cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/pvgfkdnspf
title: MANAGING OPEN INNOVATION: THE ROLES OF STRATEGIC ORIENTATION AND DYNAMIC CAPABILITIES, EVIDENCE FROM ETHIOPIAN SMEs

description: The focus of this study was to assess empirically the effects of strategic orientation open innovation through dynamic capabilities of small and medium-sized enterprises (SMEs). A cross-sectional field survey quantitative approach was applied to collect primary data from the study area. Based on the empirical data of 321 SMEs operating in study area, the study was employed structural equation modeling (SEM) to analyze the data and research hypotheses in the proposed structural regression model. The SEM analysis found that open innovation is associated with small and medium enterprises' higher-level strategic orientation. Finally, the results indicated that dynamic capabilities mediated the path between strategic orientation and open innovation. Moreover, the study indicated that strategic orientation creates value through dynamic capabilities of the SMEs. Hence, the ability to sense, seize and transform the external ideas, knowledge and information along with the internal resources is vital to small and medium-sized enterprises success.
DOI: 10.6084/m9.figshare.28832330.v1
title: Data Supporting for Research "AI Chatbots in E-Commerce: Enhancing Customer Engagement, Satisfaction and Loyalty"

description: This dataset contains responses from 400 e-commerce users on AI chatbot services. It includes variables such as response time, information quality, perceived usefulness, perceived ease of use, customer satisfaction, and customer loyalty.
DOI: 10.17632/z7swdm243y
title: ReconGPT

description: Supplemental data for methodology and test set of ReconGPT
DOI: 10.6084/m9.figshare.25450363.v3
title: Numerical programs used in "Rapid coalescence of bubbles driven by buoyancy force: Implication for slug formation in basaltic eruptions" by Takafumi Maruishi and Atsushi Toramaru

description: Jupyter notebooks written in Julia for numerical calculation of moment and kinetic models.
DOI: 10.6084/m9.figshare.7144247.v1
title: Supercritical Carbon Dioxide Heat Transfer Data for 0.75 mm Square Microchannels with Horizontal, Single-Side Heated Boundary Condition at Reduced Pressure from 1.03 to 1.1

description: The attached heat transfer dataset was obtained at Oregon State University in the Thermal Energy Systems and Transport (TEST) Laboratory. Six different testing conditions were investigated with a total of 70 data points, varying the 1.) reduced pressure (P/P<sub>crit</sub> of 1.03 and 1.1), 2.) mass flux (500 and 1000 kg m<sup>-2</sup> s<sup>-1</sup>), 3.) inlet temperature (T<sub>in</sub> = 16 <sup>o</sup>C to 50 <sup>o</sup>C), and 4.) applied heat flux (q" = 20 and 40 W cm<sup>-2</sup>). The applied heat flux is on the bottom surface of a horizontal test section with a heated length of 20 mm, more dimension details can be found in the attached dataset and the reference.<br>This attached dataset contains both the measured experimental variables and calculated quantities. The wall temperatures, heat transfer coefficient, and corresponding uncertainty were evaluated using an integrated 2-D and 3-D modeling approach, described in the cited references. Some key details about the data are as follows:1. The values for each measured variable represent the average values of the raw data points (approx. 600) that were directly measured by various sensors.2. The attached file has 6 individual sheets which correspond to the 6 test cases considered in the current investigation.3. The attached file contains a detailed key which can be used to interpret the data set presented in each individual sheet. The sheets are named as, XX-YY-ZZ which represents the experimental conditions for the particular data set.• XX represents the reduced pressure• YY represents the mass flux in kg m<sup>-2</sup> s<sup>-1</sup>• ZZ represents the measured heat flux at the flux meter location in W cm<sup>-2</sup><br><br>
DOI: 10.25386/genetics.6304502.v1
title: Supplemental Material for van Dijk, Weissing, and Ellis, 2018

description: File S1. Online
digital libraries and the original German texts of the letter and the two
newspaper articles.
DOI: 10.6084/m9.figshare.13819685.v1
title: Change.org y la interacción de tuiteros con #NiUnaMenos

description: Tabla que muestra los elementos presentes en los tuits que obtuvieron mayor y menor número de interacciones por parte de tuiteros con el #NiUnaMenos en las publicaciones de las 4 cuentas en español de Change.org. Las publicaciones fueron seleccionadas acogiendo los dos tuits que registraron mayor y menor interacciones por cada cuenta. Los de ponderación baja debieron haber generado algún tipo de interacción para haberse seleccionado.
DOI: 10.6084/m9.figshare.28832201.v1
title: LBKG Dataset

description: Please refer to eexuanyang/LBKG for corresponding code and details.
DOI: 10.17632/5j52d7fngy
title: Monetary policy, threshold of profitability and dynamics of private investment in the West African Economic and Monetary Union

description: This study investigates the interactions between optimal monetary policy, investment profitability thresholds, and private sector investment dynamics within the West African Economic and Monetary Union. Analyzing data from 2000 to 2021, it employs advanced econometric models (linear, asymmetric, and threshold effect dynamic panel error correction models) to provide a nuanced understanding of the investment environment in the union. The findings reveal the confluence of low returns and high borrowing costs for private investment. Notably, this study suggests that simply pursuing an expansionary monetary policy does not offer a sufficient solution. Instead, it proposes a more accommodative stance by the Central Bank, featuring lower policy rates, to alleviate the negative impact of high credit costs on private investment and ultimately stimulate economic activity.
DOI: 10.6084/m9.figshare.11370708.v1
title: BP from Compressor performance modelling method based on support vector machine nonlinear regression algorithm

description: To overcome the difficulty of having only part of compressor characteristic maps including on-design operating point, and accurately calculate compressor thermodynamic performance under variable working conditions, this paper proposes a novel compressor performance modelling method based on support vector machine nonlinear regression algorithm. It is compared with the other three neural network algorithms (i.e. BP, RBF and Elman neural networks) from the perspective of interpolation and extrapolation accuracy as well as calculation time, to prove the validity of the proposed method. Application analyses indicate that the proposed method has better interpolation and extrapolation performance than the other three neural networks. In terms of flow characteristic map representation, the root mean square error (RMSE) of the extrapolation performance at higher and lower speed operating area by the proposed method is 0.89% and 2.57%, respectively. And the total RMSE by the proposed method is 2.72%, which is more accurate by 47% than the Elman algorithm. For efficiency characteristic map representation, the RMSE of the extrapolation performance at higher and lower speed operating area by the proposed method is 2.85% and 1.22%, respectively. And the total RMSE by the proposed method is 1.81%, which is more accurate by 35% than the BP algorithm. Moreover, the proposed method has better real-time performance compared with the other three neural network algorithms.
DOI: 10.6084/m9.figshare.27089419.v2
title: Supplementary materials

description: Two Tables and one Figure.
DOI: 10.6084/m9.figshare.27634032.v2
title: Source data for 'Navigating condensate microenvironment to enhance small molecule drug targeting'

description: This repository contains source data for Figures 1-6 and Extended Data Figures.
DOI: 10.6084/m9.figshare.27685887.v1
title: NPI_data.xlsx

description: The study compares the effects of various nonpharmacologic interventions on cognitive function, daily functioning, depression, and quality of life among people living with dementia
DOI: 10.6084/m9.figshare.4805749.v7
title: Bengalese Finch song repository

description: Please see this website for information about the dataset: https://nickledave.github.io/bfsongrepo/ The site includes: methodology usage terminal commands to download the dataset citations in common formats list of works that cite this dataset <br>
DOI: 10.6084/m9.figshare.6814550.v3
title: Predicting the Results of Evaluation Procedures of Academics: Additional Materials

description: Additional materials containing the results of the analyses described in the paper entitled "Predicting the Results of Evaluation Procedures of Academics".In the tables, Precision (P), Recall (R) and F-Measure (FM) values are reported for each Recruitment Field (RF) and Area. The results are ordered in descending order with respect to the F-measure values. Non-bibliometric disciplines have a gray background.The data are organized as follows:<b>-Table 1:</b> contains the performance of the SVM algorithm for academic level I (Full Professor) using 291 predictors. Analysis of the 184 recruitment fields;<b>-Table 2:</b> contains the performance of the SVM algorithm for academic level II (Associate Professor) using 291 predictors. Analysis of the 184 recruitment fields;<b>-Table 3:</b> contains the performance of the SVM algorithm for academic level I (full Professor) and II (Associate Professor). Analysis of the scientific areas;<b>-Table 4:</b> contains the performance of the SVM algorithm for academic level I (Full Professor) using the top 15 predictors. Analysis of the 184 recruitment fields;<b>-Table 5:</b> contains the performance of the SVM algorithm for academic level II (Associate Professor) using the top 15 predictors. Analysis of the 184 recruitment fields.<br>
DOI: 10.17632/g3cmj46xyx
title: Ultrasound Breast images denoising using Generative Adversarial Networks (GANs)

description: Ultrasound imaging plays an important role in screening early detection and breast cancer diagnosis. However, speckle noise affects medical ultrasound images and degrades the visual radiologic evaluation, which generally causes several difficulties in identifying the malignant and benignant regions. Denoising is an important step in preprocessing medical images, because it restores the maximum details preserving edges and all information of the images, achieving successful accuracy in anomalies classification. To reduce the speckle noise and retain image features well, we proposed two GANs models to breast ultrasound speckle denoising as preprocessing image, (i) Conditional GAN and (ii) WGAN. The better denoising image quality was measured by peak signal to noise ratio (PSNR) and structural similarity index (SSIM). The experimental analysis clearly shows that the CGAN method achieves better visual image quality in terms of PSNR=38.18 dB and SSIM= 0.96 with respect to WGAN model (PSNR=33.0068 dB and SSIM=0.91) on the small Ultrasound training datasets. Thus, we conclude that GANs can help in denoising ultrasound medical imaging, and as a future work these data can be used as computer system input for image segmentation and classification, reducing the hand-dependence and helping radiologists to improve breast cancer detection.
DOI: 10.17632/w3fg8jjmzr
title: Guava Fruit  Dataset for Classification 

description: The Data includes three  different types of guava fruit images along with maturity levels. The types are Local Sindhi, Thadhrami and Riyali. Each type consist on three maturity classes like green, mature green and ripe.
DOI: 10.17632/y2zzzhzysf
title: Abstarct Diagram: Sustainability gaps of coastal sustainable development

description: It is about the gaps of sustainability of coastal tourism development from existing and expected performance
DOI: 10.6084/m9.figshare.11618850.v1
title: Supplementary Material for: Age Difference in the Association between Hyponatremia and Infection-Related Mortality in Peritoneal Dialysis Patients

description: <b><i>Objectives:</i></b> This study aimed to examine the association of serum sodium with infection-related mortality and its age difference among continuous ambulatory peritoneal dialysis (CAPD) patients. <b><i>Methods:</i></b> A total of 1,656 CAPD patients from January 2006 to December 2013 were included in this study. All patients were followed up until December 2018. Hyponatremia was defined as serum sodium &lt;135 mmol/L. Cox proportional hazards regression model was used to investigate the relationship between baseline serum sodium levels and infection-related mortality. <b><i>Results:</i></b> Participants were aged 47.5 ± 15.3 years, 666 (40.2%) patients were female. Glomerulonephritis was the main cause of end-stage renal disease (61.1%). After a median of 46 months of follow-up, 507 patients died. Among the deaths, 252 (49.7%) died from cardiovascular diseases, 105 (20.7%) from infections, and 150 (29.6%) from other causes. The overall infection-related mortality was 14.8 events per 1,000 patients-year, which was higher in patients aged ≥50 years than those younger than 50 years (28.3 vs. 5.3 events per 1,000 patients-year). In the entire cohort, hyponatremia at was not associated with infection-related (hazards ratios [HR] 1.66, 95% CI 0.91–3.02) and all-cause mortality (HR 1.14, 95% CI 0.83–1.57) after adjusting for potential confounders. There was a significant interaction by age of association of serum sodium with infection-related (<i>p</i> = 0.002) and all-cause (<i>p</i> = 0.0002) death. Age-stratified analysis showed that compared with control group, hyponatremia was independently related to increased risks of infection-related death, but not all-cause mortality in patients aged ≥50 years, with HR of 2.32 (95% CI 1.25–4.32) and 1.33 (95% CI 0.95–1.87), respectively. <b><i>Conclusions:</i></b> Hyponatremia was associated with increased risk of infection-related mortality in CAPD patients aged ≥50 years.
DOI: 10.6084/m9.figshare.22911581.v1
title: Study Data

description: The study data include food retails, road, housing price, metro_mode ( the tessellated road with the speed of metro calculated by trajectory data), walk_mode ( the tessellated road with the average speed of walking), bike_mode ( the tessellated road with the speed of bicycle calculated by trajectory data), and taxi_mode ( the tessellated road with the speed of taxi calculated by trajectory data). These data are utilized to complete all the experiments in our paper. <br>
DOI: 10.6084/m9.figshare.24117477.v1
title: Supplementary Material for: Distinct Biomarkers of ANT Stimulation and Seizure Freedom in an Epilepsy Patient with Ambulatory Hippocampal Electrocorticography

description: Background: Deep brain stimulation (DBS) of the anterior nucleus of the thalamus (ANT) and responsive neurostimulation (RNS) of the hippocampus are the predominant approaches to brain stimulation for treating mesial temporal lobe epilepsy (MTLE). Both are similarly effective at reducing seizures in drug resistant patients, but the underlying mechanisms are poorly understood. In rare cases where it becomes clinically indicated to use RNS and DBS simultaneously, ambulatory electrophysiology from RNS may provide the opportunity to measure the effects of ANT DBS in the putative seizure onset zone and identify biomarkers associated with clinical improvement. Here, one such patient became seizure free, allowing us to identify and compare the changes in hippocampal electrophysiology associated with ANT stimulation and with seizure freedom. Methods: Ambulatory electrocorticography and clinical history were retrospectively analyzed for a patient treated with RNS and DBS for MTLE. DBS artifacts were used to identify ANT stimulation periods on RNS recordings and measure peri-stimulus electrographic changes. Clinical history was used to determine the chronic electrographic changes associated with seizure freedom. Results: ANT stimulation acutely suppressed hippocampal gamma (25-90Hz) power, with minimal theta (4-8Hz) suppression and without clear effects on seizure frequency. Eventually, the patient became seizure free alongside the emergence of chronic gamma increase and theta suppression, which started at the same time as clobazam was introduced. Both seizure freedom and the associated electrophysiology persisted after inadvertent DBS discontinuation, further implicating the clobazam relationship. Unexpectedly, RNS detections and long episodes increased, although they were not considered to be electrographic seizures, and the patient remained clinically seizure-free. Conclusion: ANT stimulation and seizure freedom were associated with distinct, dissimilar spectral changes in RNS-derived electrophysiology. The time course of these changes supported a new medication as the most likely cause of clinical improvement. Broadly, this work showcases the use of RNS recordings to interpret the effects of multimodal therapy. Specifically, it lends additional credence to hippocampal theta suppression as a biomarker previously associated with seizure reduction in RNS patients.
DOI: 10.6084/m9.figshare.25866646.v1
title: Data sets.pptx

description: Enterotoxigenic <i>Escherichia coli</i> (ETEC) is a diarrhoeal pathogen associated with severe morbidity and mortality among young children in developing countries. At present, there is no vaccine for ETEC. One candidate vaccine antigen, EtpA, is a conserved secreted adhesin that presumably binds to the tips of the <i>E. coli </i>flagellum to link ETEC to host intestinal glycans. EtpA is exported through a Gram-negative, two-partner secretion (TPS) system (type Vb) comprised of the secreted EtpA passenger (TpsA) protein and EtpB (TpsB) a transporter integrated into the outer bacterial membrane. TpsA proteins share a conserved, N-terminal domain followed by an extensive C-terminal domain with divergent sequence repeats. Three constructs of EtpA were prepared and analysed respectively including residues 67 to 447 (EtpA<sup>67-447</sup>), residues 1 to 606 (EtpA<sup>1-606</sup>) and residues 67-930 (EtpA<sup>67-930</sup>). The crystal structure of EtpA<sup>67-447</sup> solved at 1.76 Å resolution revealed a right-handed parallel β-helix with two extra-helical hairpins and an N-terminal β-strand cap. Analyses by circular dichroism spectroscopy confirmed the β-helical fold and indicated high resistance to chemical and thermal denaturation as well as rapid refolding. A theoretical model of full-length EtpA by AlphaFold largely concurs with the crystal structure adding a long β-helical C-terminal domain after an interdomain kink. We propose that robust folding of the TPS domain upon secretion provides a template to extend the N-terminal β-helix into the C-terminal domains of TpsA proteins. Unexpectedly, size exclusion chromatography and molecular pulldown assays with the N-terminal domain of EtpA failed to show any interaction with flagellin implying that other factors may be involved.
DOI: 10.15468/dl.9sgs5n
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Poa ligularis Nees ex Steud.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013256-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5b3wk93bm2
title: Air Masses and Electricity Demand in New England

description: These datasets (.mat) and Matlab code (.m) are being made available in tandem with research entitled: 
Exploring the efficacy of multivariate air masses as a predictor of electricity demand: A case study in New England

Cameron C. Lee (Kent State University; ClimRISE Laboratory; cclee@kent.edu)
Erik Tyler Smith (EPRI)

Email the lead-author (Cameron Lee) with Questions.

You will need the following products from Mathworks (along with custom functions included on this page):
'MATLAB' '9.8'
'Mapping Toolbox' '4.10'
'Statistics and Machine Learning Toolbox' '11.7'

To use:
1) download all .mat files to a common folder
2) open the GWTC_NE_Energy_ForMendeley.m script in Matlab, adjust any folder names to the common folder from step 1 above
3) run the script
DOI: 10.17632/t58xspzwyb
title: Responsible Innovation Data

description: The data is collected through the Qualtrics platform. The data tests the hypothesized impact of a paradox mindset and sustainability orientation on responsible innovation behaviors.
DOI: 10.6084/m9.figshare.25907953.v3
title: Observed and synthetic seismic data of the linear array in eastern Tibet and topographic data extracted from a global relief model with 15 arc-second resolution

description: The observed and synthetic seismic data of the linear array in eastern Tibet.
DOI: 10.6084/m9.figshare.3521723.v1
title: Full Archive

description: Full Archive
DOI: 10.6084/m9.figshare.4288538.v2
title: Supplementary Material for: The Utility of the Mini-Addenbrooke’s Cognitive Examination as a Screen for Cognitive Impairment in Elderly Patients with Chronic Kidney Disease and Diabetes

description: <br><strong><em>Background/Aims:</em></strong> We tested the utility of the Mini-Addenbrooke’s Cognitive Examination (M-ACE) in a cohort of older adults with chronic kidney disease (CKD) and diabetes. <b><i>Method:</i></b> The M-ACE was administered to 112 CKD and diabetes patients attending a nephrology clinic. Cognitive impairment was based upon patient, informant, and case review, neuropsychological assessment, and application of criteria for mild cognitive impairment (MCI) and the Diagnostic and Statistical Manual of Mental Disorders, fifth edition for dementia. The M-ACE was also compared to the Mini-Mental State Examination (MMSE). <b><i>Results:</i></b> Upon assessment, 52 patients had normal cognitive function, 33 had MCI, and 27 had dementia. The area under the receiver operating curve for the M-ACE was 0.96 (95% CI 0.95–1.00). The sensitivity and specificity for a dementia diagnosis were 0.96 and 0.84 at the cut point &lt;25 and 0.70 and 1.00 at the cut point &lt;21. Mean M-ACE scores differed significantly between normal, demented, and MCI groups (<i>p</i> &lt; 0.001), and compared to the MMSE, the M-ACE did not suffer from ceiling effects. <b><i>Conclusion:</i></b> The M-ACE is an easily administered test with good sensitivity and specificity to capture and assist in the diagnosis of MCI or dementia in patients with CKD and diabetes.
DOI: 10.15468/dl.zjpsha
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 ((7.9237 1.4388,7.9186 1.8496,6.9096 1.8496,6.7752 1.3312,7.0614 0.9078,7.5027 0.9107,7.9237 1.4388))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013255-250525065834625/datasets/export for details.
DOI: 10.17632/jttwksyng7
title: LCOH Calculation Model

description: This is a simple way to calculate the levelised cosf of energy (LCOE). The calculation method is simply created via excel. Once you have collected your costs and as well as the cost for maintanence, the data can be entered to the related column to calculate the LCOE.