cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27002590.v1
title: <b>Additive effects of multiple global change factors on plant invasions are common</b>

description: We conducted a meta-analysis to examine how two co-occurring global change factors influence the performance of alien and native plants. We used the <i>brms</i> package in R to conduct the meta-analysis, assessing individual and combined main effects, as well as interactive effects, using <i>Hedges' g</i> and <i>Hedges' d</i>. To save time, we saved RDS files for each model and exported HTML output for the entire analysis.
DOI: 10.6084/m9.figshare.28334048.v2
title: <b>Emergence and Molecular Evolution of Carbapenem-Resistant Hypervirulent ST23 </b><b><i>Klebsiella pneumoniae</i></b><b>: The Superbug Phenomenon in China</b>

description: Carbapenem-resistant hypervirulent <i>Klebsiella pneumoniae</i> (CR-hvKP) ST23 has emerged as a significant global health threat. This study focuses on recent developments in China, where 120 ST23 CR-hvKP isolates have been identified. The earliest isolate was detected in Zhejiang in 2013, carrying the <i>bla</i><sub>KPC-2</sub> gene along with key virulence genes like <i>rmpA</i>, <i>rmpA2</i>, <i>iro</i>, and <i>iuc</i>. Among 119 isolates with regional data, Hebei had the highest percentage at 25.2%, followed by Jiangxi at 22.7%. KPC was the most common carbapenemase type, followed by NDM. NDM-producing strains are mainly found in northern provinces, while KPC-producing strains are more common in the south, contrasting with Europe's higher frequency of OXA-48.
DOI: 10.17632/4tnny2j7xm
title: BADGER v1.0: A Fortran equation of state library

description: Abstract The BADGER equation of state library was developed to enable inertial confinement fusion plasma codes to more accurately model plasmas in the high-density, low-temperature regime. The code had the capability to calculate 1- and 2-T plasmas using the Thomas–Fermi model and an individual electron accounting model. Ion equation of state data can be calculated using an ideal gas model or via a quotidian equation of state with scaled binding energies. Electron equation of state data can be calcula... Title of program: BADGERLIB v1.0 Catalogue Id: AEND_v1_0 Nature of problem Equation of State (EOS) calculations are necessary for the accurate simulation of high energy density plasmas. Historically, most EOS codes used in these simulations have relied on an ideal gas model. This model is inadequate for low-temperature, high-density plasma conditions; the gaseous and liquid phases; and the solid phase. The BADGER code was developed to give more realistic EOS data in these regimes. Versions of this program held in the CPC repository in Mendeley Data AEND_v1_0; BADGERLIB v1.0; 10.1016/j.cpc.2012.07.010 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.6084/m9.figshare.11374212.v1
title: South China Sea IW Map in Zhao et al (2004)

description: A set of internal solitary waves (ISWs) are observed in satellite images acquired from 1995 to 2001. The collection shows the northwestward propagation of 116 ISWs from the Luzon Strait to Dongsha Island. This data set is used to plot Figure 1 in Zhao et al (2004 GRL), which for the first time reveals the internal tide origin of ISWs in the northeastern South China Sea. See details in the linked reference.
DOI: 10.6084/m9.figshare.3517430.v1
title: Appendix B. List of species seeded and encountered with functional group designations.

description: List of species seeded and encountered with functional group designations.
DOI: 10.25375/uct.26411089.v1
title: Longitudinal assessment of DNA recovery from post-mortem whole blood stored in EDTA, sodium fluoride/potassium oxalate and preservative-free vials

description: The following spreadsheets contain the quantitative data generated and analysed as part of the research project and resulting article titled "Longitudinal assessment of DNA recovery from post-mortem whole blood stored in EDTA, sodium fluoride/potassium oxalate and additive-free tubes". The data was collected in 2017, 2018 and 2022 and compares the concentrations, purity ratios and degradation indices of DNA extracted using two different extraction methods from post-mortem blood stored for up to five years in three different blood collection tubes. The spreadsheet titled "Quantitative Results" contains the numerical data, while the spreadsheet titled "Quantitative Results Metadata" provides explanations of the column headings and contents.The project is summarised in the following abstract:Adverse drug reactions and fatalities can result from therapeutic drug use due to genetic deficiencies in drug-metabolizing enzymes. In cases where ancillary testing may not reveal a clear cause of death, molecular autopsies can be valuable. However, forensic mortuaries do not retain DNA samples in all cases, which hinders subsequent genetic testing if it is later deemed necessary. This study aimed to evaluate whether post-mortem whole blood samples collected for toxicological analysis, could provide viable DNA for genetic testing after varying storage periods. Thirty deceased individuals were recruited with informed consent. Blood collected at autopsy from each individual was stored in two sodium fluoride/potassium oxalate (gray-top) tubes, two additive-free (red-top) tubes and one ethylenediaminetetraacetic acid (EDTA; purple-top) tube – the latter recommended for DNA analysis. Blood from one gray-top and one red-top tube were sampled for toxicological analysis prior to DNA analysis, while the remaining samples (acting as controls) underwent DNA analysis immediately. DNA analysis involved DNA extraction and DNA concentration and degradation assessment. Blood samples were stored at 4°C and DNA extraction and analysis was repeated one year and then five years later. Toxicological sampling did not significantly influence DNA results. DNA concentration and quality significantly decreased over time for all sample types, with DNA from red-top tubes showing the greatest decline. The study showed that DNA testing for drug-metabolizing enzymes was feasible on whole blood that had been stored for five years. This finding supports the potential for retrospective genetic testing in cases of adverse drug reactions and fatalities.
DOI: 10.26180/5d21327ae2e85
title: [Superseded] Built environment and transit use meta-analysis database

description: This database is no longer maintained. For the up to date supporting data associated with publication listed below, please visit: https://github.com/Laura-k-a/BE-TU-Meta-analysis.<br>Aston, L., Currie, G., Delbosc, A., Kamruzzaman, M., & Teller, D. (2020). Exploring built environment impacts on transit use - An updated meta-analysis. Transport Reviews. https://doi.org/10.1080/01441647.2020.1806941 <br><br><br><br>Superseded database description<br><br>This database contains a subset of another online database compiled by the authors (1). The purpose of this database is to provide traceability over the source data and methodology used to estimate elasticities for the relationship between indicators of the built environment and transit use.<br>The 505 elasticity estimates contained in this workbook are sourced directly or derived using information available in 76 prior studies.<br><b>Main content</b><b>Overview</b> - Complete index of database content, include calculation steps<b>Metadata - </b>Index of column headers describing attributes and corresponding levels in 'Database'<b>Database</b> - Database information for 505 data points from 76 studies. Study attributes and quantitative information relevant to screening and calculation steps is included. <b><br></b><b>Calculation steps</b><b>10_ Mean elasticities</b> - Calculation of mean elasticities based on average of the weighted elasticities for data points of each indicator<b>11_results_summary - </b>Summary of mean elasticity and significance level for each indicator<b>Sample_only</b> Static table containing data for the 226 data points in the final sample<br>Notes1 - Aston, Laura; Currie, Graham; Delbosc, Alexa; Kamruzzaman, MD; O'Hare, Tyler; Teller, David (2019): Built environment and transit use empirical research database. figshare. Dataset. Available on figshare: https://doi.org/10.26180/5c3fe01b7fd7e
DOI: 10.6084/m9.figshare.25099754.v2
title: Mars Soil Temperature and Thermal Diffusivity from InSight HP<sup>3</sup> Data

description: This project describes temperatures at the surface and in the Martian soil as measured by the HP<sup>3</sup> sensor package on the NASA Mars mission InSight. From the temperatures, thermal diffusivities are calculated. These are revised files with improved methods of calculating the diffusivities
DOI: 10.6084/m9.figshare.3454814.v1
title: Laurentian origin of the Ordovician Grangegeeth volcanic arc terrane, Ireland

description: U–Pb ages determined by laser-ablation multi-collector inductively coupled plasma mass spectrometry on 199 zircons from a lithic pumice tuff are the first isotopic ages from the Grangegeeth volcanic terrane of Ireland. The youngest zircon population (<em>n</em> = 24) yields an age of 465.4 +2.4/−3.1 Ma. Inherited zircons yield ages of <em>c</em>. 1120–1520, <em>c</em>. 1650–1914 and <em>c</em>. 2540–2890 Ma. The absence of zircons between <em>c</em>. 550 and 700 Ma argues against involvement of Avalonia as a source of inherited crystals. Overall, the inherited age spectra are characteristic of Laurentian crust or metasedimentary successions of peri-Laurentian provenance. These findings suggest that the Grangegeeth volcanic terrane does not represent a continuation of the intra-Iapetus Exploits arc of Newfoundland.
DOI: 10.17632/5v2nfxwd6s
title: koptekcnh İlaç Sipariş 0552 369 35 87 whatsapp Tan Bilgi Alınız koptekcnh İlaç Sipariş Ver  

description: koptekcnh İlaç Sipariş 0552 369 35 87 whatsapp Tan Bilgi Alınız koptekcnh İlaç Sipariş Ver   koptekcnh İlaç Sipariş 0552 369 35 87 whatsapp Tan Bilgi Alınız koptekcnh İlaç Sipariş Ver   koptekcnh İlaç Sipariş 0552 369 35 87 whatsapp Tan Bilgi Alınız koptekcnh İlaç Sipariş Ver   koptekcnh İlaç Sipariş 0552 369 35 87 whatsapp Tan Bilgi Alınız koptekcnh İlaç Sipariş Ver   koptekcnh İlaç Sipariş 0552 369 35 87 whatsapp Tan Bilgi Alınız koptekcnh İlaç Sipariş Ver
DOI: 10.17632/mjbncj5f95
title: The original data of each secondary zoning index in the Yellow River Basin of Gansu Province

description: The basic data of this study are derived from the "Gansu Province Water Resources Bulletin", "Gansu Province Statistical Yearbook", "Gansu Province Development Bulletin", etc. from 2010 to 2022. After being sorted out and processed by the author, etc
DOI: 10.6084/m9.figshare.11966103.v1
title: Determination of active compounds in raspberry leaf extracts and the effects of extract intake on mice

description: Abstract Twelve typical polyphenols in raspberry leaf powder (RLP), raspberry leaf extract 1 (RLE) and raspberry leaf extract 2 (RLE-H) were analyzed by HPLC-MS. The sum of their contents in three samples were in the following order: RLP (8.6 mg g-1) &lt; RLE (35.0 mg g-1) &lt; RLE-H (44.1 mg g-1). Ellagic acid and quercetin-3-O-glucuronide were the principal compounds in the samples and accounted for more than 75% of the sum content. A gelled mixture of RLE, pectin, and sodium alginate administrated to mice via gavage resulted in reduced weight gain and adiposity percentage, increased teste percentage, prolonged exhaustion time, furthermore alleviated intestinal flatulence possibly induced by RLE or RLE-H alone. These results could help in making rational use of this high polyphenol extract from raspberry leaves.
DOI: 10.6084/m9.figshare.1283985.v1
title: Critical thermal limits in Nebria

description: Critical thermal minimum and maximum for <em>Nebria </em>and <em>Nippononebria campbelli </em>on Mt Rainier, Washington, USA.
DOI: 10.6084/m9.figshare.13671322.v1
title: SRM data

description: SRM data in paper submitted to GRL
DOI: 10.17632/khpwng8thh
title: Dynamic Tactile Data of Textures On Uneven Surfaces

description: This dataset provides tactile sensor data captured using an a multi-modal tactile sensing (BioIn-Tacto [1, 2]) module mounted on the end-effector of a OpenManipulatorX. It includes barometric and MARG (Magnetic, Angular Rate, and Gravity) data to support research in texture recognition and robotic manipulation. The data was collected as the manipulator moved the sensing module across 12 different textures applied to a concave/convex surface.

The data is organized into folders representing various stages of processing:

Data/
├── 0_Raw
├── 1_Merged
├── 2_Trimmed
├── 3_Normalized
└── 4_Windowed

- 0_Raw: Raw data for 12 textures (T1 to T12), with 25 exploratory movements per texture.
- 1_Merged: Merged barometric and IMU data.
- 2_Trimmed: Preprocessed and trimmed data.
- 3_Normalized: Normalized data for consistency.
- 4_Windowed: Data segmented into windows for analysis.

Each exploratory movement contains the following files:
- `baro.csv`: Barometric data.
- `imus.csv`: IMU data (acceleration, angular rate, and magnetic field).

The `Scripts` folder includes tools for automating data preprocessing:

Scripts/
├── merge.py
├── trim.py
├── normalize.py
├── window_creator.py
├── npy_creator.py
└── run.sh

- merge.py: Merges barometric and IMU data.
- trim.py: Trims data based on predefined points.
- normalize.py: Normalizes data for consistency.
- window_creator.py: Segments data into windows.
- npy_creator.py: Converts CSV data into `.npy` format for machine learning.
- run.sh: Automates the entire data preprocessing pipeline. It sequentially runs the following steps:
 1. Merges barometric and IMU data from the raw data directory (`merge.py`).
 2. Trims the merged data based on predefined points stored in `trim_points.json` (`trim.py`).
 3. Normalizes the trimmed data for consistency (`normalize.py`).
 4. Segments the normalized data into windows of varying sizes (`window_creator.py`).
 5. Converts the windowed data into `.npy` format for machine learning models with window sizes of 128, 256, and 512 (`npy_creator.py`).

[1] T. E. Alves de Oliveira, A. -M. Cretu and E. M. Petriu, "Multimodal Bio-Inspired Tactile Sensing Module," in IEEE Sensors Journal, vol. 17, no. 11, pp. 3231-3243, 1 June1, 2017, https://doi.org/10.1109/JSEN.2017.2690898. 
[2] T. E. Alves de Oliveira, V. Prado da Fonseca, BioIn-Tacto: A compliant multi-modal tactile sensing module for robotic tasks, HardwareX, Volume 16, 2023, e00478, ISSN 2468-0672, https://doi.org/10.1016/j.ohx.2023.e00478.
DOI: 10.6084/m9.figshare.20304609.v1
title: dataset for Landing Reliability Assessment of Airdrop System based on Vine-Bayesian Network.rar

description: ​The dataset is for the manuscript submission of "Landing Reliability Assessment of Airdrop System based on Vine-Bayesian Network"
DOI: 10.6084/m9.figshare.23609031.v1
title: <strong>Identifying conservation priority areas for North American bumble bee species in Canada under current and future climate scenarios</strong>

description: Bumble bee occurrence data used in the publication of " <strong>Identifying conservation priority areas for North American bumble bee species in Canada under current and future climate scenarios" </strong>in Conservation Science and Practice. <br> For information about the data please contact Leif Richarson
DOI: 10.6084/m9.figshare.24961593.v1
title: <b>Enhanced scan statistic with a tightened window for detecting irregularly shaped hotspots</b>

description: This zip contains the code and data used in the simulation experiment and case study mentioned in the paper " Enhanced scan statistic with a tightened window for detecting irregularly shaped hotspots".
DOI: 10.6084/m9.figshare.26808843.v1
title: Diagnostic benchmarking of many-objective evolutionary algorithms for real-world problems

description: Despite progress in multiobjective evolutionary algorithms (MOEAs) research, their efficacy in real-world scenarios remains unclear. This article introduces a diagnostic benchmarking framework to evaluate MOEAs, comprising (1) flexible MOEA construction software, (2) performance evaluation metrics and (3) real-world applications for benchmarking, reflecting diverse mathematical challenges. Utilizing this framework, NSGA-II, NSGA-III, RVEA, MOEA/D and Borg MOEA were evaluated across four applications with three to ten objectives. Collectively, the four applications capture challenges such as stochastic objectives, severe constraints, nonlinearity and complex Pareto frontiers. The study demonstrates how MOEAs that have shown strong performance on standard test problems can struggle on real-world applications. The benchmarking framework and results have value for enhancing the design and use of MOEAs in real-world applications. Further, the results highlight the need to improve the adaptability and ease-of-use of MOEAs given the often ill-defined nature of real-world problem-solving.
DOI: 10.6084/m9.figshare.28927394.v1
title: THE ROLE OF INVESTMENT COMPANIES IN PROMOTING FINANCIAL LITERACY AMONG

description: This research investigates the crucial role of investment companies in promoting financial literacy among 
young adults, focusing on the Mumbai region. The study aims to assess the current extent of involvement by 
investment companies in fostering financial literacy, evaluate the effectiveness of existing programs, and 
provide insights into demographic preferences and learning outcomes. Data from 350 young adults were 
collected through a well-structured questionnaire, utilizing convenience sampling. The findings highlight the 
pivotal role investment companies play in financial literacy, evident in participation numbers and positive 
impacts on confidence and knowledge. Notable preferences for budgeting and saving emerged, emphasizing the 
potential benefits of tailored programs. While diverse learning methods and topic preferences were identified, 
the survey indicated significantly higher confidence in financial decision-making among program participants. 
The research employs statistical tools such as percentage, descriptive analysis, correlation, T-Test, and ANOVA
tests using Excel software. In conclusion, the study underscores the necessity for customized financial literacy 
programs catering to the diverse needs and preferences of young adults. Despite challenges in comfort levels, 
the substantial improvement in post-program financial literacy scores emphasizes the tangible benefits of 
existing initiatives. The research provides valuable insights for investment companies to enhance their influence 
by addressing demographic nuances, ensuring inclusivity, and effectively meeting the varied needs of the young 
adult demographic.
DOI: 10.17632/sys5dd5f3n
title: Enumeration and Bacterial Characteristics of Total Aerobic Microorganism in Shumai

description: Results and findings upon studying the characteristics of total aerobic microorganism on Shumai or Shomai (from a public vendor) as sample.
DOI: 10.6084/m9.figshare.25328743.v2
title: <b>Experimental recreationist noise alters behavior and space use of wildlife</b>

description: The dataset is the input data for analyses associated with the paper, "Experimental recreationist noise alters behavior and space use of wildlife". We designed a field-based experiment to both isolate and quantify the effects of recreation noise on several mammal species and test the effects of different recreation types and group sizes. Animals entering our sampling arrays triggered cameras to record video and a recreation noise treatment to broadcast. This allowed us to observe and classify behaviors of wildlife as they were exposed to different noises. We found wildlife were 3.1-4.7× more likely to flee and were vigilant for 2.6-3.8× longer upon hearing recreation noise compared with controls (nature sounds and no noise). Local relative abundance of wildlife was 1.5× lower the week following recreation noise deployments. Noise from larger groups of vocal hikers and mountain bikers caused the highest probability of fleeing (6-8× more likely to flee compared with controls). Of species sampled in our study, elk were the most sensitive to recreation noise, and large carnivores were the least sensitive. Our findings indicate that recreation noise alone caused anti-predator responses from wildlife and, as outdoor recreation continues to increase in popularity and geographic extent, may result in degraded or indirect habitat loss for wildlife.
DOI: 10.6084/m9.figshare.7346612.v1
title: RepeatMasker output table of repetitive sequences for Neurospora crassa, N. sitophila, N. tetrasperma

description: RepeatMasker output table of repetitive sequences for Neurospora crassa, N. sitophila, N. tetrasperma (L1, L10, L6).<br><br><br>Strain list:<br><br>FGSC # | Species<br>-------+----------------------<br>2489 | Neurospora crassa<br>5940 | Neurospora sitophila<br>5941 | Neurospora sitophila<br>9033 | Neurospora tetrasperma L1<br>9034 | Neurospora tetrasperma L1<br>10707 | Neurospora tetrasperma L10<br>10708 | Neurospora tetrasperma L10<br>2508 | Neurospora tetrasperma L6<br>2509 | Neurospora tetrasperma L6<br><br><br>For further information on the strains and the genome assemblies, please see:<br>Hosseini et al., (2020) "Comparative analysis of genome-wide DNA methylation in Neurospora": https://www.epigenetics.com/articles/xxx (DOI: 10.1080/15592294.2020.1741758)<br><br>
DOI: 10.6084/m9.figshare.7756793.v2
title: Exploring the real-world profile of refractory and non-refractory chronic idiopathic urticaria in the USA: clinical burden and healthcare resource use

description: <b>Introduction:</b> Chronic idiopathic/spontaneous urticaria (CIU/CSU) is a debilitating skin condition that is burdensome for patients and healthcare providers. We aimed to describe clinical characteristics, consultation patterns and healthcare resource utilization in real-world US patients with refractory and non-refractory CIU/CSU. <b>Methods:</b> Data was collected from the Adelphi Real World 2015 Urticaria Disease Specific Programme. Physicians completed patient record forms (PRFs) for the next four patients consulting with non-refractory CIU/CSU and the next six with refractory CIU/CSU; patients were considered refractory if symptomatic and on treatment step ≥2. The same patients were asked to complete patient self-completion (PSC) forms describing how CIU/CSU affected them. <b>Results:</b> Seventeen physicians (15 allergists; 2 dermatologists) completed 184 PRFs (108 refractory CIU/CSU; 76 non-refractory CIU/CSU); 140 patients completed PSC forms (93 refractory CIU/CSU; 47 non-refractory CIU/CSU). Mean time from first consultation to diagnosis was 13.5 (SD 28.3) weeks; mean time from diagnosis to first treatment was 16.0 (SD 37.9) weeks. Patients with refractory CIU/CSU were more likely to initially consult primary care physicians than those with non-refractory CIU/CSU (51% and 28%, respectively). The most common symptoms were itching, sleep problems and anxiety/distress, affecting 75%, 23% and 18%, respectively. Patient-perceived disease severity was greater than physician-perceived severity (refractory CIU/CSU kappa 0.1512; non-refractory CIU/CSU 0.1590). <b>Conclusions:</b> Patients with CIU/CSU in this real-world study – particularly those with refractory CIU/CSU – were slow to receive specialist care and had substantial symptom burdens; patient–physician perception of disease severity was discordant. Earlier diagnosis of CIU/CSU may lead to timely use of CIU/CSU therapies.