cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29026559.v1
title: Elastic Universe Theory - Hubble constant & Galaxy Rotation (supporting dataset)

description: “Full PDF report with figures, tables, derivations and ChatGPT contribution detailing how the Elastic Universe Theory reproduces the Hubble constant and galaxy rotation curves.”
DOI: 10.6084/m9.figshare.29046311.v1
title: Experimental Data for a Virtual Inertia Control Strategy for a Wind-Storage Combined Power Generation System Based on Model Predictive Control

description: This dataset contains the experimental results and data related to the paper titled "Research on a Virtual Inertia Control Strategy for a Wind-Storage Combined Power Generation System Based on Model Predictive Control" This research addresses the issue of low grid inertia in wind energy systems by proposing an improved control strategy that integrates model predictive control (MPC) with virtual synchronous generator (VSG) control.
DOI: 10.17632/7p3hyypmjm
title: Ocean Hazards Database (OHD) for the State of Hawaii Statewide Coastal Highway Program Report

description: Summary:

This Ocean Hazards Database (OHD) contains all relevant geographic information system (GIS) layers, maps, measures, interpretations, and rankings from the Ocean Hazards Classification Scheme (OHCS) assessment of 302 mileposts and points of interest across coastal state routes in Hawaii. As a part of the State of Hawaii Department of Transportation Statewide Highway Shoreline Program Report, the OHCS assesses and ranks shoreline roadway vulnerability to historical sea-level rise rates (in/yr), projected sea-level rise rates by 2050 and 2100 (in/yr), mean tidal ranges (ft), maximum annually recurring peak wave periods (sec) and significant wave heights (ft), mean projected shoreline change rates (ft/yr) and coastal armoring, historical and hypothetical tsunami flow depths (ft), and hypothetical category 1-4 storm surge inundation heights (ft). OHCS ranking criteria and methods are described in Chapter 3 of the State of Hawaii Statewide Coastal Highway Program Report (2019). OHD materials are organized into coastal highway digital elevation models, ocean hazard map packages, ocean hazard supplementary maps, and ocean hazard supplementary tables. 



How to Download:

Digital Elevation Models (DEM) '.mpk' contains GIS layers for nearshore topographic and bathymetric elevations on the islands of: 
Hawaii - http://dx.doi.org/10.17632/6dd26tt5n9 
Maui - http://dx.doi.org/10.17632/zdmdy8jtsw 
Molokai - http://dx.doi.org/10.17632/vcr9rg5ttm
Oahu - http://dx.doi.org/10.17632/xh84bv6y5c
Kauai - http://dx.doi.org/10.17632/vwmprpp7xr

Supplementary Maps '.tiff' for 302 mileposts contain image files of: 
Nearshore Transects - http://dx.doi.org/10.17632/h29374xc3g
Offshore Transects - http://dx.doi.org/10.17632/b4w7c9y96s 
Sea-level Rise Inundation 1ft, 2ft, 3ft - http://dx.doi.org/10.17632/xf33cd2sd5
Sea-level Rise Inundation at 2050 - http://dx.doi.org/10.17632/nnb533964z
Sea-level Rise Inundation at 2100 - http://dx.doi.org/10.17632/kfb838gzr7
Maximum Annually Recurring Wave Characteristics - http://dx.doi.org/10.17632/4f4sb8j3zc
Projected Shoreline Change - http://dx.doi.org/10.17632/9krv2pj3bw
Storm Surge Inundation - http://dx.doi.org/10.17632/kp8k3cdxxx 

Map Packages '.mpk', below, contain GIS layers and mapping layouts for the assessment and projection of sea-level rise inundation, maximum annually recurring wave characteristics, projected shoreline change, storm surge inundation, and offshore bathymetry. 

Supplementary Tables '.pdf', below, contain OHCS measured results and rankings for 302 mileposts and points of interest across coastal state routes in Hawaii. Representative dataset references are included in table footnotes. 

Milepost Locations '.kmz, .mpkx, and .xlsx', below, contain the location information, in different formats, of the 302 mileposts. 

This project was funded by the Hawaii Department of Transportation, HWY-06-16, entitled "Statewide Highway Shoreline Protection Program Study Update."
DOI: 10.17632/vcfsgryyb4
title: The Effect of Institutional Factors on Financial Deepening:  Evidence from 50 African Countries

description: This paper investigates the impact of institutional factors on financial deepening and its implications on bank credit in Africa. The paper employs different panel econometric models to examine the heterogeneity of 50 African countries from 2000 to 2019. The estimators include panel corrected standard errors, system generalized method of moments, quantile and threshold regressions. The results show that rule of law, regulatory quality, government effectiveness, voice and accountability, control of corruption, and political stability significantly influence financial deepening in Africa. However, government effectiveness has a higher effect on middle- and high-income countries, while other indicators have a high impact on low-income countries. All institutional indicators have stronger effects, almost double, at higher financial levels than for countries with lower levels. Government effectiveness and regulatory quality impact financial deepening more for countries with strong institutions than weak ones. Thus, the relationship between institutional qualities and credit provided by banks is non-monotonic. The findings suggest that strengthening appropriate institutional factors based on country heterogeneity may effectively stimulate debt financing in Africa, the primary source of financing for small and medium-sized enterprises and entrepreneurs. The novelty of this paper is that previous studies did not sufficiently scrutinize the heterogeneity of the structure of African economies – i.e. differences in institution, credit and income levels.
DOI: 10.6084/m9.figshare.28558241.v1
title: LibScan_An LLM-Based Tool for Smart Contract Library Misuse Identification

description: Smart contracts, as programs capable of complex operations, operate on the blockchain and are com monly coded in the Solidity language. Solid ity, an object-oriented programming language, fre quently incorporates a variety of libraries to boost the reusability of code and simplify the intricacies of smart contract development. However, this prac tice often gives rise to library misuse, where incor rect implementation or application of libraries can lead to flaws in the contract. At present, there is a lack of tools that can effectively detect and recog nize patterns of library misuse within smart con tracts. To fill this gap, we introduce LibScan, a tool powered by large language models (LLMs) to identify the vulnerabilities caused by library mis use. LibScan captures the distinctive features and qualities of each library misuse pattern and lever ages a Generative Pre-training Transformer (GPT) to align contract code with these patterns, pinpoint ing instances of library misuse. It uses an iterative feedback mechanism to refine the LLM’s accuracy, particularly for sophisticated contracts, and corrob orates its findings with static analysis techniques. The tool’s effectiveness is underscored by its per formance metrics, which are notably high in both identifying true positives and minimizing false pos itives. We also explore the current limitations of the tool and propose avenues for future research to en hance its capabilities.
DOI: 10.6084/m9.figshare.6450236.v1
title: Supplementary Material for: Practice Patterns for Chronic Respiratory Diseases in the Asia-Pacific Region: A Cross-Sectional Observational Study

description: <b><i>Background:</i></b> Allergic rhinitis (AR), asthma, chronic obstructive pulmonary disease (COPD), and rhinosinusitis are common and little studied in the Asia-Pacific region. <b><i>Objectives:</i></b> We sought to investigate real-world practice patterns for these respiratory diseases in India, Korea, Malaysia, Singapore, Taiwan, and Thailand. <b><i>Methods:</i></b> This cross-sectional observational study enrolled adults (age ≥18 years) presenting to general practitioners (GP) or specialists for physician-diagnosed AR, asthma, COPD, or rhinosinusitis. Physicians and patients completed study-specific surveys at one visit, recording patient characteristics, health-related quality of life (QoL), work impairment, and healthcare resource use. Findings by country and physician category (GP or specialist) were summarized. <b><i>Results:</i></b> Of the 13,902 patients screened, 7,243 (52%) presented with AR (18%), asthma (18%), COPD (7%), or rhinosinusitis (9%); 5,250 of the 7,243 (72%) patients were eligible for this study. Most eligible patients (70–100%) in India, Korea, Malaysia, and Singapore attended GP, while most (83–85%) in Taiwan and Thailand attended specialists. From 42% (rhinosinusitis) to 67% (AR) of new diagnoses were made by GP. On average, patients with COPD reported the worst health-related QoL, particularly to GP. Median losses of work productivity for each condition and activity impairment, except for asthma, were numerically greater for patients presenting to GP vs. specialists. GP prescribed more antibiotics for AR and asthma, and fewer intranasal corticosteroids for AR, than specialists (<i>p</i> &lt; 0.001 for all comparisons). <b><i>Conclusions:</i></b> Our findings, albeit mostly descriptive and influenced by between-country differences, suggest that practice patterns differ between physician types, and the disease burden may be substantial for patients presenting in general practice.
DOI: 10.17632/3xp4r3xsr5
title: Blood pressure count data

description: The life data used is on one hundred and eighty-one (181) patients with high and low Blood Pressure diagnosis. The data
consists of visits to the doctor between the periods of July 2020 to July 2021 obtained at Ace-Medicare health facility, Ota, Ogun State, Nigeria. The variables include visit to doctor (Count
Response); while the predictor variables are: Age, Sex coded as (male=1, female=0), Hypertensive Follow-up
(HFollowp, F=1, N/F=0), Hypertensive Heart Disease (HHeartD, HHD=1, N/HHD=0), Poor Blood pressure control
(Poor.BPC, PBPC=1, N/PBPC=0) and Hypotension (Hypo=1, Hyper=0). For the period observed, a patient must have
been diagnosed with either high blood pressure or low blood pressure. If a patient’s condition is not suffering from
hypotension (Low BP), then it is a case of hypertension (High BP). Hypertensive Heart Disease, Poor BPC, HFollowup
were captured as cases associated with patients diagnosed for blood pressure
DOI: 10.6084/m9.figshare.23607774.v1
title: patient47.rar

description: A Patient with fundus images that taken by Ret-cam.
DOI: 10.6084/m9.figshare.25514014.v2
title: Data and code for "Leaf dry matter content is phylogenetically conserved and related to environmental conditions, especially wildfire activity"

description: Data and code for "Leaf dry matter content is phylogenetically conserved and related to environmental conditions, especially wildfire activity"<br>Files in the folder:<br>1 - LDMCdataset.csv<br>It contains:<br>species: species names checked according to the World Flora Online (https://www.worldfloraonline.org/)<br>phylogenetic_groups: classify according to APG III (2009)(http://www.mobot.org/MOBOT/research/APweb/).<br>growth_form: classify according to the descriptions of each species’ adult form in the Encyclopedia of Life (https://eol.org/)<br>postfire_regeneration: species that have or do not have traits associated with postfire regeneration<br>regeneration_strategies: seeders (facultative seeders and obligate seeders), non-seeders (obligate resprouters), and unknown (species were only reported to have seedling emergence in the first year after fire, but it is unclear how they specifically regenerated)<br>LDMC: leaf dry matter content (original unit: g g-1)<br>FA: defined as the logarithm of the average number of fire incidences in each region divided by the size of the region, as recorded by the Moderate Resolution Imaging Spectroradiometer (MODIS) sensor in the Terra satellite at 30 seconds resolution, no unit<br>TN: soil total nitrogen content (original unit: g kg-1)<br>MAT: mean annual temperature (original unit: ℃)<br>MAP: mean annual precipitation (original unit: mm)AI: aridity index (the ratio of mean annual precipitation to mean annual reference evapotranspiration)2 - LDMC.treeThe phylogenetic tree for the species list in LDMCdataset.csv.<br>3 - Analysis_Code.RIt contains all the analytical steps to reproduce the results reported in the main text.
DOI: 10.17632/3dhn4xnjxw
title: A dataset for Wi-Fi-based human-to-human interaction recognition

description: This dataset contains Wi-Fi signals that were recorded from 40 different pairs of subjects while performing twelve different human-to-human interactions in an indoor environment. Each pair of subjects performed ten trials of each of the twelve interactions and the total number of trials recorded in our dataset for all the 40 pairs of subjects is 4800 trials (i.e., 40 pairs of subjects × 12 interactions × 10 trials). The publicly available CSI tool is used to record the Wi-Fi signals transmitted from a commercial off-the-shelf access point, namely the Sagemcom 2704 access point, to a desktop computer that is equipped with an Intel 5300 network interface card. The recorded Wi-Fi signals consist of the Received Signal Strength Indicator (RSSI) values and the Channel State Information (CSI) values.
DOI: 10.6084/m9.figshare.3100885.v3
title: Inexact GMRES: Stokes equation

description: Figures and plotting scripts.<br>Figures 10–14 of the paper: <i>"Inexact Krylov iterations and relaxation strategies with fast-multipole boundary element method"</i><br>Submitted for peer review.<br>Fig. 10: (StokesConvergence.pdf)Convergence of the boundary-integral solution for Stokes flow around a sphere, using a first-kind equation; <i>p</i>=16, linear system solved to 10^-5 tolerance. The relative error is with respect to the analytical solution for drag on a sphere.<br>Fig. 11: (StokesResidualHistory.pdf)Residual history solving for surface traction on the surface of a sphere (first-kind integral problem), with a 10^-5 solver tolerance, 8,192 panels, and <i>p</i>=16 in the multipole expansions.<br>Fig. 12: (StokesSolveBreakdown.pdf)Time breakdown between P2P and M2L when using a relaxation strategy for solving surface traction on the surface of a sphere, 10^-5 solver tolerance, 8,192 panels, <i>p</i>=16.<br>Fig. 13: (StokesSpeedupRelaxation.pdf)Speed-up for solving first-kind Stokes equation on the surface of a sphere, varying <i>N</i>. 10^-5 solver tolerance, <i>p</i>=16.<br>Fig. 14: (StokesSpeedupTolerance.pdf)Speed-ups for solving a 1st-kind Stokes problem on a sphere discretized with 8,192 panels, as the GMRES solver's tolerance increases; <i>p</i>=16 for all cases.
DOI: 10.6084/m9.figshare.12434054.v1
title: Dataset on assessment of thermodynamic feasibility of a variety of ketone to alcohol transformations suited for biocatalysis

description: Thermodynamics governs the feasibility of reactions, while chemical kinetics provide information on how rapid a reaction proceeds in the forward direction. Setting up new metabolic pathways or reactions is the core capability of metabolic engineering and biocatalysis research. One of the important tools that provide information on the feasibility of reactions is thermodynamic analysis through calculating the Gibbs free energy of reaction. In particular, only thermodynamically feasible reactions would be considered further. However, reactions that are thermodynamically feasible may still encounter a large activation energy trap which requires high temperature or a catalyst to facilitate forward reaction. This dataset provides the thermodynamic feasibility analysis for the transformation of ketones to alcohols for a variety of ketones that may be of use in the biocatalytic industry. Data are presented in the form of an Excel spreadsheet, and should be a good reference for researchers in biocatalysis.
DOI: 10.17632/jrbphsvgzt
title: A computer program to calculate the total energy absorption cross-section for the photodissociation of a diatomic molecule arising from a bound state → repulsive state transition using time dependent quantum dynamical methods

description: Abstract A program is presented for calculating the total energy absorption cross-section for the photodissociation of a diatomic molecule. The mechanism is assumed to involve the absorption of a photon of ultraviolet radiation which causes an electronic transition in the diatomic molecule from a bound to a repulsive electronic state. The two atoms then fly apart under the influence of the forces on the repulsive electronic state causing the molecule to break up into its atomic fragments. Time depende... Title of program: PHOTO Catalogue Id: ACLC_v1_0 Nature of problem The program calculates the total energy absorption cross section for radiation incident on a diatomic molecule as a function of photon energy. The radiation is absorbed by the molecule causing an electronic transition from an initial bound electronic state to a repulsive one. A transition dipole moment function is included in the calculation. It is through the mediation of this dipole function that the radiation interacts with and is absorbed by the molecule. The molecule is assumed initially to ... Versions of this program held in the CPC repository in Mendeley Data ACLC_v1_0; PHOTO; 10.1016/0010-4655(93)90098-W This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/kp89xh68p2
title: Screen Detection YOLOv8

description: This dataset includes images and annotations of five digital screens, which are "phone screen", "laptop screen", "tablet screen", "TV screen" and "desktop computer screen" respectively. The entrire dataset was generated using the platform of Roboflow out of 2,042 annotated images, containing resources found in the "Universe" forum. The "best.pt" is the trained model file that can be retrieved through YOLOv8 and python scripts.
DOI: 10.4121/16766929.v1
title: Crafting dataset

description: We used a diary design and collected data among 82 dyads of colleagues (N= 164 employees) over 5 consecutive working days (N= 820). to explore examine whether (a) different job crafting dimensions have a differential impact on psychological detachment from work, (b) if specific joint effects can exacerbate or attenuate the negative impact of increasing challenging demands, and (c) whether job crafting crosses over between co-workers thereby creating indirect effects on psychological detachment. <br><br><br><br>
DOI: 10.17632/jv7ytc9jch
title: Supplementary Data for Asphaltene Precipitation and Deposition Modeling

description: Supplementary data required for asphaltene precipitation and deposition in an Iranian well
DOI: 10.6084/m9.figshare.14673144.v1
title: S4_Data.csv.zip

description: <b>S4 Data. Prophages wGRR. </b>wGRR for all pairs of prophages displayed on Fig 1D and S5B Fig. Each prophage name (phage_A, phage_B) is annotated with the CLT of its host (host_K_A, host_K_B) and their wGRR (wGRR).
DOI: 10.6084/m9.figshare.29072798.v1
title: Data set for the paper titled "Understanding enablers of innovative entrepreneurship in the Fourth Industrial Revolution: a systematic review of global empirical studies"

description: There has been limited research on what is needed for entrepreneurs to lead innovation within the current digital space. So far, research has paid little attention to innovative technologies in entrepreneurship as well as entrepreneurship and innovation simultaneously. However, there are significantly changes in these domains which necessitate increased attention towards innovative approaches within entrepreneurship. The research objective is to identify the enablers of innovative entrepreneurship in the 4IR using a systematic literature review approach. The inclusion criteria were peer-reviewed empirical articles written in English from 2022-2024, which were accessible on Scopus, Science Direct, Web of Science, and Google Scholar databases. The Mixed Methods Appraisal Tool (MMAT) was used to assess bias, and the Cadima web tool was used to screen articles. 1528 articles were retrieved, out of which 99 were retained for the final study. A thematic approach was used to analyse data. Results show that the entrepreneur’s traits and competencies play a key role in their innovativeness. Likewise, financial and technological resources, human capital, operational capacity, array of networks, strategic drive towards innovation, market insight, customer knowledge, and the desire for environmental sustainability can trigger innovation in entrepreneurial businesses. Paramount to this is an enabling external environment that reflects an overall innovation culture and promotes innovative entrepreneurship. Practically, this study will help entrepreneurs to develop the traits and competencies that will help them innovate easily. It will also enlighten entrepreneurial businesses on the prerequisites for innovation for them to prepare accordingly. Findings also provide insight for policy makers and governments to create policies, conducive environments, support structures, and a robust entrepreneurship ecosystem to promote innovative entrepreneurship within this technological era.<br>
DOI: 10.6084/m9.figshare.25997875.v3
title: <b>Effects of “Chinese Dose” Lipid-Lowering Therapies on Stabilization and Regression of Carotid Plaque: A Randomized Open-Label Trial</b>

description: Original datasets and R code (qmd)Effects of “Chinese Dose” Lipid-Lowering Therapies on Stabilization and Regression of Carotid Plaque: A Randomized Open-Label Trial
DOI: 10.6084/m9.figshare.3185086.v1
title: Adult Alpaca Skull

description: Adult Alpaca Skull
DOI: 10.6084/m9.figshare.8290199.v3
title: Data; Single Photon, Time-Gated, Phasor-based Fluorescence Lifetime Imaging Through Highly Scattering Medium

description: This data contains: i) time gated fluorescence images for dyes and A459 cells behind tissue-like phantoms. ii) phasor plots of the time-gated fluorescence images. iii) Alligator notebooks which detailed description of the data analysis processes.iv) Files that were used for 3D printing of our samples order. v) Region of interests (ROIs) files that were used for each analysis set.
DOI: 10.17632/7rv77w2yj3
title: Metaphyton community and biochemical analysis of neurotoxic cyanobacterial mats in Lady Bird Lake, Austin, Texas (August 5, 2019)

description: For the first time in the history of Austin, Texas, a toxin-producing cyanobacterial bloom was documented on August 3, 2019 after several dog deaths were reported to City staff. These data represent the first samples taken on August 5, 2019. Individual cells/filaments of microalgae were isolated for genetic and biochemical characterization. Genetic identification was performed using 16S rRNA PCR barcoding and Sanger sequencing. Toxins were detected using LCMS. The following dataset contains the raw and processed data for the DNA sequencing and biochemical evaluations.
DOI: 10.6084/m9.figshare.16847098.v1
title: Dataset

description: The dataset contains the results and metrics computed by the approach for analysis and propagation of feature revisions presented in the paper: Analysis and Propagation of Feature Revisions in Preprocessor-based Software Product Lines. The dataset contains information on the target releases of four real-world preprocessor-based systems (LibSSH, SQLite, Irssi, and Bison) used for evaluating our approach. Such information is the number of commits in between a pair of origin and destination releases, features of each release, number of patches, files and lines of code differing between a origin and destination release, number of features revised, introduced and deleted in relation to origin and destination target release. Further, it is available the runtime performance (ms) for each pair of release used as target to propagate features in space and time. For each feature propagated, it is available the number of lines of code added, removed, number of conditional blocks, files and feature interactions affected by the patches of code propagated.