cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2bh82n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys schnakenbecki (Krefft, 1953)",
 "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 ((11.7957 -6.2886,12.3365 -7.1504,17.9648 -7.1504,17.9648 1.8496,9.1702 1.8496,8.9648 1.4824,8.9648 -2.2147,9.212 -2.6876,11.2887 -4.7775,11.6694 -5.4096,11.7957 -6.2886))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013150-250525065834625/datasets/export for details.
DOI: 10.17632/c25mgp6ptz
title: Dataset on RF magnetron sputtering of TiC on commercially pure Titanium

description: The planar morphology and topography of TiC thin films coated on commercially pure Titanium (CpTi) grown by RF magnetron sputtering were investigated using Field emission scanning electron microscope (FESEM) and Atomic force microscope (AFM). The mechanical properties such as Hardness and Young Modulus of the thin film coating was studied using Nanohardness. Furthermore, grazing incidence X-ray diffractometer (GIXRD) and Raman spectroscopy were used to analyse the structural and composition of the TiC thin film coating
DOI: 10.25403/upresearchdata.28678331.v1
title: A study on teachers' perceptions and the use of artificial intelligence (AI) in teaching high school mathematics

description: This dataset was collected as part of a study exploring high school mathematics teachers’ perceptions and use of artificial intelligence, with a particular focus on the perceived usefulness and perceived ease of use of artificial intelligence (AI) in teaching. ChatGPT was used as the artificial intelligence technology used in this study. The study employed a sequential explanatory mixed-methods design, guided by the Technology Acceptance Model 3 as a theoretical framework. Quantitative data were gathered through an online survey, in which structured Technology Acceptance Model 3 questionnaires were adapted and administered to examine participants' perceived usefulness and perceived ease of use of artificial intelligence, as well as the determinants. The quantitative data were analysed using the Statistical Package for the Social Sciences version 26. Descriptive statistics was used to interpret the data.Qualitative data were obtained through classroom observations and semi-structured interviews. Observations focused on how participants use artificial intelligence in their teaching, while the interviews provided deeper insights into their experiences and perspectives. All observations and interviews were recorded and subsequently transcribed for the dissertation. In order to open this data, Microsoft Excel, an MP4 video player, an audio player, and a portable document format reader will be needed.
DOI: 10.17632/42hb3hb2tt
title: Meep: A flexible free-software package for electromagnetic simulations by the FDTD method

description: This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018) Abstract This paper describes Meep, a popular free implementation of the finite-difference time-domain (FDTD) method for simulating electromagnetism. In particular, we focus on aspects of implementing a full-featured FDTD package that go beyond standard textbook descriptions of the algorithm, or ways in which Meep differs from typical FDTD implementations. These include pervasive interpolation and accurate modeling of subpixel features, advanced signal processing, support for nonlinear materials via P... Title of program: Meep Catalogue Id: AEFU_v1_0 Nature of problem Classical electrodynamics Versions of this program held in the CPC repository in Mendeley Data AEFU_v1_0; Meep; 10.1016/j.cpc.2009.11.008
DOI: 10.6084/m9.figshare.15455538.v1
title: Model output for "Flow aware parameterizations invigorate the ocean circulation under the Pine Island ice shelf, West Antarctica"

description: All simulation output, and compile and run time configuration options for the MITgcm necessary to reproduce the results shown in:<br>Smith, T. A. (2021). Flow aware parameterizations invigorate the simulated flow under the Pine Island ice shelf, West Antarctica. Submitted to Journal of Geophysical Research: Oceans.
DOI: 10.6084/m9.figshare.24638077.v1
title: Still air resistance dataset from Still air resistance during walking and running

description: In everyday life during terrestrial locomotion our body interacts with two media opposing the forward movement of the body: the ground and the air. Whereas the work done to overcome the ground reaction force has been extensively studied, the work done to overcome still air resistance has been only indirectly estimated by means of theoretical studies and by measurements of the force exerted on puppets simulating the geometry of the human body. In this study, we directly measured the force exerted by still air resistance on eight male subjects during walking and running on an instrumented treadmill with a belt moving at the same speed of a flow of laminar air facing the subject. Overall, the coefficient of proportionality between drag and velocity squared (<i>A</i><sub>eff</sub>) was smaller during running than walking. During running <i>A</i><sub>eff</sub> decreased progressively with increasing average velocity up to an apparently constant, velocity independent value, similar to that predicted in the literature using indirect methods. A predictive equation to estimate drag as a function of the speed and the height of the running subject is provided.
DOI: 10.6084/m9.figshare.27798228.v1
title: Unprocessed, demultiplexed sequencing data for 16S (MiAmphiL) generated on Illumina MiSeq as Supplementary Data for Plewnia et al. <b>Environmental DNA metabarcoding accelerates biodiversity assessments and species rediscoveries in a tropical Andes hotspot</b>.

description: The dataset contains unprocessed, demultiplexed MiSeq reads for <b>16S</b> derived from eDNA metabarcoding of water from streams in Andean Ecuador. The dataset contains two markers: A fragment of the 16S rRNA gene amplified with amphibian metabarcoding primers MiAmphiL and a fragment of the 12S rRNA gene amplified with vertebrate metabarcoding primers 12S-V5. The sequence reads are supplementary raw data for the manuscript <b>Environmental DNA metabarcoding accelerates biodiversity assessments and species rediscoveries in a tropical Andes hotspot</b>.
DOI: 10.6084/m9.figshare.9896078.v1
title: Data from: Interspecific synchrony of seed rain shapes rodent-mediated indirect seed-seed interactions of sympatric tree species in a subtropical forest

description: <b>Abstract </b> Animal-mediated indirect interactions play a significant role in maintaining the biodiversity of plant communities. Less known is whether interspecific synchrony of seed rain can alter the indirect interactions of sympatric tree species. We assessed the seed dispersal success by tracking the fates of 21,600 tagged seeds from six paired sympatric tree species in both monospecific and mixed plots across 4 successive years in a subtropical forest. We found that apparent mutualism was associated with the interspecific synchrony of seed rain both seasonally and yearly, while apparent competition or apparent predation was associated with interspecific asynchrony of seed rain either seasonally or yearly. We did not find consistent associations of indirect interactions with seed traits. Our study suggests that the interspecific synchrony of seed rain plays a key role in the formation of animal-mediated indirect interactions, which in turn, may alter the seasonal or yearly seed rain schedules of sympatric tree species.
DOI: 10.17632/37jxk3n9fy
title: Data for: PhenoWin - A R Shiny application for visualization and extraction of phenological windows in Germany

description: Interpolated crop-specific and Germany-wide phenological phases for the period between 1993 and 2018 Naming convention: DOY_[crop code]-[phase code]_[year].tif Crop code: 202 - winter wheat, 204 - winter barley, 205 - winter rape, 208 - summer oats, 215 - corn, 253 - sugar beet. Phase code: 5 - beginning of flowering , 10 - sowing , 12 - emergence, 13 - closed stand, 14 - 4th leaf unfolded, 15/67 - shooting/stem elongation, 17 - bud formation , 18/66 - heading/tassel emergence , 19 - milk ripening, 20 - early dough ripening, 21 - yellow ripening , 22 - full ripening, 24 - harvest, 65 - tassel emergence. Cell size: 1 km² Projection: EPSG code 31467 (https://spatialreference.org/ref/epsg/31467)
DOI: 10.17632/fdfftr3tc2
title: Renewable Energy and Electricity Demand Time Series Dataset with Exogenous Variables at 5-minute Interval

description: The described database was created using data obtained from the California Independent System Operator (CAISO) and the National Renewable Energy Laboratory (NREL). All data was collected at five-minute intervals, and subsequently cleaned and modified to create a database comprising three time series: solar energy production, wind energy production, and electricity demand. The database contains 12 columns, including date, station (1: Winter, 2: Spring, 3: Summer, 4: Autumn), day of the week (0: Monday, ... , 6: Sunday), DHI (W/m2), DNI (W/m2), GHI (W/m2), wind speed (m/s), humidity (%), temperature (degrees), solar energy production (MW), wind energy production (MW), and electricity demand (MW).
DOI: 10.17632/xtvpxg4m8c
title: Sleep in hospitalized pediatric and adult patients – Data from a systematic review

description: The data presented in this repository describe supplementary material and analysed data from an original article. It provides information about the sleep quantity and quality of hospitalised patients. Data on main (sleep related) outcomes from individual studies are displayed in Tables 3-7. Data reported in mean with standard deviations were added to the meta-analyses. Resultant forest plots, displaying summarised sleep outcomes, are presented in the related original article.
DOI: 10.6084/m9.figshare.13473687.v2
title: Sex Trafficking Data - Risk Indicators

description: Risk Factors fr identifying at risk sex workers from online sex advertisements
DOI: 10.6084/m9.figshare.27924807.v1
title: Supplementary Material for: The Association Between Gene Expression Profiling and Regression Rate of Posterior Uveal Melanoma Following Proton Beam Irradiation

description: Introductions: This study evaluated the association between gene expression profiling (GEP), PRAME (preferentially expressed antigen in melanoma) and regression rate of uveal melanoma after proton beam irradiation (PBI) 

Methods: A retrospective review of uveal melanoma patients treated with PBI between 2013 and 2021, with GEP results and at least 3 post-radiation ultrasound measurements, was conducted. Patients with local recurrences were excluded. Regression rates were analyzed using a linear mixed model to predict percentage change in thickness from baseline. Cox regression was conducted to determine whether slow or fast regression, based on the median regression rate at 18 months, correlates with metastasis risk.

Results: The study included 106 patients, with GEP classifications of 1A in 43.4%, 1B in 25.5%, and 2 in 31.1%. Overall, the mean change in tumor thickness was 20.9%, 35.1%, 51.4% and 59.3% at 1 year, 2 years, 4 years, and 6 years, respectively. No differences in regression rates between GEP classes and PRAME expression were found through 72 months post PBI. The median regression at 18 months was 27.1%. Slow and fast regression was not associated with the risk of metastasis.

Conclusion: No association between GEP, PRAME and regression rate was found through 72 months post PBI.
DOI: 10.6084/m9.figshare.28661165.v1
title: UW 33641 digital model and image set

description: UW 12364 pterosaur manus-pes set<i>Pteraichnus </i>isp.Sundance Formation, Alcova Reservoirlate Oxfordian-early Kimmeridgian, Upper Jurassic
DOI: 10.17632/74nvfb9wy6
title: Association of Inflammatory Bowel Disease Incidence with Isotretinoin Usage: A Meta-Analysis and Systematic Review

description: Supplementary files for the manuscript: Association of Inflammatory Bowel Disease Incidence with Isotretinoin Usage: A Meta-Analysis and Systematic Review
DOI: 10.17866/rd.salford.26165956.v1
title: 27/03/2024 - Winstanley College

description: 27/03/2024 - Winstanley CollegeDelivery (Hannah Helm):<br><br>- x1 1 hour workshop on Olive Schreiner<br>- 17 students; 3 teachers.<br><br>Data (on figshare):<br><br>- Student Postcards<br>- Student Questionnaires<br>- Teacher Questionnaires
DOI: 10.6084/m9.figshare.28334303.v1
title: Pretraining data

description: Pertaining data
DOI: 10.6084/m9.figshare.7895189.v1
title: gVCF_NA18968

description: 1000 Genomes gVCF mapped to hs37d5 for NA18968. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.6084/m9.figshare.23962851.v1
title: Annual estimates of Martial Eagle breeding performance from Using GPS tracking to monitor the breeding performance of a low-density raptor improves accuracy, and reduces long-term financial and carbon costs

description: Table S2. Annual estimates of Martial Eagle breeding performance and sample sizes of each method.
DOI: 10.6084/m9.figshare.25138565.v1
title: Elastic Modulus Formulation of Recycled Aggregate Concrete

description: The dataset regarding the Recycled Aggregate Concrete is collected from several studies and laboratory testing results.
DOI: 10.17632/pkgjwfgr3d
title: Supplementary material to "Implications and challenges for health in contexts of socio-environmental conflicts due to climate injustice in Mexico"

description: The database contains supplementary material derived from a research project aimed at analyzing health implications associated with 31 socio-environmental conflicts related to fossil fuels and climate justice in Mexico, reported between 2011 and 2023. The data collection was carried out based on cases documented in the Ejol Atlas, from which a database was constructed with both quantitative and qualitative information. Regarding the quantitative data, descriptive parameters are presented, including the type of conflict, the affected population, the intensity of the conflict, and the environmental, socio-economic, and health impacts (including morbidity and mortality). As for the qualitative data, a documentary analysis of the 31 cases was conducted through an inductive coding process. The information is presented in Spanish.
DOI: 10.6084/m9.figshare.25686405.v1
title: 2024_04_24

description: DAl21_GWAS.csv is the genotypic matrixmultitrait2.csv is the file with single trait (ST) and multitrait (MT) BLUP values.VarImp.csv is the file with machine learning variable importance by marker. SVM, support vector machine. RF, random forest.
DOI: 10.6084/m9.figshare.26927203.v2
title: Datasets for Light δD apatites reveal deep origin water in North China Craton intracontinental granites and basalts

description: These are supplementary datasets for paper "<b>Light δD apatites reveal deep origin water in North China Craton intracontinental granites and basalts</b>".
DOI: 10.6084/m9.figshare.27000199.v1
title: Is India’s Higher Education System a Case of Elusive Inclusive Development.xlsx The attached file is a data set for reference to the tables, and charts ..xlsx

description: The paper highlights the higher education (HE) landscape in India, which has witnessed an expansionary path since 2000 and presently emerges as one of the largest HE systems globally, is a laggard in terms of Gross Enrolment Ratio (GER) with respect to G20 nations. The policy framework for HE in India since 1968, has been inclusive with provisions for the marginalised segments. Still, there is an urgent need to enhance the capacity at the institutional rather than at the university level,  at the districts in India. This will address the regional imbalances and aid in reaping this populous nation's demographic dividend. It is a given that India will not only miss Target 4.3 - for the Sustainable Development Goal to be envisaged by 2030, but also unlikely to achieve the 50% target of  GER  by 2035, laid out by National Education Policy  2020.<br>
DOI: 10.6084/m9.figshare.12585541.v3
title: Individual samples of the two study species (<i>Anableps dowei</i> and <i>Jenynsia lineata</i>) sequenced using quaddRAD. from The direction of genital asymmetry is expressed stochastically in internally fertilizing anablepid fishes

description: This table contains information on the individuals used for genome-wide sequencing the in this study. This includes specimens of two species: (<i>Anableps dowei</i> and <i>Jenynsia lineata</i>). It includes information on sex and sidedness of genital asymmetry for all the specimens.
DOI: 10.6084/m9.figshare.22121363.v1
title: BET Data.pdf

description: BET analysis of bamboo biochar
DOI: 10.6084/m9.figshare.25391401.v1
title: <b>Male-specific genome sequence of </b><b><i>Apostichopus japonicus</i></b>

description: <b>Male-specific genome sequence of </b><b><i>Apostichopus japonicus</i></b>
DOI: 10.17632/9yhggd3ykv
title: The machine learning-based prediction model development through multicomparison algorithmic evaluation in pediatric macrolide-resistant mycoplasma pneumoniae pneumonia

description: To develop a machine learning-based clinical prediction model for macrolide-resistant Mycoplasma pneumoniae pneumonia (MRMPP) in children, facilitating early identification of resistant cases and guiding targeted therapeutic interventions.
DOI: 10.17632/sdwbf4xrwz
title: Diversified Character Dataset for Creative Applications (DCDCA)

description: Generative Adversarial Networks (GANs) have been widely adapted into several domains. The Implementations of such models demand a large dataset for training, testing, and validation of generated outcomes. Character designers are continuously challenged with creating new concepts for games, videos, and animations; but other than being novel, innovating a new concept of a character must also fit a specific narrative or context. Therefore, despite the gallant strides of success in a wide range of GANs implementations, creating a realistic result of life-like visual scenes and characters does not work well for this creative domain. 
This dataset is proposed as a cognitive substance that interacts with designers’ competencies in a versatile manner to influence the creative processes of conceptualizing novel characters. Instead of starting from an empty page, designers are given a silhouette of a character manipulated according to the perceptual proposition of designers who interrogate the form as it morphs into a new concept. Designers are also given the option to have a colored/textured version of the silhouette as a possible insight into possible outcomes.
The labeled dataset contains three main classes (Men, Women, and Monster) with a total of 22000 characters organized as follows:

-	10000 - 512 x 515 Black and white silhouettes of characters collected and processed from different
         multimedia projects including but not limited to videos, games, and animations.
-	6000 – 512 x 512 Black and white silhouettes of characters generated using GANs.
-	6000 – 512 x 512 Colored and textured generated Characters using GANs.

The three folders are compressed into one zipped file named with the title of the dataset.  

There is another folder containing approximately 800k Black and white silhouettes that were generated using five different GANs models
at different resolutions proposed to assist in calculating Fréchet Inception Distance (FID). The file size of this group is large upon extraction,
which is why there were placed in a different directory to download when necessary.
DOI: 10.17632/xx73npds9j
title: Knowledge, Attitude and Practice Related to Cervical Cancer Prevention among Medical Students in Bangladesh: A cross-sectional study

description: Abstract
Background
Though it is a preventable and treatable illness, cervical cancer nevertheless causes a major global health burden, especially in low- and middle-income nations. With fatality rates above the worldwide norm, this is the second most common malignancy among women in Bangladesh. By encouraging HPV vaccination and screening campaigns, medical experts significantly help to prevent cervical cancer. This study evaluated medical students' knowledge, attitudes, and practices (KAP) on cervical cancer prevention in Bangladesh to highlight areas needing work and guide solutions.
Methods
A medical student-based, cross-sectional survey was conducted from March 2021 to July 2022 among 533 medical students who were interviewed with a pretested, structured e-questionnaire disseminated through social media platforms and Data was analyzed using descriptive statistics and Chi-square. The study included self-reported practices, general knowledge of cervical cancer prevention, attitudes towards screening and vaccination, and socioeconomic traits.
Results
Most of the study participants demonstrated moderate knowledge (78.2%) and positive attitudes (73.6%) toward cervical cancer prevention. However, practical engagement with preventive measures was alarmingly low; none of the respondents had undergone a Pap smear, and only 11.23% reported receiving the HPV vaccine. Female students exhibited significantly higher knowledge and attitude scores compared to their male counterparts. Key gaps were identified in awareness of cervical cancer risk factors, symptoms, and prevention methods. 

Conclusion
Although the inadequate implementation of preventative techniques exposes important gaps in cervical cancer prevention among future healthcare workers in Bangladesh, the moderate degree of knowledge and positive attitudes do not reflect this. Medical students must be empowered as ambassadors of cervical cancer prevention by means of focused educational programs, curricular integration, and enhanced access to vaccine and screening facilities addressing those deficiencies. 
Keywords: Cervical cancer prevention, HPV vaccine, Pap smear, medical students, knowledge, attitude, practice
DOI: 10.6084/m9.figshare.12858062.v5
title: Population density and basic reproductive number of COVID-19 across United States counties (Data and Code)

description: This repository includes:<br>1. RData file that includes two data sets: (a) Data with all United State counties (n=3,221) (b) Data with United State counties with greater than 25 COVID-19 cases at the end of the exponential growth period (n=1,151)2. R code script to run the main and sensitivity analysis of the study<br>Work described in:Sy KTL, White LF, Nichols BE. Population density and basic reproductive number of COVID-19 across United States counties. Under Review, 2020.<br>Original Data Sources:New York Times. Coronavirus (Covid-19) Data in the United States - https://github.com/nytimes/covid-19-data/blob/master/us-counties.csv<br>
DOI: 10.6084/m9.figshare.21648587.v1
title: Sequencing data from T3 and T4 infections on Kiwa expressing cells

description: Sequencing reads of a phage challenge at MOI of 3 of T3 on Kiwa ECOR8/Control and phage T4 on ECOR12/Control
DOI: 10.17632/68gby6xj64
title: Electricity and productivity

description: This data set is an unbalanced panel data made from a firm survey in 2012 (Cissokho and Seck) and the World Bank investment climate and business environment surveys in 2007 and 2014 in Senegal. Firms are classified by size using the same criteria used in the World Bank business climate surveys. The two datasets are combined in an unbalanced panel covering only manufacturing firms, on the 461 units, 41.6 percent constitute the panel. The main reason that justifies combining the two datasets is that they are based on the same core questionnaire, which is the questionnaire of the World Bank surveys. Productivty data in the data set are estimated using the stochastic frontier analysis (Greene 2005a, 2005b, 2008) and data envelopment analysis (Wilson 2008).