cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/fh3cn7pc4f
title: Iris Dataset for On-chip Flex-MNN Training

description: This dataset is the original data for the Flex-MNN training and testing in manuscript ISCIENCE-D-24-13701. The dataset contains 120 samples. In this dataset, the column 2-5 represent the parameter of the Iris flower: the length and the width of the sepals and petals, in normalized format. The column 6-8 represent the flower type: 'setosa', 'virginica' and 'versicolor'.
DOI: 10.17632/p7zwd533tk
title: Data of The Effects of Social Commerce Environmental Characteristics on Customers' Purchase Intentions: The Chain Mediating Effect of Customer-to-Customer Interaction and Customer-perceived Value

description: Based on the Stimulus-Organism-Response model, this paper built a chained mediating model to reveal the relationships between environmental factors and customer behavior. H1a: The relationship between the interactivity and customers’ product interaction is an inverted U-shaped curve. H1b: The relationship between interactivity and customers’ interpersonal interaction is an inverted U-shaped curve. H2: The stickiness has a positive influence on customers’ product interaction(H2a) and interpersonal interaction(H2b). H3: The personalization has a positive influence on customers’ product interaction(H3a) and interpersonal interaction(H3b). H4: The sociability has a positive influence on customers’ product interaction(H4a) and interpersonal interaction(H4b). H5: Product interaction has a positive influence on customer-perceived functional value(H5a), emotional value (H5b), and social value(H5c). H6: Product interaction has a positive influence on customer-perceived functional value(H6a), emotional value (H6b), and social value(H6c). H7: Customer-perceived functional value(H7a), emotional value(H7b), and social value(H7c) have a positive influence on purchase intentions. H8a: The relationship between the interactivity of social commerce and purchase intentions is an inverted U-shaped curve. H8b: The stickiness has a positive influence on purchase intentions. H8c: The personalization has a positive influence on purchase intentions. H8d: The sociability has a positive influence on purchase intentions. H9: Customer-to-customer interaction mediates the effect of interactivity(H9a), stickiness(H9b), personalization(H9c), and sociability(H9d) on purchase intentions. H10: Customer-perceived value mediates the effect of interactivity(H10a), stickiness(H10b), personalization(H10c), and sociability(H10d) on purchase intentions. H11: Customer-to-customer interaction and customer-perceived value have a chain mediating effect between interactivity(H11a), stickiness(H11b), personalization(H11c), and sociability(H11d) and purchase intentions. Empirical analyses showed that four technical environmental characteristics will increase customers’ purchase intentions through customer-to-customer interaction and perceived value. One of these characteristics, “interactivity,” has inverted U-shaped influential effects on the whole pathway. On the other hand, three others—stickiness, personalization, and sociability—have linear influential effects.
DOI: 10.17632/vybb4wcbb7
title: Using locally available fertilisers to enhance the yields of swidden farmers in Papua New Guinea

description: Data used for the analyses and figures in the paper titled "Using locally available fertilisers to enhance the yields of swidden farmers in Papua New Guinea". For a full description of the hypotheses, methods used and results, please refer to the paper. Our aim was to investigate whether using locally available fertilisers can increase soil quality, crop yields and lifetimes of swidden fields in Papua New Guinea (PNG). In August 2018 we set up experimental gardens on the land of swidden farmers in the PNG Lowlands, in which we grew sweet potato. Gardens were set up on two types of sites: five were established on new sites that had just been prepared for gardening by cutting and burning vegetation after a fallow period, whereas another five were prepared on recently abandoned garden sites which were being fallowed. We applied compost consisting of decaying banana peels, chicken manure and NPK fertiliser to different plots in the gardens, and tracked soil quality and yields of sweet potato over 12 months (three subsequent cropping periods). This data set contains information on (1) soil nutrients, (2) soil moisture, (3) nutrients in sweet potato leaves, (4) nutrients in sweet potato tubers, (5) yields of sweet potato leaves and vines, (6) yields of tubers, (7) tuber quality, (8) tuber taste, and (9) market price of sweet potato tubers on the Madang market.
DOI: 10.6084/m9.figshare.19382603.v1
title: DEG tables

description: Lists of differentially expressed genes for the drought main effect and for each genotype.<br>For the R code please see: https://doi.org/10.6084/m9.figshare.19382594.v1<br>
DOI: 10.17632/bhddms3m9d
title: BEHAVIOUR ANALYSIS DURING HEAT STRESS IN PIGS

description: The data generated during behaviour evaluation in pigs associated with study of cooling system development in pig housing systems to alleviate heat stress. Control (c) means heat stressed group and Treatment (T) means heat stress alleviated group.
DOI: 10.6084/m9.figshare.3553308.v1
title: Appendix B. Mesocosm establishment methods.

description: Mesocosm establishment methods.
DOI: 10.17632/cj7fbmmj63
title: Synthetic railroad level crossing point clouds

description: The purpose of this research is to explore methods for generating synthetic point clouds that can be used to train neural networks. This is tested using level crossings between roads and railroads. The original point clouds were captured by railborne mobile laser scanning and the 3D mesh geometries come from an object library provided by the Swedish Transport Administration. The findings show that a neural network trained using point clouds created by rearranging objects into new scenes outperforms a network trained using conventional scene augmentation. Networks trained using the semi- and fully synthetic point clouds do not reach the baseline of conventional augmentation, but there could still be benefits to the approach. The main challenges of synthesizing point clouds consists of creating appropriate radiometric profiles and creating sufficient geometric variation for the object geometries. This repository contains the code and the point cloud samples used to generate the data sets used in the study. The data consists of the original point clouds broken down into individual objects and point clouds created from 3D mesh geometries. The code is used to assemble ground truth data, create augmented copies of the original crossings, generate new crossings by semi-randomly assembling point cloud components, and creating synthetic crossings using geometries from 3D mesh models. For information about how to use the code, see readme.md.
DOI: 10.17632/s6j8h9yy57
title: Proteomics Data for "Cannabinoid Receptor 1 Antagonist Genistein Attenuates Marijuana-Induced Vascular Inflammation"

description: Supporting Olink (human) and Luminex (mouse) proteomics data for the study "Cannabinoid Receptor 1 Antagonist Genistein Attenuates Marijuana Induced Vascular Inflammation". Two data sets are included. First, circulating markers of inflammation are investigated using Olink proteomics analysis of human plasma collected from recreational smokers. After smoking a marijuana cigarette, plasma samples were serially drawn over 180 minutes to compared inflammation marker profiles. In the second data set, mouse plasma cytokines were quantified in EDTA anticoagulated plasma using a Luminex Analytes quantified using the Luminex mouse 48-plex assay (Procarta) from C57BL/6J mice treated with vehicle control, THC, or THC plus genistein.
DOI: 10.17632/76zk3dpyxx
title: cervical cancer

description: data of the paper
DOI: 10.17632/mp2md9962c
title: Benvitimod Ameliorates Rosacea-Like Eruptions in Mice and Suppresses the TLR Pathway in Keratinocytes

description: Traditional treatments for rosacea are quite limited with high recurrence rates. A more reliable and targeted therapy is urgently needed. We conducted this study to evaluate the underlying mechanisms of benvitimod on rosacea in vivo and invito. Benvitimod ameliorated LL37-induced rosacea-like eruptions in mice as indicated by reductions in redness scores and areas as well as in dermal inflammatory cell infiltrates. Elevated expressions of CXCL9, CXCL10 and CXCL11 following LL-37 treatment in these mice were decreased by benvitimod. In HaCaT cells receiving LL-37, TLR2 and chemokines were up-regulated, and levels of chemokines were further enhanced in LL-37 induced HaCaT cells overexpressing TLR2. In response to a regiment of 10 μM benvitimod for 8h, gene expressions of TLR2 and the CXCL9, CXCL10 and CXCL11 chemokines were decreased. In addition, protein expressions of these indices were decreased in response to 10 μM benvitimod for 24h. Benvitimod is beneficial in the treatment of LL-37-induced rosacea as demonstrated in mice and HaCaT cells. These findings not only suggest that benvitimod may provide a potential new therapeutic agent for the treatment of rosacea, but also indicate some of the mechanisms involved with these beneficial effects.
DOI: 10.17632/g55z4wp3x9
title: Salinity level influenced morpho-physiology and nutrient uptake of young citrus rootstocks

description: Sour orange (Citrus aurantium L.) and Volkamer Lemon (Citrus volkameriana) are two multiple use species that are generally grown as rootstock for sweet oranges. They comprise over 70% of the rootstocks used in Jordan for various citrus scions. Although citrus is highly sensitive to salinity, we hypothesize that rootstocks response to salt stress is different. This study was undertaken to evaluate salt tolerance level of two important rootstock and to identify their potential use in improving salinity tolerance in citrus.  Seedling growth and ion and nutrients uptake and partitioning as well as physiological responses such as chlorophyll content and stomatal resistance and their impact on growth and development were also evaluated under greenhouse conditions.
DOI: 10.17632/sspmr2js75
title: BioModelSolver

description: Solver for biological models with GUI.

GitHub: https://github.com/GDanovski/BioModelSolver
DOI: 10.6084/m9.figshare.6289121.v1
title: Litter decomposition in China.xlsx

description: The feedback between litter and climate is partly determined by litter turnover time (LTT) that is affected by climate, litter and soil properties. However, the earth system models that simulate C-climate feedbacks are largely untested with respect to LTT and the interplay between these variables and LTT are rarely quantified. To investigate the direct and indirect effects of climate variables, litter quality, and soil properties on LTT, we obtained 1378 LTTs and their respective environmental variables from 246 published papers, which spanned forest, grassland, and cropland ecosystems. We analyzed the spatial pattern of LTT and investigated the direct and indirect effects of these variables on LTT. The mean LTT was longest in forest ecosystems, followed by grassland and cropland ecosystems. LLT varied significantly according to litter tissues (root, stem, and leaf), litter species, and climate zones. Mean annual temperature (MAT) and precipitation (MAP) best predicted LTT when we used negative exponential equations. Among these variables, the most influential variable on LTT was MAT for the forest litter and cropland litter, and MAP for grassland litter. Climate (MAT and MAP) accounted for more than half of the relative influence on LTT, followed by litter quality (litter tissues, carbon to nitrogen ratio of litter, and lignin content), and soil properties (soil organic carbon and sand content). Path analysis identified MAT negatively affected LTT both directly and indirectly through decreasing litter quality and soil properties. MAP negatively affected LTT by decreasing lignin content. Lignin content positively affected LTT both directly and indirectly through increasing soil organic carbon. <i>Synthesis</i>. Our results suggest that climate variables has contrasting effects on LTT and could mediate litter quality and soil properties to control LTT. These results highlight important implications for climate-smart soil management and aid the reliable model predictions.
DOI: 10.15468/dl.sfxff4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.0623 31.9334,26.9648 31.9498,26.9648 28.8496,35.2246 28.8496,35.4082 29.442,34.5107 31.7446,34.2089 31.83,33.6449 31.6171,32.7153 31.5989,32.1134 31.9914,31.0159 32.1003,30.233 31.9935,29.1426 31.3343,27.0623 31.9334))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012931-250525065834625/datasets/export for details.
DOI: 10.17632/7rxhndg2fz
title: FracturationInRockMass

description: These data were collected before excavating a high cutting in a migmatitic rock for the creation of a bypass in the French Pyrenees (Gasc-Barbier et al., 2008). They can be used to understand the fracturation of the rock mass or to test design methods. Location: Ax-les-Thermes lies 130 km south of Toulouse, just 30 km from the border between France and Andorra, in the primary axial zone of the French Pyrenees. Three orogenic phases that affected the entire mountain lead to considerable fracturing of the site, which is apparent in different forms depending on the area studied. Geological information: The bypass encounters Quaternary superficial formations, fluvioglacial materials, and then the rock substratum, where the benchmark takes place. The slope understudy is mainly composed of Augen gneiss and leptinic gneiss, in practice it is impossible to separate them into two distinct areas and hence the formation is best described as migmatite (in the widest sense). All these rocks are heavily fractured Scanlines (scanlines.xls): For several reasons, excavation was stopped when the proposed 42 m high cutting was 15 m high. This provided an opportunity to realize scanlines on the new cuttings to obtain statistical information on the joint properties “in” the rock mass. A scanline is a horizontal line (of about 10 m) drawn on a rock face. The scanline should have spatial references (dip and dip direction if possible). The standard properties of all the joints that intersect the line are mapped: dip, dip direction, spacing, trace length, weathering, aperture, infill, and roughness. Several lines in different directions were drawn in order to try to intersect the maximum number of joint sets. In this particular case and because of the geometry of the site, the scanlines were drawn on three faces as depicted in scanline_location.png but their lengths were quite different. 11 horizontal scanlines (from 6 to 30 m) were plotted including 856 discontinuities over 181.5 m (scanlines.xls). Borehole images: Two boreholes (SC43.pdf and SP47.pdf) were inspected by camera. borehole.xlxs summarizes the data Mechanical data, elastic waves velocities, uniaxial and Brazilian tests, and shear tests on natural joints are provided on labo_Ax.xls
DOI: 10.17632/7vpbms74cb
title: Targeted lipidomics on HT-29 cells that were treated with and without propionate

description: Targeted lipidomics was performed on HT-29 cells that were treated with and without propionate. The goal was to assess how lipids were impacted with priopionate treatment. The experimental design included treating HT-29 cells (approximately 214800/well) with and without 0.2 mM propionate for 48 hours. The treatment media was EBSS, 5% FBS and p/s. There were four biological replicates for the control and treatment cohorts. Total lipid extracts from cell pellets were prepared using a modified MTBE lipid extraction protocol. Total lipid extracts were analyzed by liquid chromatography coupled to targeted tandem mass spectrometry (LC-MS/MS). The LC-MS/MS analyses were performed on an Ultimate 3000 Ultra High-Performance Liquid Chromatograph coupled to a Thermo TSQ Altis Tandem Quadrupole Mass Spectrometer (Thermo Scientific, San Jose, CA). LC-MS/MS methodology was adapted from the literature. LC-MS/MS data was acquired using Thermo’s Xcalibur software and data processing was achieved using Xcalibur 4.2 and TraceFinder 5.1.
DOI: 10.17632/ym5h3prdmp
title: lumbar disc herniation

description: The files are supplementary data for outcomes of in-patient physiotherapy setup among patients with Lumbar Disc Herniation
DOI: 10.6084/m9.figshare.8982233.v1
title: "The gut microbiota influences skeletal muscle mass and function in mice" - NMR data of liver, serum and skeletal muscle of conventional mice, pathogen-free mice and germ-free mice

description: 600 MHz <sup>1</sup>H NMR spectrometry analysis of skeletal muscle (gastrocnemius), liver, and serum from pathogen-free mice, conventional mice and germ-free mice. <sup>1</sup>H NMR spectra were manually corrected for phase and baseline distortions and digitized using an in-house MATLAB (version R2014a, The Mathworks, Inc.; Natwick, MA, USA) script. Spectra were subsequently referenced to the internal chemical shift reference (trimethylsilyl-[2,2,3,3,-<sup>2</sup>H<sub>4</sub>]-propionate, TSP) at δ 0.0. Spectral regions corresponding to the internal standard (δ -0.5 to 0.5) and water (δ 4.5 to 5.5) were excluded.
DOI: 10.17632/g8wrh8y3ws
title: Research letter: BRAF-inhibitor induced panniculitis- A systematic review Supplemental Material

description: To identify the common clinicopathological characteristics and management of BRAF-inhibitor induced panniculitis (BiP) we performed a systematic review that summarizes the current literature reporting the development of BiP. BiP appears to be a mild cutaneous adverse reaction that may benefit from symptomatic management without targeted therapy cessation. 

The following supplemental materials include a figure representing the schematic overview of our systematic review and tables of search terms and data points collected from the included reports. Additional tables of summarized patient characteristics and histopathology results, individual patient demographics and clinical findings, and the references of the studies included in this review.
DOI: 10.6084/m9.figshare.1533109.v8
title: The tragedy of the commons and prisoner's dilemma may improve our realization of the theory of life and provide us with advanced therapeutic ways

description: Maintenance of cooperative traits is a critical question in evolutionary theory, especially when the social dilemma, generated by the interface between cooperators and cheaters, is invoked. Since the 1960s, a large body of literature has focused on this topic and suggested various solutions. However, despite the great effort of evolutionary biologists, the arguments advanced are only partial and never seem to offer a conclusive answer. Nevertheless, it seems that the only generalizable solution is ‘consciousintervention’ as illustrated in the article. The findings implied by the following theoretical analysis have important therapeutic applications. They also represent a promising direction for future studies on invasive engineered ‘cheaters’ having plasmids carrying self-interested traits invading biofilms of pathogenic bacteria ‘cooperators’. In fact, this perspective approach can be extended to the treatment of viral diseases and cancer
DOI: 10.17632/6gfrvzfh69
title: Kurdish Sign Language(KuSL2023)Dataset

description: The KuSL2023 dataset, a compilation of 71,400 sign language images, amalgamates the ASL alphabet dataset and the ArSL2018 dataset, encompassing 34 sign language combinations. The ASL alphabet dataset contributes 78,000 RGB photos, while the ArSL2018 dataset, assembled in Al Khobar, Saudi Arabia, by forty contributors, comprises 54,049 images representing the Arabic alphabet. Clean-up procedures, including centering pictures and resolving imperfections, were employed to standardize the images. Notably, the 23 most commonly used letters from the Kurdish Alphabet–Arabic script were derived from the ArSL2018 dataset, with the remaining Kurdish alphabet letters sourced from the ASL alphabet collection. Researchers and developers can access the KuSL2023 dataset for training and testing machine learning models for sign language recognition and related tasks, with the dataset freely available for non-commercial use.
DOI: 10.6084/m9.figshare.23546670.v1
title: Dataset: Abraham Model Solvent Coefficients

description: A comprehensive compilation (N=157) of Abraham solvation model solvent coefficients c, e, s, a, b, v, and the ionic j<sup>+</sup> and j<sup>- </sup>(where avaialble) together with SMILES and references.
DOI: 10.17632/hnm5sczn45
title: A multiscale accuracy assessment of moisture content predictions using time-lapse electrical resistivity tomography in mine tailings

description: Accurate and large-scale assessment of volumetric water content (VWC) plays a critical role in mining waste monitoring to mitigate the geotechnical and environmental risks they can represent. In recent years, time-lapse electrical resistivity tomography (TL-ERT) has emerged as a promising monitoring approach that can be used in combination with traditional invasive and point-measurements techniques to predict VWC in mine tailings across larger scales. Generally, the bulk electrical conductivity (EC) imaged using TL-ERT is converted into VWC in the field using petrophysical relationships that have been calibrated in the laboratory at sample scales. This study is the first to assess the scale effect on the accuracy of ERT-predicted VWC in mine tailings. Simultaneous and co-located monitoring of bulk EC and VWC are carried out in mine tailings at five different scales, ranging from a few centimeters sample-scale cells to a 20 m-long experimental cover in the field. At each scale, the hydrogeophysical datasets are used to calibrate an Archie petrophysical model, which is used to predict VWC from TL-ERT data at the other scales. Overall, the accuracy of ERT-predicted VWC is ±0.03 m3∕m3 at the scales studied, and the petrophysical models determined at sample-scale in the laboratory remain valid at larger scales. Notably, the impact of temperature and pore water EC evolution plays a major role in VWC predictions at the field scale (tenfold reduction of accuracy) and, therefore, must be properly taken into account during the TL-ERT data processing using complementary hydrogeological sensors. Based on these results, we suggest that future studies using TL-ERT to predict VWC in mine tailings could use sample-scale laboratory apparatus similar to the electrical resistivity Tempe cell presented here to calibrate petrophysical models and carefully upscale them to field monitoring applications.
DOI: 10.17632/48y2y99mb9
title: FSL-105: A dataset for recognizing 105 Filipino sign language videos

description: FSL-105 is a dataset for 105 different Filipino Sign Language signs. The dataset contains 2130 4-second video clips. The clips are then separated into a 20-80 split. The files test.csv and train.csv contains the path of the clips. The labels.csv files contain the label and category per numeric id.