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  • Results of reliability assessment of punching shear resistance models for flat slabs without shear reinforcement through three different reliability analysis techniques: Mean Value First Order Second Moment Method (MVFOSM), First Order Second Method (FOSM) and a Monte-Carlo Simulation with Importance Sampling (MC-IS).
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  • The research question for this dataset was: How will climate change impact the growth of spring wheat in Fairbanks, Alaska? The DSSAT CERES-Wheat crop simulation model was used to answer this research question. Data consists of DSSAT V4.7.0.0 Files and Field Data. Data in the Field Data files were collected at the University of Alaska Fairbanks small grains variety trial plot in Fairbanks, AK. This field data was input into DSSAT. DSSAT Files were used to calibrate, validate, and apply the DSSAT CERES-Wheat crop simulation model for simulating spring wheat growth (cultivar Ingal) in projected climate change scenarios. These DSSAT files are ready for a modeler to use.
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  • The dataset contains the data collected in a user study carried out to evaluate the impact of using domain knowledge, ontologies, in the creation of global post-hoc explanations of black-box models. The research hypothesis was that the use of ontologies could enhance the understandability of explanations by humans. To validate this research hypothesis we ran a user study where participants were asked to carry out several tasks. In each task, the answers, time of response, and user understandability and confidence were collected and measured. The data analysis revealed that the use of ontologies do enhance the understandability of explanations of black-box models by human users, in particular, in the form of decision trees explaining artificial neural networks.
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  • GIS data associated with Neugarten RA et al. 2020. Trends in protected area representation of biodiversity and ecosystem services in five tropical countries. Ecosystem Services 42:101078. Includes data from Cambodia, Guyana, Liberia, Madagascar, and Suriname Datasets included: country boundaries, protected areas in 2003 and 2017, biodiversity priority areas, forest cover in 2003 and 2015, forest carbon stocks, non-timber forest products, and freshwater ecosystem services
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  • The dataset provides a chaos game representation (CGR) of SARS-CoV-2 virus nucleotide sequences. The dataset is composed of 100 virus instances of SARS-CoV-2. In addition, the dataset also provides a CGR representation of 11540 viruses from the Virus-Host DB dataset and the other three Riboviria viruses from NCBI.
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  • Primary and raw data from the manuscript "CACNA1S haploinsufficiency confers resistance to New World arenavirus infection"
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  • Identifying Factors Affecting E-customer Loyalty in Gamified Trusted Store Platforms: A Case Study Analysis in Iran
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  • Collected data from patients
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  • The THA-col composite was prepared by mixing THA (2.5% w/v) and col 1 (0.5% w/v) with simultaneous gelation induced by hydrogen peroxide and horseradish peroxidase for THA and neutralization for col. The composite biomaterial ink was characterized for fibrillation by turbidity measurement, fluorescence microscopy and rheological properties (shear thinning behaviour and amplitude sweep) were assessed. Anisotropic properties were introduced upon 3D bioprinting (3D DiscoveryTM, RegenHU) the biomaterial ink. Cellular behaviour was investigated by embedding human mesenchymal stromal cell (MSC) spheroids into the hydrogel. Cell migration as well as chondrogenic differentiations was analysed over time by microscopy with subsequent image analysis (Oval plugin, ImageJ, NIH), gene expression analysis, histological stainings and glycosaminoglycan and DNA quantification. The fibrillation of col 1 and the homogenous distribution of the fibers within THA was shown by second harmonic generation imaging and fluorescent imaging and confirmed by turbidity measurement. After 3D bioprinting an anisotropic alignment of col fibrils was achieved that guided cell migration along the fiber orientation. Cell migration of hMSC spheroids showed similar behavior comparing THA-col and col whereas no migration was present for THA only. Chondrogenic differentiation resulted in an increase in cartilage related genes (col 2, aggrecan) with low tendency of hypertrophy (col X, col I, RunX2). Cartilage like matrix deposition was further corroborated by quantification of GAGs within samples that showed an overall increase within 21 days of culture similar to hMSC pellet control group. Safranin O staining resulted confirmed production of proteoglycans . Extrusion based printing has been investigated to produce scaffolds with anisotropic properties on microscale exploiting the shear forces inducing alignment of col fibres within a shear thinning HA matrix. The combination of the two matrix components brings unique features and advantages addressing cell migration, differentiation and material tissue integration compared to the single polymers. THA-col biomaterial has shown its potential for cartilage tissue engineering and represents a potential injectable material for cell free cartilage treatment.
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