cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.5110300.v1
title: The presence/absence matrix of SVs

description: Presence/Absence (1/0) matrix of SVs (deletion, duplication, inversion and translocation) in 453 rice accessions. In the matrix, '1' represents that SV is present in the accession, while '0' means absent. Before creating the matrix, SV were detected in 3,010 rice accession using NovoBreak. SVs passed the filter cretia were remained to make the presence/absence (1/0) matrix for 453 high depth sequenced rice accessions.
DOI: 10.6084/m9.figshare.8636894.v1
title: HCT1.sav

description: HCT dataset at Connaught Hospital, Freetown, Sierra leone.
DOI: 10.17632/bg7vw74zfj
title: Tables

description: Table 1. The applied variables and design surfaces for each parameter
Table 2. Design matrix of three variables in actual and coded forms along with observed response
Table 3. Nanocomposites Porosimetry data of BET 
Table 4. Adsorption isotherm parameters for Cu(II) adsorption onto NC1 and NC2
Table 5. Efficiency of various adsorbents used for Cu(II) removal from aqueous solutions.
Table 6. Analysis of variance results (ANOVA) for quadratic model used for Cu (II) adsorption
DOI: 10.17632/grpxc5fty2
title: Acoustic emission dataset-1 for experimental study on fluid-driven fault nucleation, rupture processes, and permeability evolution in Oshima granit

description: This is first data set for key experimental data of selected experiments reported in X. Lei (2024), and the second data set is also stored at Mendeley Data (doi: 10.17632/ct25dfrns3.1).
Summery of X.Lei (2024): This study investigated the fault nucleation and rupture processes driven by stress and fluid pressure in fine-grained granite by monitoring acoustic emissions (AEs). Through detailed analysis of the spatiotemporal distribution of the AE hypocenter, P-wave velocity, stress-strain, and other experimental observation data under different confining pressures for stress-driven fractures and under different water injection conditions for fluid-driven fractures, it was found that fluid has the following effects: 1) complicating the fault nucleation process, 2) exhibiting episodic AE activity corresponding to fault branching and the formation of multiple faults, 3) extending the spatiotemporal scale of nucleation processes and pre-slip, and 4) reducing the dynamic rupture velocity and stress drop. The experiments also show that 1) during the fault nucleation process, the b-value for AEs decreases from 1-1.3 to 0.5 before dynamic rupture, then rapidly recovers to around 1-1.2 during aftershock activity and 2) the hydraulic diffusivity gradually increases from an initial pre-rupture order of 0.1 m2/s to 10-100 m2/s after dynamic rupture. These results provide a reasonable fault pre-slip model, indicating that hydraulic fracturing promotes shear slip before dynamic rupture, as well as laboratory-scale insights into ensuring the safety and effectiveness of hydraulic fracturing operations related to activities such as geothermal development, evaluating the seismic risk induced by water injection, and further researching the precursory preparation process for deep fluid-driven or fluid-involved natural earthquakes. 
Potential uses of the data sets include but are not limited to
1) Providing training datasets for machine learning and AI-based technology development, such as developing machine learning models to predict stress accumulation and the remaining time before final fracture.
2) Developing effective methods for identifying weak or low S/N ratio AE signals. The waveform data contain numerous AE events that cannot be accurately located using conventional methods.
3) Inverting source mechanisms and moment tensors. Our research has not yet systematically analyzed the moment tensors of AE events.
4) Conducting more in-depth research on the interaction between fluid migration and rock deformation and fracture.
Please cite the associated article as: X. Lei (2024), Fluid-driven fault nucleation, rupture processes, and permeability evolution in Oshima granite — Preliminary results and acoustic emission datasets, Geohazard Mechanics, https://doi.org/10.1016/j.ghm.2024.04.003
DOI: 10.17632/tj8znskpkj
title: Data for: Non-intrusive load disaggregation based on composite deep long short-term memory network

description: The sample data and code of this work.
DOI: 10.6084/m9.figshare.28120874.v6
title: China's city level expressions of public views indices on climate risk and government responses on climate risk

description: A dataset on China's climate risk public opinion and government responses indices in city Level, 2011-2023 (excluding data from Hong Kong, Macao, and Taiwan).
DOI: 10.6084/m9.figshare.29161991.v1
title: Pioneer Plant - Physicochemical and Mineralogical Properties - Microbial Community Assembly of Iron ore Tailings

description: This dataset is the high-throughput sequencing raw data of microbial communities in bulk and canopy soils in an iron ore tailing which is located in northern China.
DOI: 10.17632/5h9h7ssbpm
title: UNDERREPRESENTATION OF FEMALE SPEAKERS AT ONLINE AND IN-PERSON DENTISTRY CONFERENCES-UVMX-BICC

description: These are the raw data from the manuscript UNDERREPRESENTATION OF FEMALE SPEAKERS AT ONLINE AND IN-PERSON DENTISTRY CONFERENCES. The file includes the data that we have used to get the results of our study that explored the underrepresentation of female speakers at online and in-person dentistry conferences.
DOI: 10.17632/82mf7rtfrv
title: Data for: EVALUATION OF SENSITIVITY AND SPECIFICITY OF SIBSHIP DETERMINATION IN THE CAUCASIAN POPULATION OF THE RUSSIAN FEDERATION USING THE 23 STR LOCI VERIFILER PANEL

description: The allele frequency data for the 23 autosomal STR loci included in the VeriFiler Express PCR Amplification Kit obtained from 1,609 unrelated Caucasian individuals from different regions of the Russian Federation.
DOI: 10.17632/w2b89yr6x5
title: Carbon monoxide (CO) on Mars from ACS occultations (MY34-35)

description: Dataset for the publication "Climatology of the CO vertical distribution on Mars based on ACS TGO measurements"
by Fedorova et al.

Includes a list of orbits, and CO mixing ratio in ppmv from ACS/TGO solar occultation observations for Martian years  34 and 35 for three spectrometers ACS NIR, ACS MIR and ACS TIRVIM.

Data contain folders with the list of orbits and the CO volume mixing ratio with errors for each orbit of TGO where ACS instruments had measurements.
 
CO data files are named "orbXXXXXX_NY_CO_NIR(MIR or TIR).txt",
where XXXXXX is the decimal orbit number,
Y is the occultation number in orbit.
DOI: 10.26180/28877423.v2
title: Detection of medical conditions from sensor data

description: This research investigates detecting Urinary Tract Infections from sensor data of people's visits to the toilet, and also detecting dementia from sensor data about patterns of movement in the home.
DOI: 10.6084/m9.figshare.24417085.v1
title: data.zip

description: <b>PhytoExpr</b>
DOI: 10.6084/m9.figshare.1568353.v2
title: Registering 2D and 3D imaging data of bone during healing

description: <i>Purpose/Aims of the study</i>: Bone’s hierarchical structure can be visualized using a variety of methods. Many techniques, such as light and electron microscopy generate two-dimensional (2D) images, while micro-computed tomography (µCT) allows a direct representation of the three-dimensional (3D) structure. In addition, different methods provide complementary structural information, such as the arrangement of organic or inorganic compounds. The overall aim of the present study is to answer bone research questions by linking information of different 2D and 3D imaging techniques. A great challenge in combining different methods arises from the fact that they usually reflect different characteristics of the real structure. <i>Materials and methods</i>: We investigated bone during healing by means of µCT and a couple of 2D methods. Backscattered electron images were used to qualitatively evaluate the tissue’s calcium content and served as a position map for other experimental data. Nanoindentation and X-ray scattering experiments were performed to visualize mechanical and structural properties. <i>Results</i>: We present an approach for the registration of 2D data in a 3D µCT reference frame, where scanning electron microscopies serve as a methodic link. Backscattered electron images are perfectly suited for registration into µCT reference frames, since both show structures based on the same physical principles. We introduce specific registration tools that have been developed to perform the registration process in a semi-automatic way. <i>Conclusions</i>: By applying this routine, we were able to exactly locate structural information (e.g. mineral particle properties) in the 3D bone volume. In bone healing studies this will help to better understand basic formation, remodeling and mineralization processes.
DOI: 10.6084/m9.figshare.28806815.v1
title: SSVEP 40class dataset

description: 40-class Beta range stimuli, SSVEP-based BCI Speller datasets
DOI: 10.6084/m9.figshare.7334189.v1
title: Chemical Education Pollutants PTML Modelling

description: The hazardous organic waste generation in teaching and research laboratories suppose a big problem in education. In this work we report and experimental measurement of waste generation on the chemical education laboratories of our department. The data set released includes the results of the experimental measures and PTML models including chemical, operational, and academic factors for 6050 cases of laboratory practices <i>vs</i>. practices of reference.
DOI: 10.6084/m9.figshare.8969882.v2
title: Data & Code: "Predicting missing links in global host-parasite networks"

description: Data & Code from Farrell et al. "Predicting missing links in global host-parasite networks"<br><b>Scripts</b><br>Within the <i>scripts </i>folder are scripts to process the raw data and model results:<br>1. Download, clean, and merge host-parasite interaction databases with mammal supertree (<i>process_raw_data.R</i>)<br>2. Re-create raw data plots from the manuscript (<i>raw_data_plots.R)</i><br>3. Plot posterior interaction matrices, scaled trees, and pull out top predicted links (<i>model_summaries.R</i>)<br>4. Re-create diagnostic plots from the manuscript (<i>diagnostic_plots.R)</i><br>5. Functions used for data manipulation and visualization that are sourced by other scripts (<i>network_analysis.R</i>)<br>6. Investiage bias propagation via node degree product (<i>bias_investigation.R</i>)<br>7. Generate risk maps (<i>risk_maps.R)</i><br><br><br><b>Data</b><br><b><br></b>- <i>raw_data:</i> folder includes the data necessary to amalgamate the host-parasite interaction databases (via script '<i>process_raw_data.R</i>').<br>- <i>clean_data: </i>folder includes the full host-parasite interaction list <i>'hp_list' </i>in both .csv and .rds formats, as well as the binary interaction matrices for the full dataset and ones subset by parasite type (virus, bacteria, fungi, etc...), and model diagnostics ('<i>model_diagnostics.csv') </i>used in '<i>diagnostic_plots.R' .</i><br>- <i>model_results: </i>folder contains .rds files per model, which has the output interaction matrix from each simulation ('<i>P'</i>), the table of model diagnostics ('<i>TB</i>'), and the phylogeny scaling parameter (<i>'Eta'</i>), if applicable. Note that to save space the full cross-fold fit posteriors are omitted (these total ~ 4.5GB). Please contact MF if these are required. <br>-<i> literature_results:</i> folder contains a .csv version of the results of the literature search outlined in the Supplementary Information.<br>- <i>plots_tables: </i>folder contains .csv files for the top 100 'missing' links for each model, and a .csv for the top 1000 links from the full model run on the full dataset.<br><br><br><br>
DOI: 10.17632/tgsc7w7sdr
title: Long-term Selective Stimulation of Transplanted Neural Stem/Progenitor Cells for Spinal Cord Injury Improves Locomotor Function. Kawai et al.

description: Source data for "Long-term Selective Stimulation of Transplanted Neural Stem/Progenitor Cells for Spinal Cord Injury Improves Locomotor Function". Further information and requests for resources and reagents should be directed to and will be fulfilled by the lead contact.
DOI: 10.6084/m9.figshare.16918051.v1
title: Supplementary Material for: Incidence of Serum Creatinine Monitoring and Outpatient Visit Follow-Up among Acute Kidney Injury Survivors after Discharge: A Population-Based Cohort Study

description: <b><i>Introduction:</i></b> Acute kidney injury (AKI) affects 20% of hospitalized patients and worsens outcomes. To limit complications, post-discharge follow-up and kidney function testing are advised. The objective of this study was to evaluate the frequency of follow-up after discharge among AKI survivors. <b><i>Methods:</i></b> This was a population-based cohort study of adult Olmsted County residents hospitalized with an episode of stage II or III AKI between 2006 and 2014. Those dismissed from the hospital on dialysis, hospice, or who died within 30 days after discharge were excluded. The frequency and predictors of follow-up, defined as an outpatient serum creatinine (SCr) level or an in-person healthcare visit after discharge were described. <b><i>Results:</i></b> In the 627 included AKI survivors, the 30-day cumulative incidence of a follow-up outpatient SCr was 80% (95% confidence interval [CI]: 76% and 83%), a healthcare visit was 82% (95% CI: 79 and 85%), or both was 70% (95% CI: 66 and 73%). At 90 days and 1 year after discharge, the cumulative incidences of meeting both follow-up criteria rose to 82 and 91%, respectively. Independent predictors of receiving both an outpatient SCr assessment and healthcare visit within 30 days included lower estimated glomerular filtration rate at discharge, higher comorbidity burden, longer length of hospitalization, and greater maximum AKI severity. Age, sex, race/ethnicity, education level, and socioeconomic status did not predict follow-up. <b><i>Conclusions:</i></b> Among patients with moderate to severe AKI, 30% did not have follow-up with a SCr and healthcare visit in the 30-day post-discharge interval. Follow-up was associated with higher acuity of illness rather than demographic or socioeconomic factors.
DOI: 10.6084/m9.figshare.20343231.v3
title: Analysis of the body of literature based on a new dramatherapy literature database: Dataset

description: This dataset contains references to all journal articles published between 2000 and 2021 with a specific focus on dramatherapy included in the bibliometric output analysis (<em>N </em>= 345. It sorts the literature across the categories of year of publication, authorship, publication outlet, allocated keywords, affiliated institutions, language and countries of origin. A separate worksheet includes the ASJC codes of the journals included in this analysis.
DOI: 10.6084/m9.figshare.25691694.v1
title: Dataset for the Study of Tourism Internet Memes

description: The dataset of 15 reels can be used to analyse the effective social media strategies employed by tourism brands in India.
DOI: 10.6084/m9.figshare.26763586.v1
title: Supplementary Material for: Multiphasic Acute Disseminated Encephalomyelitis (MDEM) with a Temporal Gap of 26 years; a Case Report with Novel Presentation

description: Acute Disseminated Encephalomyelitis (ADEM) is an acute autoimmune demyelinating disease of the central nervous system that typically follows an acute viral infection or post-vaccination. It is more common in children than in adults and is characterized by widespread demyelination of the white matter of the brain and spinal cord. ADEM typically presents as a monophasic illness. Multiphasic ADEM has been an emerging topic with case reports highlighting the importance of the need for further investigation and literature on this topic. Multiphasic ADEM in adults is a rare presentation with an atypical course that can cause a delay in diagnosis leading to disability in patients. Multiple case reports have shown the presence of Multiphasic ADEM without an established cause, emphasizing the importance of additional insight and data in this context. This is a unique case of Multiphasic ADEM in a 59-year-old male with a temporal gap of 26 years.
DOI: 10.6084/m9.figshare.27240072.v2
title: Toxicity Dataset

description: # The Toxicity Dataset*by [Surge AI](https://www.surgehq.ai)*This dataset contains 500 toxic and 500 non-toxic comments from a variety of popular social media platforms. Rather than operating under a strict definition of toxicity, we asked our team to identify comments that they personally found toxic. <br>## Columns* `text`: the text of the comment<br>* `is_toxic`: whether or not the comment is toxic
DOI: 10.6084/m9.figshare.28862099.v1
title: ssfe

description: weedddd
DOI: 10.6084/m9.figshare.4653961.v1
title: Supplementary Material for: Calibrating Longitudinal Cognition in Alzheimer's Disease Across Diverse Test Batteries and Datasets

description: <b><i>Background:</i></b> We sought to identify optimal approaches by calibrating longitudinal cognitive performance across studies with different neuropsychological batteries. <b><i>Methods:</i></b> We examined four approaches to calibrate cognitive performance in nine longitudinal studies of Alzheimer's disease (AD) (n = 10,875): (1) common test, (2) standardize and average available tests, (3) confirmatory factor analysis (CFA) with continuous indicators, and (4) CFA with categorical indicators. To compare precision, we determined the minimum sample sizes needed to detect 25% cognitive decline with 80% power. To compare criterion validity, we correlated cognitive change from each approach with 6-year changes in average cortical thickness and hippocampal volume using available MRI data from the AD Neuroimaging Initiative. <b><i>Results:</i></b> CFA with categorical indicators required the smallest sample size to detect 25% cognitive decline with 80% power (n = 232) compared to common test (n = 277), standardize-and-average (n = 291), and CFA with continuous indicators (n = 315) approaches. Associations with changes in biomarkers changes were the strongest for CFA with categorical indicators. <b><i>Conclusions:</i></b> CFA with categorical indicators demonstrated greater power to detect change and superior criterion validity compared to other approaches. It has wide applicability to directly compare cognitive performance across studies, making it a good way to obtain operational phenotypes for genetic analyses of cognitive decline among people with AD.
DOI: 10.17632/m467xb32fj
title: Supplementary Videos for Selective Pericyte Recruitment to EC-lined Tubes, Vessel Assembly Enhancement through Pericyte TIMP-3 Induction, and Pericyte TBX2 in Capillary Formation and Maturation

description: Supplementary Videos
DOI: 10.6084/m9.figshare.19687650.v1
title: Original Unedited Data Set

description: This is the original unedited data set for the manuscript "The Role of Trait Mindfulness in the Association between Loneliness and Psychological Distress". <br> <strong>The survey includes:</strong> Demographics The University of California Los Angeles Loneliness Scale–Version 3 (UCLA-LS; Russell, 1996) The Five-Facet Mindfulness Questionnaire–Short Form (FFMQ-SF; Bohlmeijer et al., 2011) The 21-item Depression, Anxiety, and Stress Scale (DASS-21; Lovibond & Lovibond, 1995) Questions regarding mindfulness and meditation practice Questions regarding relationships and home location and household composition Questions regarding the impact of COVID-19 measures on employment. <em><strong>References</strong></em> Bohlmeijer, E., ten Klooster, P. M., Fledderus, M., Veehof, M., & Baer, R. (2011). Psychometric properties of the Five Facet Mindfulness Questionnaire in depressed adults and development of a short form. Assessment, 18(3), 308-320. https://doi.org/10.1177/1073191111408231 Lovibond, S. H., & Lovibond, P. F. (1995). <em>Manual for the Depression Anxiety Stress Scales</em> (2nd ed.). Psychology Foundation. Russell, D. W. (1996). UCLA Loneliness Scale (Version 3): Reliability, validity, and factor structure. Journal of Personality Assessment, 66(1), 20-40. https://doi.org/10.1207/s15327752jpa6601_2
DOI: 10.6084/m9.figshare.4596346.v1
title: displacements_CNS.csv

description: Column 1 : Displacement length in mColumn 2 : Time at destination in hoursColumn 3: Duration of the displacement in hours
DOI: 10.6084/m9.figshare.6870788.v2
title: Data and R scripts of "Towards the development of general rules describing landscape heterogeneity-multifunctionality relationships"data from "Towards the development of general rules describing landscape heterogeneity-multifunctionality relationships"

description: Associated data of the study "Towards the development of general rules describing landscape heterogeneity-multifunctionality relationships" (van der Plas et al, Journal of Applied Ecology).<br>Files include:- datasets on ecosystem functions in 150 Biodiversity exploratories plots- data on abiotic factors in 150 Biodiversity Exploratories plots- R scripts to analyse the above data- R scripts to investigate heterogeneity-multifunctionality relationships with artificial data
DOI: 10.6084/m9.figshare.6265613.v1
title: Patient27

description: Male Patient with 277 slice of pulmonary embolism CT-Angiography.
DOI: 10.6084/m9.figshare.8341370.v6
title: Institution information integration dataset of open data

description: integration data of institution informaiton based on grid , orgref, Open ISNI, VIAF and wikidata.<br>
DOI: 10.17632/bmkzcyyrwp
title: Get AQI in One Shot-3 (GAOs-3)

description: A self-supervised learning dataset for AQI monitoring based on deep learning, will be disclosed after manually removing pedestrian and license plate information.
DOI: 10.17632/j954srbjgf
title: English Dataset OC BMI ERP Codebook and Questionnaire

description: English dataset which cover the importance of Organizational Complexity on Business Model Innovation when the company has implemented an ERP. The codebook and the questionnaire are included
DOI: 10.17632/tvcygvjhyw
title: Towards a physiologically relevant in vitro system for oral drug product delivery in the gastrointestinal (GI) tract

description: Lake Tahoe, Oral Drug Delivery Foundation Conference, Mar 2018
DOI: 10.6084/m9.figshare.24923532.v1
title: No.2 National-scale 10-m maps of cropland use intensity in China during 2018-2023

description: There were three groups of national-scale datasets on cropland use intensity over conterminous China during the study period (2018-2023). The first group of datasets was the cropland use intensity dataset for each year. Five 10-m national scale cropland use intensity maps (ChinaCUI10m) were provided for China during 2018-2023. The second group of datasets was the newly derived 10-m cropland dataset (ChinaCropland10m) based on historical cropping activities. The historical cropland use intensity during 2018-2023 was summarized and the ChinaCropland10m was produced through discarding pixels with values of zero (cropland should be actively cropped for at least once during the past five years). The third group of datasets was the degree of intensification revealed by averaged cropland use intensity (ChinaMeanCI10m) based on historical CUI datasets in China during 2018-2023. The datasets are available at the Figshare repository in a Geotiff format. The dataset is provided in ESPG: 4326 (WGS_1984) spatial reference system.
DOI: 10.6084/m9.figshare.26340343.v1
title: The 2024 Global Education Monitoring Report Review: Gender Equality in Digital Education

description: BOOK DESCRIPTION TITLE OF BOOK Global education monitoring report 2024, gender report: technology on her terms AUTHOR Global Education Monitoring Report Team DATE OF PUBLICATION 2024 PUBLISHER UNESCO 978-92-3-100672-2 ISBN WORKS CITED Global Education Monitoring Report Team. (2024). Global education monitoring report 2024, gender report: technology on her terms. In Unesco.org (pp. 1–62). UNESCO. https://unesdoc.unesco.org/ark:/48223/pf0000389406