cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dbfdm6sy6x.1
title: Experimental data_2021_Dynamic moisture transport in wood

description: The data collects values of mass and moisture content of spruce wood samples under 23 °and cyclic step-changes of 72/95 % of relative humidity. Only a single surface of each specimen was open for moisture transport. One-dimensional moisture transport in tangential and radial directions was studied. File also includes basic properties of specimens and recorded boundary conditions during the experiment. For better understanding of the heat of sorption, the temperature difference between the ambient and thermally-insulated bottom surface of two specimens was also recorded. For the data to be used for the verification of hygro-thermal numerical simulation tool, the file also includes functions of hygric properties (sorption and moisture permeability) of the same wood and parameters of proposed sorption-hysteresis model.
DOI: 10.17632/kk6jsjcvsx.2
title: A Spatially Explicit Game-Theoretic Model of Optimal Defense Strategies in Herbaceous Plants with Herbivore Movement

description: Insect behavior has been demonstrated to be influenced by the presence of certain chemicals in herbaceous plants. In particular, host plant choice by insect herbivores has been shown to depend on the the presence and odor of chemical in the plant. Thus, if the chemical plume reaches far enough, allocation to defense may also be influenced by defense strategies employed by other plants in the environment. We incorporate a neighborhood defense effect by applying spatial evolutionary game theory to optimal resource allocation in plants where cooperators are plants investing in defense and defectors are plants that do not. We use a stochastic dynamic programming model, along with ideas from game theory, to examine how defense strategies in individual plants influence population outcomes in herbaceous plants. We incorporate an individual-based model for the herbivore population and allow the herbivores to move between plants. In this case, defense is only a neighborhood benefit, and this approach yields the possibility of a population evolving to consist of only cooperators or only defectors (pure stable strategy), as well as the possibility of a mixed stable strategy. We show that our model offers a theoretical explanation for the neighborhood effect seen in empirical evidence.

This research was done as part of MC's thesis. Data was obtained entirely through simulation and modeling. All code was written by MC, and all analysis, data visualization, and simulation was completed by MC. See the `steps to reproduce' for usage instructions.
DOI: 10.17632/kk6jsjcvsx.1
title: A Spatially Explicit Game-Theoretic Model of Optimal Defense Strategies in Herbaceous Plants with Herbivore Movement

description: Insect behavior has been demonstrated to be influenced by the presence of certain chemicals in herbaceous plants. In particular, host plant choice by insect herbivores has been shown to depend on the the presence and odor of chemical in the plant. Thus, if the chemical plume reaches far enough, allocation to defense may also be influenced by defense strategies employed by other plants in the environment. We incorporate a neighborhood defense effect by applying spatial evolutionary game theory to optimal resource allocation in plants where cooperators are plants investing in defense and defectors are plants that do not. We use a stochastic dynamic programming model, along with ideas from game theory, to examine how defense strategies in individual plants influence population outcomes in herbaceous plants. We incorporate an individual-based model for the herbivore population and allow the herbivores to move between plants. In this case, defense is only a neighborhood benefit, and this approach yields the possibility of a population evolving to consist of only cooperators or only defectors (pure stable strategy), as well as the possibility of a mixed stable strategy. We show that our model offers a theoretical explanation for the neighborhood effect seen in empirical evidence.

This research was done as part of MC's thesis. Data was obtained entirely through simulation and modeling. All code was written by MC, and all analysis, data visualization, and simulation was completed by MC. See the `steps to reproduce' for usage instructions.
DOI: 10.17632/wzv9k6xh2z.1
title: Polishing of magnesium alloy for EBSD

description: Images for the paper on preparing magnesium AZ31 for EBSD analysis
DOI: 10.17632/4s6ksh3f5z.1
title: 3D printed dimple grinder polisher

description: 3D print design files and images for the 3D printed dimple grinder polisher
DOI: 10.17632/vw5n227z7k.1
title: Interpretation of Nucleophilic α- and their relative β-, γ- and δ-Effects from Recognition of Tetrel Bonding Interaction: An Experimental Validation in Solution through Fluorometry

description: The data consists of NMR spectra and output for all calculations performed in the corresponding article.
Theoretical Calculation. Herein we reported a simple and rapid strategy to validate the nucleophilicity and nucleophilic α-effect from simple steady state fluorescence measurements at room temperature with minimal sample and time requirements using a convenient fluorophore featuring an σ-hole region. The key point was the occurrence of a tetrel bond (TtB) between σ/π-hole region (A-acceptor) of the fluorophore with nucleophilic side of nucleophile. That TtB promoted a selective quenching that was dependent on the nucleophilicity of the nucleophile. Other key point was the existence of an ICT mechanism into fluorophore upon excitation, which enhanced the selectivity and strength of the quenching response. A broad number of nucleophiles from anionic species to neutral nucleophiles was analyzed. The occurrence of the TtB was theoretically and experimentally supported. Also, we introduced the concept of “nucleophilic β, γ- and δ-effects” for interpreting the over-nucleophilicity of some “β-, γ- and δ-nucleophiles”. A general interpretation of the origin of the anomalous nucleophilic effects based on the extra stabilization of transition-state and the high magnitude of HOMO energies was provided. Our strategy opens new perspective for quantifying the nucleophilicity and their anomalous effects based on the recognition of non-covalent interaction and using the fluorometry as key technique for detection. The data consisted of experimental NMR for supporting tetrel
bond adduct between probe and iodide. Output documents with all details are available from calculation derived from tetrel bond between probe 3k with different nucleophiles as well as simple .log document from optimization and HOMO/LUMO output for all studied nucleophiles at different theoretical approach. Also, simulation transition state between probe and nucleophile adduct, their optimization output as .log document are found.
DOI: 10.17632/tw839kr56d.1
title: An ultrafast optical sensor for simultaneous detection of NH3 temperature and concentration based on ultraviolet absorption spectral redshift combined with spectral reconstruction

description: Original data on the manuscript has been provided.
DOI: 10.17632/sss2jf7t9g.1
title: Variability and associated uncertainty in image analysis for soiling characterization in solar energy systems

description: The accumulation of soiling on photovoltaic modules and on the mirrors of concentrating solar power systems causes non-negligible energy losses with economic consequences. These challenges can be mitigated, or even prevented, through appropriate actions if the magnitude of soiling is known. Particle counting analysis is a common procedure to characterize soiling, as it can be easily performed on micrographs of glass coupons or solar devices that have been exposed to the environment. Particle counting does not, however, yield invariant results across institutions. The particle size distribution analysis is affected by the operator of the image analysis software and the methodology utilized. The results of a round-robin study (herein called RR2) are presented in this work to explore and elucidate the uncertainty related to particle counting and its effect on the characterization of the soiling of glass surfaces used in solar energy conversion systems. An international group of soiling experts analysed the same 8 micrographs using the same open-source ImageJ software package. The variation in the particle analyses results were investigated to identify specimen characteristics with the lowest coefficient of variation (CV) and the least uncertainty among the various operators. The mean particle diameter showed the lowest CV among the investigated characteristics, whereas the number of particles exhibited the largest CV. Additional parameters, such as the fractional area coverage by particles and parameters related to the distribution’s shape yielded intermediate CV values. The cleanliness level (L) has also been considered, based on a prior publication in which the IEST-STD-CC 1246E standard was used to describe the cumulative distribution versus the equivalent particle diameter of the deposited particles or contaminants. One prior study that serves as a background for this work is Smestad, G.P., Germer, T.A., Alrashidi, H. et al. Modelling photovoltaic soiling losses through optical characterization. Sci Rep 10, 58 (2020); https://doi.org/10.1038/s41598-019-56868-z. Together, these results can provide insights on the magnitude inter-lab variability and uncertainty for optical and microscope-based soiling monitoring and characterization.

This data was utilized for the publication of the same title published in Solar Energy Materials and Solar Cells (https://doi.org/10.1016/j.solmat.2023.112437). Herein are the micrographs (Micrographs folder), the methods used (ImageJ Methods folder) and some of the results (see the Tables folder).
DOI: 10.17632/yxcrmgcndz.1
title: Data from: Effects of climate variability and hydrologic rehabilitation measures on long-term mangrove trajectories: from reproduction to recruitment and landscape cover changes

description: Contains data used to produce every graph for the paper "Effects of climate variability and hydrologic rehabilitation measures on long-term mangrove trajectories: from reproduction to recruitment and landscape cover changes". Variables reported includes: porewater salinity, surface salinity, ONI, types of hydrologic rehabilitation measures and mangrove coverage historically in Cienaga Grande de Santa Marta (CGSM). Also contains data of propagule density and seedling/sapling diameter growth rate of L. racemosa, A. germinans and R. mangle in CGSM
DOI: 10.17632/4xr6ftymvp.1
title: [ESWA 119775] A novel network core structure extraction algorithm utilized variational autoencoder for community detection

description: We use two example datasets, karate and dolphins, where the csv file with "adj" represents the adjacency matrix and the csv file with "real" represents the real community division of each node, which can be directly used as input to the CSEA algorithm.
DOI: 10.17632/z47rbtsssp
title: O'Leary et al., 2023 Dissertation Dataset - Phytoscreening

description: A dataset developed between 2019 and 2021 includes phytoscreening data sampled by Wayne State University alongside conventional sampling datasets sampled by the Michigan Department of Environment, Great Lakes, and Energy (EGLE). All EGLE data is publicly available on the State of Michigan Remediation Information Data Exchange (RIDE).
DOI: 10.17632/z47rbtsssp.2
title: O'Leary et al., 2023 Dissertation Dataset - Phytoscreening

description: A dataset developed between 2019 and 2021 includes phytoscreening data sampled by Wayne State University alongside conventional sampling datasets sampled by the Michigan Department of Environment, Great Lakes, and Energy (EGLE). All EGLE data is publicly available on the State of Michigan Remediation Information Data Exchange (RIDE).
DOI: 10.17632/3wwkcgn42r.2
title: Sub-microscopic magnetite may be ubiquitous in the lunar regolith of the high-Ti region

description: The data of "Sub-microscopic magnetite may be ubiquitous in the lunar regolith of the high-Ti region".
DOI: 10.17632/kmtmsvtjxr.2
title: Southernmost record of Megadolodus (Litopterna, Megadolodinae) from the late Middle Miocene of Fitzcarrald, Peruvian Amazonia and mesowear analysis of diet in megadolodine litopterns

description: Data files for publication Southernmost record of Megadolodus (Litopterna, Megadolodinae) from the late Middle Miocene of Fitzcarrald, Peruvian Amazonia and mesowear analysis of diet in megadolodine litopterns
DOI: 10.17632/kmtmsvtjxr.1
title: Southernmost record of Megadolodus (Litopterna, Megadolodinae) from the late Middle Miocene of Fitzcarrald, Peruvian Amazonia and mesowear analysis of diet in megadolodine litopterns

description: Data files for publication Southernmost record of Megadolodus (Litopterna, Megadolodinae) from the late Middle Miocene of Fitzcarrald, Peruvian Amazonia and mesowear analysis of diet in megadolodine litopterns
DOI: 10.17632/559bjb6n8k.1
title: Co-treatment with Taxol and reversine in CHO cells improves micronucleation and microcell-mediated chromosome transfer efficiency

description: This dataset contains the live-cell imaging data for the manuscript entitled: Co-treatment with Taxol and reversine in CHO cells improves micronucleation and microcell-mediated chromosome transfer efficiency. All methods employed to generate these data can be found in the main manuscript.
DOI: 10.17632/cjs6spytj5.1
title: NMR and Mossbauer studies of core-shell FeCo@C ferromagnetic nanoparticles near the superparamagnetic transition

description: Figures of the paper. Supplementary data. Additional files: more TEM pictures; magnetization reversal of investigated samples (from Table 1).
DOI: 10.17632/cjs6spytj5.2
title: NMR and Mossbauer studies of core-shell FeCo@C ferromagnetic nanoparticles near the superparamagnetic transition

description: Figures of the paper. Supplementary data. Additional files: more TEM pictures; magnetization reversal of investigated samples (from Table 1).
DOI: 10.17632/ygjbckrx34.4
title: Data of experimental investigation on the brittle-ductile transition of natural mafic granulite

description: The data set contains corrected stress-strain data of natural mafic granulite samples experimentally deformed in triaxial compression at temperatures of 950 – 1150°C and a confining pressure of 300 MPa, at varying strain rates between 10-4 s-1 and 10-6 s-1, and other relevant data of the figures in the paper. Depending on the applied conditions, which are nominally in the semi-brittle and ductile deformation regimes of mafic granulite, we observed the deformation characteristics of the brittle-ductile transition of natural mafic granulite. The experiments were performed on the cylindrical samples using a gas (argon) confining medium apparatus at State Key Laboratory of Earthquake Dynamics, Institute of Geology, China Earthquake Administration, Beijing, China.
The zip-file ‘Data’ contains the raw data files recorded during deformation experiments. The calculated stress–strain data is show in the excel file named after Stress-Strain.xlsx. The zip-file ‘FTRdata’ contains the raw data files were measured by Fourier transform infrared spectroscopy. Major element compositions of mineral grains show in the word file named after EPMA.docx. Grain sizes show in the excel file named after gain size.xlsx. The zip-file ‘EBSD’ contains the EBSD results.
DOI: 10.17632/jp428ndmwk.1
title: Data of Teacher Needs on Ethnopedagogical Model Framework for Elementary Science Learning

description: This data is data obtained through questionnaires to teachers in elementary schools in Indonesia to reveal their needs for an ethnopedagogical model framework in science learning in elementary schools. The data includes their needs regarding the perception of the importance of integrating indigenous science in the form of an ethnopedagogical model framework, the need for content aspects, process aspects and product aspects in the integration of indigenous science in the form of an ethnopedagogical model framework for students in elementary schools.
DOI: 10.17632/jp428ndmwk.2
title: Data of Teacher Needs on Ethnopedagogical Model Framework for Elementary Science Learning

description: This data is data obtained through questionnaires to teachers in elementary schools in Indonesia to reveal their needs for an ethnopedagogical model framework in science learning in elementary schools. The data includes their needs regarding the perception of the importance of integrating indigenous science in the form of an ethnopedagogical model framework, the need for content aspects, process aspects and product aspects in the integration of indigenous science in the form of an ethnopedagogical model framework for students in elementary schools.
DOI: 10.17632/5vg35hc58m.1
title: invasive species modelling data

description: This raw data were used to model and predict the invasive Faxonius limosus and native Austropotamobius bihariensis distribution in a study that aimed to understand their spatial relationship and to learn about future expansion potential.
DOI: 10.17632/5vg35hc58m.2
title: invasive species modelling data

description: Raw data used in the paper ” Satmari et al. (2023) Headwater refuges: Flow protects Austropotamobius crayfish from Faxonius limosus invasion. NeoBiota”
DOI: 10.17632/cfhftjdwxy.1
title: Evaluating birch leaf tea as a functional herbal beverage: Beneficial impact on the urinary tract, and metabolism in human organism

description: Fecal (supplementary data 2) and urine metabolites (supplementary data 3) .msp spectral libraries.
DOI: 10.17632/dj65bwsrpz.1
title: LINF_360043200

description: NIPSNAP
Leishmania infantum (strain JPCM5)
DOI: 10.17632/cfhftjdwxy.2
title: Evaluating birch leaf tea as a functional herbal beverage: Beneficial impact on the urinary tract, and metabolism in human organism

description: Fecal (supplementary data 2) and urine metabolites (supplementary data 3) .msp spectral libraries.
DOI: 10.17632/2f9rjn74cj.1
title: JLP/Foxk1/N-cadherin axis fosters a partial epithelial-mesenchymal transition state in epithelial tubular cells

description: These data are for uncropped gels in the article "JLP/Foxk1/N-cadherin axis fosters a partial epithelial-mesenchymal transition state in epithelial tubular cells ".
DOI: 10.17632/b2mx7hx83x.1
title: LINF_360043900

description: polyubiquitin
Leishmania infantum (strain JPCM5)
DOI: 10.17632/8b57pz6bpj.2
title: Fast vocal-motor tracking of escaping prey in echolocating bats

description: This repository contains:
- data and Matlab code to reconstruct the two figures of this paper &
- data and R code to conduct the statistical analysis of this paper.
DOI: 10.17632/gtcfp42vg8.2
title: ANN codes for the coverage area prediction of landslides v1.0

description: This data shows the python codes of BP-ANN model for the coverage area prediction of landslides.
DOI: 10.17632/pymypbhn72.1
title: LINF_360044000

description: Domain of unknown function (DUF3846)/TPR repeat
Leishmania infantum (strain JPCM5)
DOI: 10.17632/wvzt8t9dw8.2
title: scRNAseq_data_PML_patients_Deffner_et_al_CellReports_Medicine

description: Progressive multifocal leukoencephalopathy (PML) has been associated with different forms of immune-compromise. The current study analyzes the chemokine signals and attracted immune cells in cerebrospinal fluid (CSF) during PML to define immune cell subpopulations relevant for the PML immune response. In addition to chemokines that indicate a general state of inflammation, like CCL5 and CXCL10, the CSF of PML patients specifically contains CCL2 and CCL4. Single-cell transcriptomics of CSF cells suggests an enrichment of distinct CD4+ and CD8+ T cells expressing chemokine receptors CCR2, CCR5 and CXCR3, in addition to ITGA4 and the genetic PML risk genes STXBP2 and LY9. This suggests that specific immune cell subpopulations migrate into the central nervous system to mitigate PML, and their absence might coincide with PML development. Monitoring them might hold clues for PML risk, and boosting their recruitment or function before therapeutic immune reconstitution might improve its risk-benefit ratio.
DOI: 10.17632/ftcn4tct3k.1
title: Data for Loch et al Associations of Food Reinforcement and Food- Related Inhibitory Control with Adiposity and Weight Gain in Children and Adolescents

description: Underlying data and SPSS code for Loch et al, Associations of Food Reinforcement and Food- Related Inhibitory Control with Adiposity and Weight Gain in Children and Adolescents, submitted to Physiology and Behavior
DOI: 10.17632/337d2x33sd.1
title: Myotenectomy and TRIM28 RNAseq Data

description: Deep RNA sequencing analysis of skeletal muscle to identify transcripts whose expression is regulated by TRIM28 and myotenectomy
DOI: 10.17632/48y2y99mb9.2
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.
DOI: 10.17632/8ybs3z7dmt.2
title: Rao_Supplemental_Tables_JCEM

description: Supplemental Tables for Polycystic Ovary Syndrome, Metabolic Syndrome, and Inflammation in the Hispanic Community Health Study/ Study of Latinos manuscript submitted to the Journal of Clinical Endocrinology and Metabolism
DOI: 10.17632/jx8p7cmkk3.1
title: Potter, Bassi, & Runyan 2024 - Part 1 of 2

description: In this study, we virally labeled somatostatin-expressing neurons with the fluorophore mCherry, parvalbumin-expressing neurons with the fluorophore tdTomato, and all neurons with the calcium indicator GCaMP6f. This was done in the posterior parietal cortex (PPC) of SOM-Flp x PV-Cre mice. We imaged the spike-related calcium activity of these neurons, and used their excitation spectra to identify them post hoc. The data posted includes 4 of 7 mice, and dated imaging sessions for each mouse.