEM forward modeling based on the code Loki (developed by Fred Sugeng, Art Raiche and Glenn Wilson in Electromagnetic Modeling Group – CSIRO Exploration & Mining ). The codes are compiled in the language ANSI Standard Fortran 95. The code is parallelized with MPI and OpenMP. With the software Visual Studio and Intel Parallel Studio XE, one can open the codes and do the surface-borehole TEM forward modeling with any geological model. Four codes are developed based on the Loki, they are (1) ModSBTEM_3D_LbyL.v1 parallelized with even mode, the tasks are assigned to the processors evenly; (2) ModSBTEM_3D_LbyL.v2 parallelized with uneven mode, the tasks are assigned to the processors randomly; (3) ModSBTEM_3D_LbyL.v3 parallelized with uneven mode and optimized with multiple meshes, the geological model is discretized with multiple meshes; (4) ModSBTEM_3D_LbyL_Hybrid.v2.2 parallelized with hybrid MPI and OpenMP. Hardware requirement: a computer with multiple cores; software: Visual Studio and Intel Parallel Studio XE; program language: ANSI Standard Fortran 95.
DOI: 10.5281/zenodo.3593570
title: RCMIP Phase 1 Data

description: RCMIP phase 1 dataset accompanying the initial submission of <em>Reduced complexity model intercomparison project phase 1: Protocol, results and initial observations</em> to <em>Geoscientific Model Development. </em>The full author list can be found in the paper.
DOI: 10.17632/g76bm5cm4g.3
title: Supplementary Information: “Gamma spectrometry and LabSOCS-simulated efficiency in the radiological characterisation of quadrangular and cubic specimens of hardened portland cement paste”

description: This file contains supplementary information for the paper ‘Gamma spectrometry and LabSOCS-simulated efficiency in the radiological characterisation of quadrangular and cubic specimens of hardened portland cement paste’, with detailed descriptions of the methods used and findings reported.
DOI: 10.17632/g3g5n38bhy.3
title: Global and local diet popularity rankings, their secular trends and seasonal variation in Google Trends data. Dataset.

description: We used Google Trends to identify and analyze course over time and regional interest of (n = 47) topics related to diets.
DOI: 10.17632/g3g5n38bhy.1
title: Global and local diet popularity rankings, their secular trends and seasonal variation in Google Trends data

description: We used Google Trends to identify and analyze course over time and regional interest of (n = 47) topics related to diets.
DOI: 10.17632/g3g5n38bhy.2
title: Global and local diet popularity rankings, their secular trends and seasonal variation in Google Trends data

description: We used Google Trends to identify and analyze course over time and regional interest of (n = 47) topics related to diets.
DOI: 10.17632/9x4mfjwnkv.1
title: International C2C Climate Network

description: The following dataset provides actual data of international city-to-city (C2C) climate networks aggregated into country level. It comprises the four identified international C2C climate networks: IUC, C40, World Mayor's Council on Climate Change and ISCI. The data is used to assess topological characteristics of the four international C2C networks including eigenvector centrality and degree centrality, to answer the following research question: who are the mains actors of international C2C climate networks and what are the topological network characteristics of active international C2C climate networks? The data is based on 2019 website updates.
DOI: 10.17632/zjbbtcgbk7.2
title: Surface-borehole TEM forward modeling

description: They are the parallelized codes used for surface-borehole TEM forward modeling based on the code Loki (developed by Fred Sugeng, Art Raiche and Glenn Wilson in Electromagnetic Modeling Group – CSIRO Exploration & Mining ). The codes are compiled in the language ANSI Standard Fortran 95. The code is parallelized with MPI and OpenMP. With the software Visual Studio and Intel Parallel Studio XE, one can open the codes and do the surface-borehole TEM forward modeling with any geological model. Four codes are developed based on the Loki, they are (1) ModSBTEM_3D_LbyL.v1 parallelized with even mode, the tasks are assigned to the processors evenly; (2) ModSBTEM_3D_LbyL.v2 parallelized with uneven mode, the tasks are assigned to the processors randomly; (3) ModSBTEM_3D_LbyL.v3 parallelized with uneven mode and optimized with multiple meshes, the geological model is discretized with multiple meshes; (4) ModSBTEM_3D_LbyL_Hybrid.v2.2 parallelized with hybrid MPI and OpenMP. Hardware requirement: a computer with multiple cores; software: Visual Studio and Intel Parallel Studio XE; program language: ANSI Standard Fortran 95.
DOI: 10.17632/59d6d494rr.1
title: Data for: Determinants of Patent Infringement Awards in the US, Japan, and China: A Comparative Analysis

description: These data include patent infringement awards, litigation data, and information of the litigated patents.
DOI: 10.17632/b7mzv2tbbb.1
title: Data for: Variational Level Set Method for Image Segmentation with Simplex Constraint of Landmarks

description: The demo of Variational Level Set Method for Image Segmentation with Simplex Constraint of Landmarks
DOI: 10.17632/zjbbtcgbk7.1
title: Surface-borehole TEM

description: They are the parallelized codes used for surface-borehole TEM forward modeling based on the code Loki (developed by Fred Sugeng, Art Raiche and Glenn Wilson in Electromagnetic Modeling Group – CSIRO Exploration & Mining ). The codes are compiled in the language ANSI Standard Fortran 95. The code is parallelized with MPI and OpenMP. With the software Visual Studio and Intel Parallel Studio XE, one can open the codes and do the surface-borehole TEM forward modeling with any geological model. Four codes are developed based on the Loki, they are (1) ModSBTEM_3D_LbyL.v1 parallelized with even mode, the tasks are assigned to the processors evenly; (2) ModSBTEM_3D_LbyL.v2 parallelized with uneven mode, the tasks are assigned to the processors randomly; (3) ModSBTEM_3D_LbyL.v3 parallelized with uneven mode and optimized with multiple meshes, the geological model is discretized with multiple meshes; (4) ModSBTEM_3D_LbyL_Hybrid.v2.2 parallelized with hybrid MPI and OpenMP. Hardware requirement: a computer with multiple cores; software: Visual Studio and Intel Parallel Studio XE; program language: ANSI Standard Fortran 95.
DOI: 10.17632/8pnzvgmjfd.1
title: Data for: Effects of Development Tax on Leapfrog Development in a Thinly Traded Land Market

description: Here are the c++ code to simulate the model along with the input data files.
DOI: 10.17632/st7k8v2xj3.2
title: Late Eocene-Oligocene high relief paleotopography in the north-central Tibetan Plateau: insights from detrital zircon U-Pb geochronology and leaf wax hydrogen isotope studies

description: U-Pb ages and leaf wax isotopes from Hoh Xil Basin
DOI: 10.17632/6kvrphymb7.1
title: Study on Parameter Characterization of Portable HPGe γ Spectrometer

description: This dataset
DOI: 10.17632/59d6d494rr.2
title: Data for: Determinants of Patent Infringement Awards in the US, Japan, and China: A Comparative Analysis

description: These data include patent infringement awards, litigation data, and information of the litigated patents.
DOI: 10.17632/s3z5zd4j7c.1
title: Data for: Traffic Generated by Mixed-Use Developments—a Follow-Up 31-Region Study

description: This dataset includes the boundaries of mixed-used developments studied in the research "Traffic Generated by Mixed-Use Developments—a Follow-Up 31-Region Study".
DOI: 10.17632/rkrs78krww.1
title: Photos and faciological interpretation of Well 6

description: File containing the photos of the cored well cited on the text.
DOI: 10.17632/m9yrsnyptz.1
title: Data for: SPINK1 and pancreaticobiliary maljunction: An unusual co-etiology of pancreatitis

description: Chronic pancreatitis (CP) in childhood is a rare condition and its etiology varies with mainly associated with genetic abnormalities, autoimmune pancreatitis, and obstruction. The authors describe a 6-year-old girl presented with abdominal pain and diagnosed as CP with an infected peripancreatic fluid collections (peri-PFC), and found a pancreaticobiliary maljunction (PBM) together with a SPINK 1 mutation at N34S codon. This combination of an anatomical obstruction and genetic mutation should be aware, in early childhood presented with pancreatitis.
DOI: 10.3886/e116964
title: Political Institutions, Resources, and War: Theory and Evidence from Ancient Rome

description: How does a governing coalition's size affect the extent and type of violence in society? The model developed here predicts that larger coalitions are more likely to fight for private goods (e.g., plunder) than for public goods (e.g., defense), yet this substitution need not reduce the overall scale of fighting. That prediction is tested by investigating how Rome's transition from Republic to Empire affected military patterns. The raw data and three empirical tests suggest that the Republic engaged in more battles overall and that Republican battles had more of a public goods component. This study furthers our empirical knowledge about the ancient world while bringing data to bear on contemporary debates about the causes of peace and war.<br><br>
DOI: 10.3886/e116964v1
title: Political Institutions, Resources, and War: Theory and Evidence from Ancient Rome

description: How does a governing coalition's size affect the extent and type of violence in society? The model developed here predicts that larger coalitions are more likely to fight for private goods (e.g., plunder) than for public goods (e.g., defense), yet this substitution need not reduce the overall scale of fighting. That prediction is tested by investigating how Rome's transition from Republic to Empire affected military patterns. The raw data and three empirical tests suggest that the Republic engaged in more battles overall and that Republican battles had more of a public goods component. This study furthers our empirical knowledge about the ancient world while bringing data to bear on contemporary debates about the causes of peace and war.<br><br>
DOI: 10.5066/p9akbik9
title: Semi-automated and manual enumeration of bigheaded carps from recreational-grade side-scan sonar imagery, Perche Creek, MO, 2018

description: The dataset consists of count data derived from a series of sonar images. The data are fish counts per image from 1) a computerized process to extract fish counts, and 2) three manual assessors. Each image has a total of four associated fish counts.
DOI: 10.17632/f9fb3yw3jg.1
title: Data for: Quantitative validation of sediment trap attached to bottom fishing trawl for Polychaete sampling.

description: Total composition of the Brava Beach macrofauna, number of individuals per taxon (Taxa) using samplers with small (S), medium (M) and large (L) apertures and a cylindrical trap attached to a trawl (CIL). Note: The values shown in this table are not normalized.
DOI: 10.17632/rrd73ywmd3.1
title: Data on Indigenous traditional knowledge of medicinal plants used by herbalists in treating opportunistic infections among people living with HIV/AIDS in Uganda

description: In Uganda, herbalists widely used medicinal plants for treating people living with HIV/AIDS (PLHIV). Different species are mainly used to treat the opportunistic infections that characterise the disease. An ethnobotanical survey was conducted in eight districts of Arua, Dokolo, Mbale, Bushenyi, Iganga, Rakai, Luwero and Kaabong in different parts of Uganda. The data has been disaggregated by district in each column. Each column captures the biodata and number of herbalists interviewed by district. Then a summary of the responses to the key questions asked pertaining to the use of medicinal plants, the signs and symptoms of HIV/AIDS and the indigenous traditional knowledge and associated practices of the herbalists. Data from the individual districts is then synthesised to get a representative picture for the whole country. The data generally show that the herbalists treat HIV/AIDS by symptoms patients present with. An analysis of all the opportunistic infections and their frequency of citation by the herbalists is given. The herbalists are knowledgeable on a wide range of opportunistic infections in HIV/AIDS. The herbalists also generally counsel their patients and encourage them to simultaneous their antiretroviral drugs with herbal treatments. The data also show what the herbalists believe to be the cause of AIDS, in addition to the challenges they face in their practice.
DOI: 10.17632/prf5vffgd2.1
title: ADENOVIRUS GENOTYPES TO BE USED IN PHYLOGENETIC ANALYSIS

description: HAdV Genetic Diversity Assessment Two approaches strategies were used to select representative worldwide human adenovirus (HAdV) sequences. The first approach consisted of a bibliographic search of respiratory HAdV epidemiology in different geographical locations performed in Pubmed. The second approach included searches in Nuccore (https://ncbi.nlm.nih.gov/nuccore). For this strategy several keyword combinations were tested. Best results were achieved with “human Adenovirus” OR “mastadenovirus” AND “hexon” AND a number or name indicating the type and or adenovirus species. Several genotypes had received different names over the time (e.g. genome type 11a and genotype 55) thus requiring several searches to include these sequences. All searches were perform on July 23th 2019. Because some of the downloaded sequences were suspiciously divergent a pairwise alignment of each sequence against the reference dataset was performed with FASTA36 software [1] to both unequivocally assign genotype and region. Genotype was assigned by sequence identity. A minimum 80% sequence coverage of the partial hexon region (HVR 1-6) was required for inclusion in the final dataset. With this procedure we were able to use some sequences that were erroneously annotated as belonging to a different genotype (even species) and parts of sequences that were uploaded as a concatenation of different genomic regions.
DOI: 10.17632/st7k8v2xj3.1
title: Late Eocene-Oligocene high relief paleotopography in the north-central Tibetan Plateau: insights from detrital zircon U-Pb geochronology and leaf wax hydrogen isotope studies

description: U-Pb ages and leaf wax isotopes from Hoh Xil Basin
DOI: 10.17632/k6nbzds97v.1
title: landslide susceptibility of Czechia

description: results of susceptibility models that were calculated using logistic regression
DOI: 10.21227/fyj0-e440
title: Effect of acceptance and commitment therapy on rehabilitation patients with spinal cord injury

description: Figure A and B:A:▲：Comparison of total PTSD scores of the treatment group within before and after 1, 2 and 3 months treatment(P&lt;0.01).▼：Comparison of total PTSD scores between treatment group and control group(P&lt;0.01).■：Look at the control group, there was no significant difference between before treatment and 1 month after treatment(P&gt;0.05), but there was significant difference in the 2 months after treatment(P&lt;0.05), and the difference was more significant in the 3 months after treatment(P&lt;0.01). B: ▲：Comparison of the total FIM scores of the treatment group before and after 1, 2 and 3 months treatment(P&lt;0.01).▼：Comparison of total FIM scores between treatment group and control group(P&lt;0.01).■：Comparison of total PTSD scores of the control group before and after treatment in 1, 2 and 3 months(P&lt;0.01). Data expressed as mean ± standard error (SEM) Figure C The modified Barthel Index according to FIM scale was correlated with the total score of PTSD, and the data was expressed as mean ± standard error (SEM) * P &lt; 0.05, * * P &lt; 0.01.
DOI: 10.18434/m32155
title: 2D Segmentation of Concrete Samples for Training AI Models

description: This web-based validation system has been designed to perform visual validation of automated multi-class segmentation of concrete samples from scanning electron microscopy (SEM) images. The goal is to segment automatically SEM images into no-damage and damage sub-classes, where the damage sub-classes consist of paste damage, aggregate damage, and air voids. While the no-damage sub-classes are not included in the goal, they provide context for assigning damage sub-classes. The motivation behind this web validation system is to prepare a large number of pixel-level multi-class annotated microscopy images for training artificial intelligence (AI) based segmentation models (U-Net and SegNet models). While the purpose of the AI models is to predict accurately four damage labels, such as, paste damage, aggregate damage, air voids, and no-damage, our goal is to assert trust in such predictions (a) by using contextual labels and (b) by enabling visual validations of predicted damage labels.
DOI: 10.25581/1579555
title: SPRUCE Peat Mercury, Methylmercury and Sulfur Concentrations from Experimental Plot Cores, Beginning in 2014

description: This data set reports the results of physical and chemical analyses of peat core samples from the SPRUCE experimental study plots located in the S1-Bog in northern Minnesota, 40 km north of Grand Rapids in the USDA Forest Service Marcell Experimental Forest (MEF). Sample collection and analyses started in June of 2014 and will continue for the duration of the experiment. Core samples are collected annually from all 12 plots to a depth of 200cm in 10cm and 25cm increments. Samples are analyzed for total mercury concentration, methylmercury concentration, percent carbon, percent nitrogen, and percent sulfur.
DOI: 10.17632/nzv32s3v35.1
title: EMG signals and leg hemodynamic parameters

description: Surface EMG (sEMG) activity of right lower limb muscles was recorded from the muscle bellies of gluteus maximus (GM), rectus femoris (RF), vastus medialis (VM), vastus lateralis (VL), biceps femoris (BF), tibialis anterior (TA), lateral gastrocnemius (LG), medial gastrocnemius (MG), and soleus (SO) using parallel-bar sEMG sensors (Trigno standard EMG sensor, Delsys Inc., Boston, MA, USA) at 2000Hz, after removal of hair and cleaning with alcohol swipes. The portable NIRS apparatus was attached to the motor point of the right vastus lateralis muscle along the vertical axis of the thigh, approximately 10 cm from the knee joint.
DOI: 10.17632/9f2396k6x9.1
title: ENMTML: An R package for a straightforward construction of complex Ecological Niche Models

description: Results generated by an example run of the package ENMTML. Models were fitted for fie different species, for both current and future climatic conditions. For more details about the parameters used to fit the models please see the full article "ENMTML: An R package for a straightforward construction of complex Ecological Niche Models" available at Environmental Modelling and Software.
DOI: 10.17632/mpp453xmrd.1
title: Dataset GV et al 2019