cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28844816.v1
title: Engaging Social Media Users with Corporate Social Responsibility Messages: An Integrated Theoretical Approach in the Automotive Industry during Social Media Era

description: Corporate Social Responsibility (CSR) messaging on social media has become an essential tool for companies to engage with the public. Despite its growing importance, little research has explored how specific CSR communication strategies influence public engagement online, particularly within the Chinese context. This study examined the impact of three key factors: (1) CSR message themes (based on ISO 26000 standards), (2) relationship cultivation strategies (including Openness, Information Dissemination, Interactivity and Involvement, and Sharing Tasks), and (3) multimodal message formats (text with emoticons, images, and videos) on social media engagement behaviors, such as likes, shares, and comments. A quantitative content analysis of 421 CSR-related posts from the Weibo accounts of China’s top ten automotive brands was conducted. Negative Binomial Regression (NB2) was used to analyze the relationships between these CSR factors and user engagement. The results showed that consumer-related CSR themes significantly increased likes, shares, and comments. Relationship cultivation strategies, particularly Interactivity and Involvement, had a strong positive effect on engagement, especially in posts that encouraged user participation through commenting or sharing. Furthermore, posts featuring text with emoticons significantly boosted the number of comments. Theoretically, this study integrates the Stimulus-Response Theory’s emphasis on external stimuli with Uses and Gratifications Theory’s focus on users’ active motivations, providing a more comprehensive approach to understanding user engagement. On a practical level, the findings offer actionable insights for automotive companies: focus on consumer-oriented CSR messaging, employ interactive communication strategies, simplify complex content, and leverage multimedia formats like text with emoticons to enhance engagement.
DOI: 10.6084/m9.figshare.12236948.v1
title: Arabic Handwritten Digits Dataset

description: Arabic Handwritten Digits DatasetAbstractIn recent years, handwritten digits recognition has been an important area<br>due to its applications in several fields. This work is focusing on the recognition<br>part of handwritten Arabic digits recognition that face several challenges, including<br>the unlimited variation in human handwriting and the large public databases. The<br>paper provided a deep learning technique that can be effectively apply to recognizing Arabic handwritten digits. LeNet-5, a Convolutional Neural Network (CNN)<br>trained and tested MADBase database (Arabic handwritten digits images) that contain 60000 training and 10000 testing images. A comparison is held amongst the<br>results, and it is shown by the end that the use of CNN was leaded to significant<br>improvements across different machine-learning classification algorithms.The Convolutional Neural Network was trained and tested MADBase database (Arabic handwritten digits images) that contain 60000 training and 10000 testing images. Moreover, the CNN is giving an average recognition accuracy of 99.15%.ContextThe motivation of this study is to use cross knowledge learned from multiple works to enhancement the performance of Arabic handwritten digits recognition. In recent years, Arabic handwritten digits recognition with different handwriting styles as well, making it important to find and work on a new and advanced solution for handwriting recognition. A deep learning systems needs a huge number of data (images) to be able to make a good decisions.ContentThe MADBase is modified Arabic handwritten digits database contains 60,000 training images, and 10,000 test images. MADBase were written by 700 writers. Each writer wrote each digit (from 0 -9) ten times. To ensure including different writing styles, the database was gathered from different institutions: Colleges of Engineering and Law, School of Medicine, the Open University (whose students span a wide range of ages), a high school, and a governmental institution.<br>MADBase is available for free and can be downloaded from (http://datacenter.aucegypt.edu/shazeem/) .AcknowledgementsCNN for Handwritten Arabic Digits Recognition Based on LeNet-5<br>http://link.springer.com/chapter/10.1007/978-3-319-48308-5_54<br>Ahmed El-Sawy, Hazem El-Bakry, Mohamed Loey<br>Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2016<br>Volume 533 of the series Advances in Intelligent Systems and Computing pp 566-575InspirationCreating the proposed database presents more challenges because it deals with many issues such as style of writing, thickness, dots number and position. Some characters have different shapes while written in the same position. For example the teh character has different shapes in isolated position.Arabic Handwritten Characters Datasethttps://www.kaggle.com/mloey1/ahcd1Benha Universityhttp://bu.edu.eg/staff/mloeyhttps://mloey.github.io/
DOI: 10.6084/m9.figshare.1298994.v1
title: Enron versus EUSES

description: Dataset used in Enron versus EUSES A Comparison of Two Spreadsheet Corpora
DOI: 10.6084/m9.figshare.25441240.v1
title: Kerr <i>et al</i>. - The systematics and palaeobiology of<i> Protemnodon</i> - Supplementary Information measurement dataset.xlsx

description: A dataset of dental and skeletal measurements of specimens of <i>Protemnodon </i>(Macropodidae, Marsupialia), with an additional worksheet showing minimum–maximum ranges by measurement for each species.
DOI: 10.6084/m9.figshare.24499726.v1
title: <b>Collaborative Software Exploration with Multimedia </b><b>Note </b><b>Taking in Virtual Reality</b> - Online Appendix

description: Structure of this PackageTechnical Implementation (pre-packed portable installation)Eclipse-backendVR-frontendDemonstration VideoExperiment Procedure: structure of the experimentVR SessionsVR Session Script: instructions from the experiment instructor to participantsTutorial: explanation of toolExperiment instructions: task for the studyResultsVR Sessions Activity Timeline: shows for each participant what activity they performed and for how long next to a soundwave illustration of their recorded voice and highlights for time intervals in which they were actively speakingCreated Whiteboards - Session 1Whiteboard 1 (as interactive HTML or as static PNG)Whiteboard 2 (as interactive HTML or as static PNG)Whiteboard 3 (as interactive HTML or as static PNG)Whiteboard 4 (as interactive HTML or as static PNG)Created Whiteboards - Session 2Whiteboard 1 (as interactive HTML or as static PNG)Whiteboard 2 (as interactive HTML or as static PNG)Whiteboard 3 (as interactive HTML or as static PNG)Post-Session Questionnaire: individually filled in by each participant directly after the sessionResults as raw table (including free-text comments)Results as stacked bar chartFeedback from the subject system's original developersResults for Original Developer #1 (includes complete questionnaire)Results for Original Developer #2 (includes complete questionnaire)Results as stacked bar chart<br>
DOI: 10.6084/m9.figshare.29107148.v1
title: DongSha Mooring Temperature

description: A temperature mooring was deployed at 21.8432 <sup>o</sup>N and 117.2480 <sup>o</sup>E from June 2<sup>nd</sup> to July 23<sup>rd</sup>, 2016.
DOI: 10.17632/d2dkk9647b
title: Task-dependent changes in the large-scale dynamics and necessity of cortical regions
DOI: 10.17632/j9xjb359f8
title: Replication data for "Welfare effects of an in-kind transfer program: Evidence from Mexico"

description: Replication files and data for "Welfare effects of an in-kind transfer program: Evidence from Mexico" by Federico Tagliati: Journal of Development Economics, Forthcoming
DOI: 10.6084/m9.figshare.13181270.v1
title: VAMB Benchmark Datasets

description: CAMI2 and MetaHIT benchmark datasets for input to VAMB. These are the datasets used in the paper and for each dataset the file contains:<br>- Contigs (contigs.fna.gz)- Abundance estimation of each contig x sample in Numpy npc format (abundance.npz)- Reference information on the source of each contig (reference.tsv)- Taxonomy of each OTU in the dataset (taxonomy.tsv)<br><br>
DOI: 10.6084/m9.figshare.14174132.v1
title: EEJ over Jicamarca

description: EEJ over Jicamarca (12°S,77°W) from January 2003 to December 2009
DOI: 10.6084/m9.figshare.14589009.v1
title: surveys_complete

description: Data sample<br>
DOI: 10.6084/m9.figshare.19930247.v1
title: TF-C Pretrain Gesture

description: - Paper: Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency - Paper link: - Github repo: https://github.com/mims-harvard/TFC-pretraining - Project website: <br> <strong>Gesture</strong> contains accelerometer measurements of eight simple gestures that differed based on the paths of hand movement. The eight gestures are: hand swiping left, right, up, down, hand waving in a counterclockwise circle, or in clockwise circle, hand waving in a square, and waving a right arrow. The classification labels are those eight different types of gestures. The original paper reports inclusion of 4,480 gesture measurements, but through UCR Database we were only able to recover 440 measurements. The dataset is balanced with 55 samples each class and is of a suitable size for our purpose of fine-tuning experiments. Sampling frequency is not explicitly reported in the original paper but is presumably 100 Hz. The dataset uses three channels corresponding to three coordinate directions of linear acceleration.
DOI: 10.6084/m9.figshare.20101910.v2
title: A Versatile Automated Methane Preconcentration Device for High-Precision Analysis of 13CH4, 12CH3D, and 13CH3D

description: Data for figures 2 and 3.
DOI: 10.6084/m9.figshare.25541005.v1
title: A novel long non-coding RNA connects obesity to impaired adipocyte function

description: We present comprehensive lipidomic data from human adipocytes and preadipocytes engineered to express a novel long non-coding RNA, linc GALNTL6-4. The study involved multiple experimental conditions: human mature adipocytes (MA) and preadipocytes (PA) overexpressed (OE) with their respective controls (Ctrl); MA silenced (SIR) compared against a non-targeting control (NTC); and MA exposed to macrophage-conditioned media (MCM) with untreated MA as the reference control. Lipid analysis was conducted via direct flow injection analysis (FIA) using a triple quadrupole mass spectrometer (FIA-MS/MS) and a high-resolution hybrid quadrupole-Orbitrap mass spectrometer (FIA-FTMS). FIA-MS/MS was carried out in positive ion mode, following the analytical setup and methodology detailed in Liebisch et al. (2004, 2006).
DOI: 10.6084/m9.figshare.28561178.v2
title: Granola consumption with multiple prebiotics in Japanese participants increases <i>Bifidobacterium</i> abundance and improves stress and subjective sleepiness

description: <b>Background</b> Sleep is essential for physical and mental health. However, stress-related sleep disorders are common in Japan, and the gut–brain axis may play a role in sleep and stress management. This study investigated whether the consumption of granola containing multiple prebiotic ingredients could alleviate stress and improve insomnia in adults with stress-related sleep problems, regardless of individual differences in the gut microbiota. Additionally, we aimed to investigate the relationship between changes in gut microbiota and the observed improvements.<b>Method</b> A single-arm uncontrolled trial was conducted with 27 adults with high stress levels and sleep disturbance. The participants consumed 50 g of prebiotics-containing granola daily for 8 weeks. Subjective sleep quality was assessed using the Athens Insomnia Scale, Epworth Sleep Scale, and Oguri-Shirakawa-Azumi Sleep Inventory-Middle-aged and Aged version (OSA-MA). Stress levels were assessed by administering the Brief Job Stress Questionnaire and Profile of Mood States 2nd edition (POMS2). Gut microbiota composition was analyzed using 16S rDNA sequencing.<b>Results</b> After 8 weeks, subjective insomnia scores and sleep onset and maintenance improved significantly, whereas the stress and mood disturbance scores decreased significantly. Gut microbiota analysis showed that the relative abundance of <i>Bifidobacterium</i> increased, whereas that of <i>Bacteroides</i> decreased. Correlation analysis suggested a significant association between increased <i>Bifidobacterium</i> level and reduced stress (r = -0.39, p = 0.0035) and insomnia levels (r = -0.3, p = 0.026).<b>Conclusion</b> Prebiotics-containing granola improved subjective sleep quality and reduced stress in adults with stress-related sleep disturbances, which may be attributed to alterations in gut microbiota, particularly the increase in <i>Bifidobacterium</i> abundance.
DOI: 10.5522/04/14724669.v1
title: LUSTRUM Accelerated partner therapy (APT) cross-over cluster randomised controlled trial data

description: The LUSTRUM Accelerated partner therapy (APT) cross-over cluster randomised controlled trial included 17 UK sexual health clinics (clusters) and aimed to test APT as a contact tracing intervention for people with chlamydia.<br>Detail of the trial protocol can be found here- https://bmjopen.bmj.com/content/10/3/e034806.<br>Details of published trial findings will be added to this record once published.<br>Anonymised trial data and an accompanying data dictionary will be made publicly available on 01/08/2022.<br><br><br>
DOI: 10.6084/m9.figshare.12579707.v1
title: SPECT_CT_data.zip

description: SPECT perfusion images & plannning CT dataRT structure & RTdose data<br><br>
DOI: 10.6084/m9.figshare.19196543.v1
title: Raw Spirometry Dataset: Inspiratory and Expiratory

description: The following dataset includes raw spirometry data obtained on healthy adults (n = 129; 18-40 years old) at two different laboratory visits. <br> The dataset is comprised of 2,287,213 observations (1,055,236 observations after removing rows labeled as ‘NaN’ to indicate ‘not a number’) and 6 variable columns where each observation is unique to a given subject, visit, trial and pair of time series measurement values for flow and volume. The dataset is provided in long format but can be easily pivoted to wide format if that is desired. This is the reasoning for including NaN rows to pad each trial to match the same length of the longest subject’s trial; some software may be easier to pivot the dataset with this padding included while others may prefer to strip these NaN rows.
DOI: 10.6084/m9.figshare.28787798.v8
title: Voltage-current and AC Losses Measurements of BSCCO and ReBCO tapes

description: Experimental tests were carried out to measure the AC losses of BSCCO tapes with 4mm wide. The used experimental setup comprises a sinusoidal voltage source (Keysight AC6804B) connected to a step-down transformer, with the secondary connected to the HTS tapes. Voltage taps are soldered to both sides of the HTS tape sample. A cancellation coil is employed to align the tape’s voltage and current, thereby reducing errors in computing the active power. The voltage signal undergoes an 80-fold amplification stage in the Low Noise Amplifier (LNA) before being visualized and acquired by an oscilloscope. For each current step, a 5-period signal is acquired 20 times, from which an average 5-period signal is derived. Each measurement step is repeated five times to mitigate noise. From these tests, AC voltage-current (V-I) characteristics and total AC losses are experimentally determined. In addition to the cancelation coil method, the voltage was also measured using a Lock-in amplifier, using the current as a phase reference.In these database it is provided the voltage-time and current-time curves and AC losses measurements. In addition, an Excel file with AC losses analytical models is provided to help characterise the HTS tapes' parameters under AC regime.Information from the Manufacturer of the HTS 1<sup>st</sup> gen. BSCCO and 2<sup>nd</sup> gen. ReBCO Tapes:<b>Characteristic</b><b>BSCCO </b><b>(1</b><sup><strong>st</strong></sup><b> gen.)</b><b>ReBCO </b><b>(2</b><sup><strong>nd</strong></sup><b> gen.)</b><b> ReBCO </b><b>(2</b><sup><strong>nd</strong></sup><b> gen.)</b><i>I</i><sub><em>c</em></sub> (77K) @ dc160-180A155-175A83-85A<i>n </i>(77K) @ dc10-1330-3529-30<i>B</i><sub><em>0 </em></sub>(77K) @ dc0.1 - 0.14 T0.1 - 0.14 T0.1 - 0.14 TGeometryEllipticalThin stripThin strip<i>w</i><sub><em>sc</em></sub> (<i>w</i><sub><em>sc</em></sub> = 2a)3.5 mm4.01 mm2.04 mm<i>h</i><sub><em>sc</em></sub> (<i>h</i><sub><em>sc</em></sub> = 2b)0.12 mm0.095 mm0.095 mm<i>l</i><sub><em>sc </em></sub>(length)120 mm100 mm95 mmManufacturerNexans SuperConductorsBSCCO-2212 C01-207SuperPowerSCS4050-APSuperPowerSCS2050-AP<br><br>To use this data, please cite:https://iopscience.iop.org/article/10.1088/1361-6668/ad1f7c/meta
DOI: 10.6084/m9.figshare.29083367.v1
title: paper_tu_data

description: This is a dataset of pig in agriculture
DOI: 10.25378/janelia.28754702.v1
title: Near-isotropic, aligned volume electron microscopy (eFIB-SEM) of Mouse cerebral cortex (jrc_mus-cortex-3)

description: <b>Sample</b>: Wild-type, 8 month old mouse, strain: C57BL6/129 from Gene Targeting & Transgenic Facility of HHMI Janelia Research Campus<br><br><b>Sample Description</b>: The mouse cerebral cortex is a highly organized and complex structure that plays a central role in sensory processing, motor control, and cognition. Its modular organization, plasticity, and functional specialization make it a critical region for understanding brain function and neurological disorders. The mouse model provides valuable insights into cortical development, plasticity, and disease, advancing our understanding of both basic neuroscience and neurodegenerative conditions. Electron microscopy has provided essential insights into the ultrastructure of the mouse cerebral cortex, allowing for a deeper understanding of synaptic organization, neuronal connectivity, and synaptic plasticity, which are advancing our knowledge of normal brain function and how abnormalities in cortical circuits contribute to disease. By revealing the fine details of neurons, synapses, and cellular structures, EM continues to be a powerful tool for studying the mouse cerebral cortex in both healthy and diseased states.<b>Protocol</b>: 8-month-old female C57BL6/129 mice were anesthetized with a ketamine/xylazine anesthetic mixture before perfusion with 2% depolymerized paraformaldehyde and 2.5% glutaraldehyde in 0.1 M sodium cacodylate buffer. Samples were postfixed in 2% OsO₄, 1.5% K₄Fe(CN)₆, and 0.1 M sodium cacodylate buffer for 1 hour. Subsequently, specimens were stained en bloc with 2% aqueous uranyl acetate (1 hour), dehydrated in increasing concentrations of ethanol and propylene oxide, embedded in Epon, and then re-embedded in Durcupan.<br><br><b>Contributions</b>: Sample provided by Yumei Wu, Christina Whites, and Pietro De Camilli (Yale), prepared for imaging by Yumei Wu and Christina Whites (Yale), with imaging and post-processing by Wei Qui, Gleb Shtengel, and Harald Hess(HHMI/Janelia).<br><br><b>Acquisition ID</b>: jrc_mus-cortex-3<b>Voxel size (nm)</b>: 4 x 4 x 4 (x, y, z)<br><br><b>Data dimensions (µm)</b>: 25.4 x 25.58 x 23.64 (x, y, z)<br><br><b>Imaging start date</b>: 2023-09-03<b>Imaging duration (days)</b>: 31<b>Primary energy (eV)</b>: 900<b>Imaging current (nA)</b>: 0.25<b>Scanning speed (MHz)</b>: 0.100<b>Dataset URL</b>: s3://janelia-cosem-datasets/jrc_mus-cortex-3/jrc_mus-cortex-3.zarr/recon-1/em/<br><br><b>Visualization Website</b>: https://openorganelle.janelia.org/datasets/jrc_mus-cortex-3<br><br><b>Publication</b>: Xu et al, 2020; Xu et al, 2021
DOI: 10.6084/m9.figshare.1546584.v2
title: OERRH Survey Data 2013-2015 xlsx

description: xcel file containing responses to surveys conducted by the Hewlett-funded OER Research Hub Project during 2013-2015 exploring key questions around OER use and attitudes. .csv file available at http://figshare.com/articles/OERRH_Survey_Data_2013_2015/1528263You can read about the creation of the file at http://oerhub.net/blogs/cleaning-our-way-to-a-monster-dataset/ and the background of the project at http://oerhub.net/what-we-do/background-to-oer-hub/<br>
DOI: 10.6084/m9.figshare.27823371.v1
title: <b>Transport Mechanisms of Conservative Contaminants from Tidally Influenced Semi-Confined Aquifers to the Sea</b>

description: The file contains the MATLAB scripts used for plotting Figures and associated data and the SUTRA-MS files for simulating the laboratory-scale and field-scale variable-density flow and multi-species solute transport within tidally-influenced coastal semi-confined aquifers.
DOI: 10.17632/bhkt5ys6k9
title: A Bibliometrics Analysis of Input-Output Method in International Trade and Sustainability (2008-2018)

description: The data in this study was obtained from WOS from time period between 2008 and 2018. Identification of key words: “Input-Output Method” was searched and we obtain 6369 documents. We filter refine search again “International trade”, then we obtain 310 documents. We filtered for article only for this study than we obtain 295 documents. Finally, filtering language to English only, we obtain 294 documents. In the same way we searched terminology “Sustainability” after “Input-Output Method” term was searched then we obtain 216 documents.
DOI: 10.17632/km7fm5srtc
title: HCCDATA OF Iran

description: Climate Comfort Data for Iran
DOI: 10.17632/3nrm4wcsmn
title: A Scoping Review on the Evidence regarding Sexual Violence Primary Prevention Programs in School and Community Settings

description: This data refers to a scoping review on the evidence regarding sexual violence primary prevention programs in school and community settings. The search included peer-reviewed empirical studies researching SV prevention programs targeting adolescents and conducted in school and community settings. During the identification stage, articles were screened for duplicates using Endnote. Then, titles and abstracts were screened. The Excel file provided was created in order to assess the final articles for eligibility, by registering whether studies met the PCC criteria (Population: adolescents; Context: schools/communities; Content: sexual violence and others forms of violence) and whether they answered the scoping review’s aims (implementation; methodology; characteristics; effectiveness; recommendations). Then, during the charting stage, detailed information on the articles included for review was registered in order to answer the review's research questions.
DOI: 10.17632/8mf9rtvkhk
title: Extended MLIT dataset for the 2011 Great East Japan tsunami (Tōhoku region)

description: The dataset contains the additional explanatory variables used in the paper "Leveraging data driven approaches for enhanced tsunami damage modelling: insights from the 2011 Great East Japan event" (doi: 10.1016/j.envsoft.2022.105604) for developing an empirical, multi-variable tsunami damage model for buildings, based on machine-learning algorithms which leverage about 250.000 ex-post data surveyed by the Japanese Ministry of Land, Infrastructure and Transportation (MLIT) after the 2011 Great East Japan event in the Tōhoku region.
The present dataset includes only the new features computed in the mentioned study, while the original MLIT dataset is publicly available from the website of the Ministry of Land, Infrastructure, and Transportation of Japan http://www.mlit.go.jp/toshi/toshi-hukkou-arkaibu.html (and related webGIS (doi: 10.5638/thagis.21.87): http://fukkou.csis.u-tokyo.ac.jp/, for registered users).

For the description of the explanatory variables contained in the present csv file, please refer to Table 1 of the main paper  (doi: 10.1016/j.envsoft.2022.105604). 

[Coordinate reference system EPSG 2452 "JGD2000 / Japan Plane Rectangular CS X"]