cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hn9w83jhzs
title: Consumer Preferences

description: Consumer buying preferences
DOI: 10.6084/m9.figshare.7899164.v1
title: Potential for biogas generation from sweet potato genotypes

description: Abstract Biogas is a technology that enables the generation of energy through the process of anaerobic biodigestion, and sweet potato is an option as an energy production source. This research evaluated biogas production in anaerobic biodigesters and characterized the physico-chemical composition of two commercial sweet potato cultivars, BRS Cuia and BRS Rubissol, and two genotypes, Bela Vista and Laranjeiras. Variance analysis, the Tukey test and the physical-chemical characterization were completed, and the results were correlated using principal component analysis (PCA). In the analyses of tuberous root composition, significant differences between the genotypes were observed because of the influence of the absorption of moisture, decomposition, and variations in the yield and quality of roots. For the biochemical methane potential (BMP) test, the estimate of biogas production was 2,906.5 liters ha-1 for the cultivar BRS Cuia, 2,712.4 liters ha-1 for Laranjeiras, 2,906.5 liters ha-1 for BRS Rubissol, and 398,2 liters ha-1 for Bela Vista. The PCA analysis of sweet potato genotypes, physical-chemical and agronomic parameters showed all genotypes have a direct correlation with the amount of reducing sugars and humidity, with 97.77% of the data variability explained. The Laranjeiras genotype has the most significant potential to produce biogas, followed by the BRS Cuia cultivar. The results emphasize that the sweet potato crop is a good source of biomass for energy generation.
DOI: 10.17632/3x5rb4f25k
title: Data for: Deterring Dealers' Slackness: The Role of Suppliers' Incentive, Monitoring, and Market Environment

description: Here is our research data. To collect data, we collaborated with a national research firm, which had a long-standing reputation in marketing research services and had established many branches in major Chinese cities. The survey was run by face-to-face interviews and the interviewers were all trained according to our research objectives, which enabled the respondents have correct understanding of the survey questions and ensured a high response rate (Zhou et al. 2005). We first, using the Chinese Business Yellow Book (2015) as the sampling frame, adopted quota sampling technique to select 60 firms in each of the four cities in northeastern China (i.e. Harbin, Changchun, Shenyang and Dalian), which were evenly distributed in the three industries in each city, totally a sample of 240 firms. In particular, the sample is limited to companies engaged in wholesale. Then, managers from these firms were contacted by telephone or email in order to obtain their cooperation. To encourage their participation, the interviewers informed them of the academic purpose of the project and guaranteed the confidentiality of all responses, and promised a summary report as an incentive (Gu et al., 2008; Zhou et al., 2005). The managers were successfully interviewed by the interviewers from the local branch of the research firm. After screening and deleting questionnaires with missing data, we retained 211 usable surveys, yielding a response rate of 87.9%.
DOI: 10.25420/britishmuseum.28659932.v1
title: Consent of Mr Benefit Ochuko

description: Signed consent form of Benefit Ochuko
DOI: 10.17632/fc8483t7jz
title: PULSEDYN - A dynamical simulation tool for studying strongly nonlinear chains

description: We introduce PULSEDYN, a particle dynamics program written in C++, to solve the equations of motion of many-body nonlinear systems in one dimension. PULSEDYN contains a suite of commonly used potentials (Fermi-Pasta–Ulam-Tsingou, Toda, Morse and Lennard-Jones) and solvers (velocity-Verlet and Gear 5th order predictor–corrector) for particle dynamics. PULSEDYN is designed to perform scientifically accurate simulations using these calculations. For accessing the built-in features of PULSEDYN, no knowledge of programming is expected, apart from the creation of a parameter file using predefined commands for running the executable. Therefore, simulations for research projects can be performed with minimal code writing using PULSEDYN. PULSEDYN is distributed under the GNU GPL v3 license and the source code and the executable are available on Github. The writing style emphasizes organization and legibility. Therefore, we anticipate that it would serve as a good template for users who may wish to adapt the code to their specific needs. In this manuscript, we first discuss PULSEDYN and its features in detail. Then, we show results reproduced from literature using PULSEDYN for the following cases (i) Soliton propagation and collisions in the (integrable) Toda lattice (ii) Recurrence phenomena, decay of localized excitations and solitary wave collision in the Fermi-Pasta–Ulam-Tsingou lattice and (iii) Solitary wave propagation in the Morse and Lennard-Jones lattices. Finally, we present a new result on a problem of fundamental historical importance using PULSEDYN. We show by means of explicit specific heat calculations, that in the limit of strong nonlinearity, the quartic Fermi-Pasta–Ulam-Tsingou system approaches equipartition at late times.
DOI: 10.17632/nnd9d4y2mb
title: Basic scripts for performance analysis of different interatomic potentials: Tersoff, REBO-2000, AIREBO, LCBOP, PPBE-G, ReaxFF-C2013 and ReaxFF-CHO

description: The computational performance of different classical interatomic potentials was evaluated for 100 steps of molecular dynamics for the (2000,0) carbon nanotube. The calculations were carried out using the serial version of LAMMPS from the 16th of May of 2018. The Tersoff, REBO-2000, AIREBO, LCBOP, PPBE-G, ReaxFF-C2013 and ReaxFF-CHO potentials for carbon systems were considered. The data include: (1) LAMMPS scripts (*.lammps), (2) parameters for the potentials (C.lcbop, CH.airebo, ffield.reax.c2013_mod, ffield.reax.cho, SiC.tersoff), (3) input data for the (2000,0) carbon nanotube with 6 elementary unit cells in the simulation box under periodic boundary conditions (init.dat, init.ppbeg.dat ), (4) output after 100 molecular dynamics steps in the NVE ensemble (logs/log.lammps.*), (5) additional files needed to run ReaxFF-C2013 and ReaxFF-CHO scripts (lmp_control, log.cite, param.qeq), and (6) the input table for the 1–3 repulsion term of the PPBE-G interatomic potential (file.table). The basic LAMMPS script for the PPBE-G potential was initially provided by Prof. Feng Wang.
DOI: 10.17632/yx3gf36wpm
title: data

description: This paper selects the annual data of China's A-share listed companies from 2007 to 2021 as the initial sample. It performs the following treatments based on the researcher's needs. First, it retains only samples where the controlling shareholders' equity nature is state-owned or private. Second, it excludes data from listed companies marked with ST and *ST in the current year. Third, it eliminates samples from the financial industry. Fourth, it removes samples with missing data for the main variables. Ultimately, this results in 15,874 research samples. The data on heterogeneous shareholders is manually collected and organized, while the corporate governance and financial data are obtained from the CSMAR database. To avoid the impact of extreme values, all continuous variables are winsorized at 1% to 99% before estimation.
DOI: 10.6084/m9.figshare.12433799.v3
title: Leaf elongation rate under water deficit condition in perennial ryegrass

description: Phenotypic response to water deficit, leaf growth parameters<br>
DOI: 10.15468/dl.4edp3w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina silus (Ascanius, 1775)",
 "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 ((54.1341 -16.2111,54.4917 -16.3924,54.8913 -16.2339,54.9312 -16.1504,54.1138 -16.1504,54.1341 -16.2111))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013336-250525065834625/datasets/export for details.
DOI: 10.17632/5xn23bbk4t
title: FE meshes for the C0-IPM paper by Sergi Pérez-Escudero et. al. (2025).

description: The dataset contains MATLAB files for reproducing the numerical examples reported in the 2025 paper by Sergi Pérez-Escudero and Sonia Fernández-Méndez, entitled a C0 Interior Penalty Finite Element method for flexoelectricity at finite deformations. The necessary functions for generating new meshes are also included.
DOI: 10.17632/jdvyg74sbv
title: Effectiveness of educational intervention on breast cancer knowledge and breast self-examination among female university students in Bangladesh: a pre-post quasi-experimental study

description: A pre-post quasi-experimental interventional study was conducted among female university students residing in dormitories of Jahanginagar University in Dhaka, Bangladesh from December 2019 to March 2020.
DOI: 10.6084/m9.figshare.11948904.v9
title: DrugSimDB

description: This is the main DrugSimDB file containing drug-pair information with significant combined similarity measures.
DOI: 10.6084/m9.figshare.25152698.v1
title: Deep Neural Network Architectures for\\ Advanced Hiking Map Generation

description: In this context, we are sharing the data related to our article. We have made available the datasets used for training, the data employed to generate predictions in the test environment, the outcomes of our experiments, and the code that facilitated the evaluation of the data.
DOI: 10.6084/m9.figshare.25745502.v1
title: Input data of the case study in our paper

description: Input data of the case study in our paper
DOI: 10.6084/m9.figshare.833916.v1
title: SG hybrid trace of LU class C with 128 processors for Graphene

description: This is a SimGrid trace of the NASPB LU benchmark on a model of graphene using the Hybrid SMPI model. The trace was obtained by Georges Markomanolis using SimGrid 3.10.0. The trace was too large to<br>be updated and was thus splitted.
DOI: 10.17632/nmtc4m67d7
title: Data on Behavioral Intention to Use AI Copilot Through TAM and AI Ecological Policy Lens

description: The data evaluates the factors influencing the adoption of AI Copilot among faculty and students at Cebu Technological University. It operates under the hypothesis that perceived usefulness and perceived ease of use of TAM alongside with the pedagogical dimension of AI Ecological Education Policy Framework(AIEEPF), impact behavioral intentions toward AI Copilot usage.

The study utilized a quantitative approach through structured surveys targeted at students and instructors. A stratified random sampling method ensured representation across different educational levels and roles. The participants were informed about the study's purpose and confidentiality rights, providing written consent before responding. Surveys were distributed via university email, yielding 414 responses. After excluding 18 low-variability responses, the data were analyzed using Structural Equation Modeling (SEM), including means and correlation analyses.

Findings suggest that respondents scored perceived usefulness at approximately 3.87, and perceived ease of use at 3.71, indicating general agreement on the tool's value and usability for academic tasks. A notable relationship was found between the pedagogical dimension and perceived usefulness, with a path coefficient of 0.446, confirming that well-aligned AI tools are more beneficial. High agreement levels emerged concerning the integration of AI in assessments(mean=3.89), the development of holistic competencies(mean=4.09), and the preparation of an AI-driven workforce(mean=4.02), reflecting strong support for AI-enhanced educational practices.

The data suggests favorable perceptions of AI Copilot among students, highlighting the importance of aligning AI technologies with educational goals. It indicates that institutions should integrate AI tools into curricula, invest in ongoing professional development for faculty, customize AI applications for specific educational settings, and address ethical implications, such as bias and transparency.

This data serves as a resource for understanding user perceptions and behavioral intentions regarding AI in education. Educational leaders can leverage these insights to inform AI integration strategies, ensuring they align with pedagogical and ethical needs. 

The study advocates for further research on the longitudinal effects of AI adoption, facilitating effective implementations that enhance learning outcomes and prepare students for future challenges in an AI-driven environment.
DOI: 10.6084/m9.figshare.19552807.v2
title: Atomic structure of a-TiO2

description: atomic structure of a-TiO2
DOI: 10.6084/m9.figshare.6427334.v1
title: Multi-channel EEG recordings during a sustained-attention driving task

description: This project adopted an event-related lane-departure paradigm in a virtual-reality (VR) dynamic driving simulator to quantitatively measure brain EEG dynamics along with the fluctuation of task performance throughout the experiment.All subjects were required to have driving license. None of the participants had a history of psychological disorders. All participants were instructed to sustain their attention to perform the task during the experiment, and the 32-ch EEG signals and the vehicle position were recorded simultaneously.Prior to the experiment, all participants completed a consent form stating their clear understanding of the experimental protocol which had been approved by Institutional Review Broad of Taipei Veterans General Hospital, Taiwan.<b>Experiment:</b> <br>All subjects participated in the sustained-attention driving experiment for 1.5 hours in the afternoon (13:00-14:00) after lunch, and all of them were asked to keep their attention focused on driving during the entire period. There was no break or resting session. At the beginning of the experiment (without any recordings), a five-minute pre-test was performed to ensure that every subject understood the instructions and they did not suffer from simulator-induced nausea. To investigate the effect of kinesthesia on brain activity in the sustained-attention driving task, each subject was asked to participate at least two driving sessions on different days. Each session lasted for about 90 min. One was the driving session with a fixed-based simulator but with no kinesthetic feedback, so subject had to monitor the vehicle deviation visually from the virtual scene.The other driving session involved a motion-based simulator with a six degree-of-freedom Stewart platform to simulate the dynamic response of the vehicle to the deviation event or steering. The visual and kinesthetic inputs together aroused the subject to attend to the deviation event and take action to correct the driving trajectory Data Requirement.A wired EEG cap with 32 Ag/AgCl electrodes, including 30 EEG electrodes and two reference electrodes (opposite lateral mastoids) was used to record the electrical activity of the brain from the scalp during the driving task. The EEG electrodes were placed according to a modified international 10-20 system. The contact impedance between all electrodes and the skin was kept &lt;5kΩ. The EEG recordings and the vehicle trajectory amplified by Scan SynAmps2 Express system (Compumedics Ltd., VIC, Australia) were digitized at 500 Hz (resolution: 16 bits) simultaneously.
DOI: 10.17632/dh7j28t5kg
title: Indoor Environment WIFI-RSSI Data Set

description: Measurement data for Indoor Positioning study is collected at a 4m×5m test bed, which was set up at Kadir Has University, Istanbul, Turkey. Four wireless access points are used during data collection which are located at corners of the test bed. Markers are placed at every 50 cm and measurements are done on the grid shown at the TEST BED.jpg file. A second data is collected at 4.95m×9.45m sized test bed, which is set up in different location at KadirHas University, Istanbul. Wireless access points are located around the corners of the test beds and markers are placed at every 45 cm. RSSI measurements are stored via NetSurveyor program running on a Lenovo Ideapad FLEX 4laptop, which has an Intel Dual Band Wireless-AC 8260 Wi-Fi adaptor. Raw measurement data are stored as xml format and process at MATLAB for simulations. Data can be used especially for indoor positioning estimation studies.
DOI: 10.6084/m9.figshare.1272823.v1
title: Effects of SB224289 and L-NAME on zebrafish behavior in the NTT

description: Behavioral effects of the 5-HT1B inverse agonist SB 224289 on zebrafish behavior in the novel tank test are reversed by pretreatment with the nitric oxide synthase antagonist L-NAME
DOI: 10.6084/m9.figshare.24056883.v2
title: The dataset of paired primary and secondary growing season of trees in "The start of secondary growth is more sensitive to warming than that of primary growth in temperate and boreal trees"

description: This dataset includes paired primary and secondary SOS (PPRISEC) of temperate and boreal trees gathering from peer-reviewed studies simultaneously documenting the timing of the two growth reactivation processes across the northern extratropics. SOS, start of the growing season.
DOI: 10.6084/m9.figshare.26819779.v2
title: Histology dataset supporting paper “ Massive detection of cryptic recessive genetic defects in dairy cattle mining millions of life histories”

description: <i>Light microscopy (LM).</i> Images LM_RFC5_Case1 to LM_RFC5_Case4 and LM_RFC5_Control1 to LM_RFC5_Control 4 were used to count the number of hair follicles in a randomly selected 1 mm2 square and to measure the diameter of the pilary canal of 50 adjacent hair follicles in shoulder skin samples from four Normand heifers homozygous for the RFC5 inframe deletion and four matched controls. Samples were fixed in 10% neutral buffered formalin for 24 h at +4°C, dehydrated in a graded ethanol series (30% to 100%), cleared in xylene and embedded in paraffin. Longitudinal microtome sections (5 µm, Leica RM2245) were mounted on adhesive slides (Klinipath-KP-PRINTER ADHESIVES), deparaffinised and stained with a Roan solution (nuclear fast red, orange G and aniline blue). Slides were digitised using Pannoramic Scan 150 and analysed using CaseViewer 2.4 software (3D Histech).In addition, images LM_RFC5_Case2 and LM_RFC5_Control 1 were used to prepare panels f and e of Figure 6, respectively.<i>Transmission Electron Microscopy (TEM). </i>Images TEM_NOA1_Case1 to TEM_NOA1_Case3 and TEM_NOA1_Control1 to TEM_NOA1_Control3 were obtained from left ventricular heart samples from three Montbeliarde heifers homozygous for the NOA1 frameshift variant and three matched controls. The samples were fixed with 2% glutaraldehyde in 0.1 M Na cacodylate buffer pH 7.2, for 4 hours at room temperature. They were then contrasted with Oolong Tea Extract (OTE) 0.2% in cacodylate buffer, postfixed with 1% osmium tetroxide containing 1.5% potassium cyanoferrate, dehydrated in a graded ethanol series (30% to 100%), and embedded in Epon, after the ethanol was gradually replaced by ethanol-Epon mixtures. Thin sections (70 nm) were collected on 200 mesh copper grids, and counterstained with lead citrate. The grids were examined on a Hitachi HT7700 electron microscope operated at 80kV (Milexia, France) and images were acquired using a charge-coupled device camera (AMT). The six images were used as part of the physiopathological characterisation of NOA1 loss of function. In addition, images TEM_NOA1_Case1 and TEM_NOA1_Control 1 were also used to prepare panels n and m of Figure 6, respectively.
DOI: 10.6084/m9.figshare.749680.v1
title: Netlogo model: Josephson Cooperative

description: NetLogo has been used here to solve a typical numerical problem, namely a non-linear differential equation. In this case the interacting agents are the solutions of the equation at previous time steps. The equation considered here describes the behavior of a superconducting Josephson junction, however it should be simple to adapt the program to different differential equations.
DOI: 10.6084/m9.figshare.821213.v1
title: 5000 random journal article CrossRef DOIs from 2012

description: This CSV file contains 5000 random CrossRef DOIs for journal articles published in 2012. The file is in CSV format and contains the DOI, publication year (2012) and title. Data generated using the CrossRef random DOI service at http://random.labs.crossref.org/.
DOI: 10.17632/p2npjmppyk
title: Design Thinking and Innovative Action

description: A self-administered online questionnaire via Google Forms was distributed through social media platforms (e.g., Facebook Messenger, WhatsApp) during the month of April 2022. Complete data was collected from a total of 385 students living in the eastern region of Saudi Arabia. The questionnaire items were adapted from previous studies and measured using a five-point Likert scale, with 1 denoting strongly disagree and 5 denoting strongly agree.
DOI: 10.17632/skxgmkc64k
title: Measured weather and power dataset for management of an island and grid-connected microgrid

description: This article presents the weather and power data files from renewable sources used to solve the economic dispatch problem of a microgrid that operates in the isolated and grid-connected modes. Methodology is used in the research article “Management of an island and grid-connected microgrid using hybrid economic model predictive control with weather data”. Automatic stations located in the Brazil's south and northeast furnished the weather data (global horizontal irradiance (GHI), temperature, and wind speed). A script generates files containing weather forecasts from one-day ahead using the geographical coordinates of the weather stations. Hybrid models, characterized by real and binary variables, use the weather forecasting data to calculate the photovoltaic and wind power forecasts. A microgrid management algorithm uses these forecasts to solve the optimal economic dispatch problem. This data-in-brief paper presents five datasets for each weather station: i) Weather dataset downloaded from the website of the National Meteorological Institute, ii) Weather research and forecasting (WRF) dataset derived from the raw data generated by the weather research and forecasting model, iii) Weather dataset that joins the forecasted data with the measured data in a single file, iv) Handled dataset that treats some gaps in the weather dataset and converts it to other formats, v) Files containing only the temperature, global horizontal irradiance, and wind speed data, vi) Files containing the measured and forecasted wind and solar power. The code used to simulate the temperature, GHI, wind speed dataset and power dataset is available in https://github.com/danilopsv/Weather-dataset-code.git and https://github.com/danilopsv/Power-dataset-code.git respectively.
DOI: 10.6084/m9.figshare.19807891.v1
title: Phylogenomics and systematics of Entomobryoidea (Collembola): marker design, phylogeny and classification

description: Final genomes filtered.