cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8msnxmvdgp
title: T-BranT Dataset

description: Dataset for T-BranT (Learning to Branch with Tree-Aware Branching Transformers).
DOI: 10.17632/jtbfzh7zxb
title: Probabilistic Markov Model to Estimate Survival following FEVAR versus Observation in Patients with High Perioperative Mortality and Limited Life Expectancy

description: We aimed to develop a probabilistic Markov model comparing patient survival following fenestrated endovascular aneurysm repair and observation of complex abdominal aortic aneurysms. We focused on patients with high perioperative mortality and limited life expectancy.

This repository contains:
1. An Excel file named "Model" with the probabilistic Markov model and its Visual Basic script (software code).
2. A word document named "Model Description" to guide the reader in interpreting and/or running the Markov model.
DOI: 10.17632/n44nxxfymw
title: AI Versus Human-Generated Multiple-Choice Questions for Medical Education: A Cohort Study in a High-Stakes Examination

description: This dataset contains anonymized results from a study evaluating the performance of AI-generated and human-generated multiple-choice questions (MCQs) in a high-stakes medical examination setting. The study aimed to assess the efficacy of ChatGPT-4o in creating MCQs comparable to those developed by human experts, focusing on psychometric properties, candidate performance, and expert reviews.
Files Included:
- Results (AI Anonymised): This Excel file contains anonymized data related to the performance of candidates on AI-generated MCQs, including difficulty indices and discrimination indices
- Results (Human Anonymised): This Excel file contains anonymized data for candidate performance on human-generated MCQs, with the same parameters as the AI-generated dataset for direct comparison.
- MCQ Bloom’s Taxonomy Analysis: This Word file provides a detailed breakdown of the cognitive levels assessed by both AI and human-generated MCQs, categorized according to Bloom's taxonomy (e.g., Remember, Understand, Apply, Analyze).
- MCQ Expert Review: This Word file contains the expert reviews of both AI-generated and human-generated MCQs. The experts evaluated the questions based on key criteria, including factual correctness, relevance to emergency medicine, difficulty, and item writing flaws. It also includes the incidence of identified issues, such as irrelevant content or inappropriate difficulty levels.
- MCQ Time Analysis: This Word file presents a detailed analysis of the time spent on generating, reviewing, and correcting both AI- and human-generated MCQs.
DOI: 10.17632/vznd6z234n
title: Maximum Tensile Stress In Plain-weave Composite Laminates With Interacting Holes

description: Plain weave composite is a strong and long-lasting type of fabric composite. which is stable enough when being handled.  Plain weave composites with open-hole have been widely used due to their application in industry.  Drilling notches not only reduces the structural performance of these materials but also makes the design process more complex.  An extensive number of material and geometry parameters have been generally utilized for designing composites containing notches,  thereby an efficient computational tool is essential for that purpose. 
8960 Finite Element (FE) simulations were carried out inside the ABAQUS software through employing python macro code to provide a data-rich framework for material characterization of the plain-weave composite structures. 
The Dataset contains the material and geometrical changes along with the maximum tensile stress. Also, we have included the top two stacked ML models for performing a prediction of the dataset which can be used by engineers to optimize the designing process.
For further reading, you can find the relevant article on the author's ResearchGate webpage.

LINK: https://www.researchgate.net/profile/Faramarz-Bagherzadeh-2
DOI: 10.6084/m9.figshare.16821022.v2
title: Base de datos sobre "Legislación Subnacional en la materia de Violencia Política contra las Mujeres en México"

description: El Observatorio de Reformas Políticas en América Latina presenta la siguiente base de datos que contiene información sobre la legislación subnacional de México, a fin de conocer la regulación de los mecanismos de atención a la violencia política contra las mujeres en las entidades federativas mexicanas.
DOI: 10.6084/m9.figshare.28692356.v1
title: TMES - adaptation (TOME)

description: Database from validation study of TMES tool
DOI: 10.6084/m9.figshare.4263329.v2
title: Growth and Development of Global Startup Research: A Bibliometric Analysis

description: <i>A startup is a new platform formed to search for a repeatable and scalable business model. It has usually a combination of two things: an interesting problem or need, and an approach for solving that problem. The present study is the assessment of growth and development of startup research which describes the publication growth, contribution and the impact of startup research carried out by the researcher around the world. The study examines the research articles published on the startup covered by the Scopus database. The main aim of the study is to examine the research growth and development on startup since its establishment. The result shows that the startup research has grown extensively since 19<sup>th</sup> century, and have significant contributions in the various subject areas, spanning across in multilingual geographies, and in the research and academic universities. </i><i><br></i>Scopus, a citation and bibliographical database was used to retrieve the research articles published on the startup. Keyword-based search performed through simple search facility, startup as the keyword used to retrieve the data and data were extracted as on 25<sup>th</sup> July 2018 from the Scopus database. A major strength of this database is the sufficient coverage it provides over 21,500 journal titles, including 4,200 Open Access journals from more than 5,000 international publishers. Authors have used the Microsoft Excel for analyzing the cited references by the following criteria: · Year-wise publications growth startup research · Various document type published on startup · Subject area coverage · Worldwide geographical contribution on startup research · Top 10 source titles · Top 10 prolific authors on startup · Top Institutes contributions · Top 10 cited startup publications · Language coverage <i></i>
DOI: 10.17632/r4yhfnzc5y
title: Indian Lentils

description: A dataset of 20 different types of lentils was collected, including bean, pea, and gram categories. The different bean lentils are black beans, kidney beans, red beans, red kidney beans, soya beans, white beans, and white pea beans. Different pea lentils black-eyed peas, brown chickpeas, chickpeas, red chickpeas, and white chickpeas. Different gram lentils are horse gram, husked black gram, whole black gram, whole green gram, whole turkish gram, and chana. Each category of lentils in the dataset consisted of 500 images. The lentil dataset consisted of 10,000 images. The dataset is publicly shared on https://data.mendeley.com/datasets/r4yhfnzc5y/draft?a=56702740-f62e-4477-b5bc-4f74efeb1955. All the images in the dataset were captured using a Redmi Note 10 mobile camera. Each image was cropped to the rectangular boundary portion of the citrus fruit with a resolution of (127 × 225) pixels for all images.
DOI: 10.17632/rydhs4ctsk
title: ChatGPT Adoption in Marketing

description: ChatGPT Adoption in Marketing: Exploring Drivers and Barriers through Behavioral Reasoning Theory
DOI: 10.6084/m9.figshare.14913630.v1
title: Additional file 5 of GA3 is superior to GA4 in promoting bud endodormancy release in tree peony (Paeonia suffruticosa) and their potential working mechanism

description: Additional file 5: The transcriptomic data of the overlapping 849 DEGs between GA3 vs GA4 and GA3 vs mock, GA3 vs GA4 and GA4 vs mock, respectively.
DOI: 10.6084/m9.figshare.26403949.v1
title: <b>Ready to dive? Early constraints help juvenile southern elephant seals (</b><b><i>Mirounga leonina</i></b><b>) acclimatize to aquatic life</b><b><i>Mirounga leonina</i></b>

description: Breath-holding foraging implies adaptations to limit oxygen depletion and maximize foraging time. Physiological adjustments can be mediated through oxygen consumption and muscle mitochondria, which also produce reactive oxygen species. Southern elephant seals spend months foraging at sea, diving for up to one hour. Pups transition abruptly to aquatic life after a post-weaning period, during which they fast and increase their activity, making this period critical for the development of adaptive response to hypoxia and oxidative stress. We investigated the functional capacity of a swimming muscle in recently weaned and adult female southern elephant seals. High-resolution respirometry was employed to examine muscle respiratory capacity, and we assessed differences in protein and gene expressions using LC-MS/MS and RT-PCR. Lipid and protein oxidation was measured in the plasma. We found higher mitochondrial coupling efficiency in juveniles, probably in response to higher activity. There were no differences in oxidative damage, but the adults had higher levels of antioxidant defenses. Both hypoxia and oxidative response pathways appeared down-regulated in juveniles. This study highlitghts the effect of regular exposure to oxygen restriction in triggering the adaptive response to hypoxia and oxidative stress, but also how on-land constraints contribute to immediate and long-term responses to physiological stresses.
DOI: 10.17632/x6ssp93t2k
title: Data for: A Novel Stepped Microchannel for Performance Enhancement in Flow Boiling

description: RMC 40 Wcm2 shows the patterns of flow boiling in RMC for coolant mass flux of 327.6 kg/m2s and for heat flux of 40.84 W/cm2. SCMC_40 Wcm2 shows the patterns of flow boiling in SCMC for coolant mass flux of 327.6 kg/m2s and for heat flux of 44.67 W/cm2. SCMC_120Wcm2 shows the patterns of flow boiling in SCMC for coolant mass flux of 524.45 kg/m2s and for heat flux of 98.55 W/cm2.
DOI: 10.17632/yjxnfkcv4h
title: Global Peace Index for 163 countries covering 2008-2023

description: This dataset includes Global Peace Index calculated and published by Institute for Economics & Peace (2023). The dataset includes 163 countries spanning the years 2008 to 2023. For further details and access to the complete dataset, interested readers are encouraged to explore the Institute for Economics & Peace's official platform at https://www.visionofhumanity.org/public-release-data/.
DOI: 10.6084/m9.figshare.22121018.v10
title: testdf

description: test
DOI: 10.6084/m9.figshare.24764220.v1
title: High beta diversity of gaps contributes to plot-level tree diversity in a tropical forest

description: Canopy gaps in tropical forests have been hypothesised to play a major role in maintaining the diversity of forest tree communities. But empirical studies have found mixed support for this hypothesis: the average diversity of gap and non-gap (closed-canopy) sites is typically small and often statistically undetectable. One overlooked factor, however, is how small individual gap versus non-gap differences may accumulate across sites and potentially have a large effect on forest diversity at the plot scale. In this study, we investigated differences in the sapling richness, density, and composition for 124 treefall gaps and 200 non-gap sites in the 50 ha tropical forest plot at Barro Colorado Island (BCI), Panama.The analyses utilized canopy height data from the years 2003, 2004, and 2012, as well as tree census data from 2005, 2010, and 2015 in the BCI plot. All datasets are also available on Smithsonian repository at https://doi.org/10.5479/data.bci20140711. For additional information, please consult the Methods section in the paper.
DOI: 10.6084/m9.figshare.27304026.v1
title: Amphibian Survey Data from Peneda-Gerês National Park, Portugal

description: This dataset contains amphibian survey data collected from 162 waterbodies within Peneda-Gerês National Park (PNPG) in northern Portugal. Surveys included both natural waterbodies (ponds, streams, stream pockets, caves) and artificial waterbodies (tanks, drains, fountains, cave-like structures) to assess amphibian species richness, abundance, and breeding activity in this culturally and ecologically significant protected area. The dataset provides species-specific observations in CSV format, detailing presence/absence, abundance, and evidence of breeding activity for multiple amphibian species<br><br><br>
DOI: 10.17632/6xr2rp8gvh
title: Computationally grounded semantic similarity datasets for Basque and Spanish

description: The current word similarity datasets address a gap in psycholinguistic research by providing a comprehensive
set of noun pairs with quantifications of semantic similarity. The datasets are based on two well-known Natural Language Processing
resources: text corpora and knowledge bases. It aims to facilitate research in lexical processing by incorporating variables that play
a significant role in semantic analysis.

The dataset included in this repository provides noun pairs' information in Basque and European Spanish. It offers a rich collection
of noun pairs with associated psycholinguistic features and word similarity measurements. Researchers can leverage this dataset to
explore semantic similarity and lexical processing across languages. 

In the dataset, each noun is associated with four linguistic features: concreteness (CNC), word frequency (FRQ), semantic neighborhood density (SND), and phonemic neighborhood density (PND). These features include their corresponding high- and low-valued clusters. The matching of noun pairs is entirely computational and follows these steps: for each noun, we search for every noun that matches the clusters across all four features. For each matching noun pair, we compute three types of word similarity: text embeddings similarity (SIM_TXT), WordNet-based embeddings similarity (SIM_WN) and hybrid embeddings similarity (SIM_HYB)

The dataset includes the following columns in each line:

 - noun1
 - noun2
 - SIM_TXT
 - SIM_WN 
 - SIM_HYB 
 - CNC value of noun1.
 - Cluster identifier for the CNC of noun1.
 - CNC value of noun2.
 - Cluster identifier for the CNC of noun2.
 - FRQ of noun1.
 - Cluster identifier for the FRQ of noun1.
 - FRQ of noun2.
 - Cluster identifier for the FRQ of noun2.
 - PND of noun1.
 - Cluster identifier for the PND of noun1.
 - PND of noun2.
 - Cluster identifier for the PND of noun2.
 - SND of noun1.
 - Cluster identifier for the SND of noun1.
 - SND of noun2.
 - Cluster identifier for the SND of noun2.

The feature dictionaries utilized for creating the word similarity datasets are included in the repository. Each line of the dictionary is comprised by the noun, its corresponding feature cluster, the normalized value of the feature measurement, the raw value of the feature measurement.
DOI: 10.6084/m9.figshare.11965269.v5
title: Celligner data

description: We developed a computational method (Celligner) that identifies and removes systematic differences between cell lines and tumor gene expression profiles, allowing for direct integration of existing large-scale cancer cell line and tumor datasets. Celligner performs this computational alignment across cancer types in a completely unsupervised fashion, without relying on prior annotations of cancer types, tumor sample purity, or contaminating cell expression profiles. We applied Celligner to produce a global alignment of 12,236 tumor samples from TCGA, TARGET, and Treehouse datasets and 1,249 cell lines from DepMap.<br> This dataset includes Celligner-aligned data, a matrix of correlations between cell lines and tumors, associated cell line and tumor metadata, and other outputs from the Celligner method. See Readme file for more details about the dataset contents and version history.
DOI: 10.6084/m9.figshare.28067219.v1
title: Canada Common Law Species at Risk Legislation Scoring Rubric Data Set.docx

description: Scoring rubric for evaluating the completeness of Canadian common-law jurisdictions' species at risk legislation. Data set contains blank scoring rubric and the completed rubrics for each of Canada's nine common-law provinces (does not include Quebec, Yukon, Northwest Territory, or Nunavut).
DOI: 10.6084/m9.figshare.28113299.v1
title: Supplementary Material for: Parental consanguinity and family history in relation to psoriasis and the role of sex: a case-control study

description: Introduction: Psoriasis is caused by an interplay between intrinsic and extrinsic factors. Parental consanguinity increases homozygosity in the genome of the offspring, which in turn increases disease risk. The association between parental consanguinity and psoriasis in the offspring remains unexplored. Therefore, this study sought to evaluate the association of parental consanguinity and family history with psoriasis in the offspring, and to determine whether sex modulates the aforementioned associations.
Methods: A case-control study enrolled adults aged 21 years and more. Psoriasis cases (n=139) diagnosed by dermatologists were enrolled from dermatology clinics. Controls (psoriasis-free subjects; n=278) were enrolled from workplaces. Study subjects reported information on parental consanguinity and family history of psoriasis. Logistic regression was applied to evaluate associations, and adjusted odds ratios (aOR) and 95% confidence intervals (CI) were estimated.
Results: Cases compared to controls were more likely to report parental consanguinity (59.7% vs. 35.6%; p &lt;0.001) and family history of psoriasis (56.8% vs. 23.7%; p &lt;0.001). Both parental consanguinity (aOR: 2.13, 95% CI: 1.29-3.50) and family history of psoriasis (aOR: 3.43, 95% CI: 2.07-5.67) were associated with increased odds of having psoriasis. The observed association between parental consanguinity and psoriasis differed according to sex (Pinteraction = 0.008), with parental consanguinity being associated with psoriasis among males (aOR: 5.96, 95% CI: 2.39-14.82), but not among females (aOR: 1.36, 95% CI: 0.75-2.49).
Conclusion: Psoriasis cases compared to controls were significantly more likely to report parental consanguinity and family history of psoriasis, with parental consanguinity being associated with psoriasis among males only.
DOI: 10.6084/m9.figshare.7028516.v1
title: Dataset biomarkers

description: Data on 51 biomarkers collected in a time span of 5 years (2004 - 2009) for 93 patients in an European hospital. For a description of the biomarkers see https://doi.org/10.6084/m9.figshare.7028480.v1<br><br>If you use this dataset/KB, please cite the following articles:<br><br>Rizzo L., Majnaric L., Dondio P., Longo L. (2018) An Investigation of Argumentation Theory for the Prediction of Survival in Elderly Using Biomarkers. In: Iliadis L., Maglogiannis I., Plagianakos V. (eds) Artificial Intelligence Applications and Innovations. AIAI 2018. IFIP Advances in Information and Communication Technology, vol 519. Springer, Cham<br><br>Rizzo L., Majnaric L., Longo L. (2018) A Comparative Study of Defeasible Argumentation and Non-monotonic Fuzzy Reasoning for Elderly Survival Prediction Using Biomarkers. In: Ghidini C., Magnini B., Passerini A., Traverso P. (eds) AI*IA 2018 – Advances in Artificial Intelligence. AI*IA 2018. Lecture Notes in Computer Science, vol 11298. Springer, Cham
DOI: 10.60893/figshare.sss.27307851.v1
title: 01976-01

description: Survey
DOI: 10.17632/cjcfw8b4xf
title: Data for: U.S. electricity infrastructure of the future: Generation and transmission pathways through 2050

description: Excel spreadsheet file with input data for the OSeMOSYS energy system optimization model of the U.S. electricity sector featured in the paper "U.S. electricity infrastructure of the future: Generation and transmission pathways through 2050" by Gopika Jayadev, Benjamin D. Leibowicz, and Erhan Kutanoglu of The University of Texas at Austin. All input data come from publicly available data sources, as indicated on the first sheet titled "Data Source."
DOI: 10.17632/p9ps75y7y4
title: Data for: unstructured Voronoi grids for MODFLOW

description: The data contains two data sets of underground water flow problems using MOFLOW 6. The first one is the classical Darcy problem, simulated with a nested Locally Refined Grid (LGR) and using a Voronoi grid. The second one is a simulation of a classic 2D quarter five-spot problem, using several kinds of LGR and Voronoi grids. Result visualization can be done using ParaView  (*.vtu file are given) or using TOUGH2Viewer. LGR grids can be visualized using ModelMuse 4.0 or higher.
DOI: 10.17632/v2f89fjcpd
title: Systematic Review and Analysis of Dupilumab Use on the Stage of Mycosis Fungoides Presentation

description: To investigate the impact of dupilumab use on the stage of mycosis fungoides presentation, we performed and compared two systematic reviews - one for patients with MF/CTCL and history of dupilumab intervention and one for population studies of MF. In this systematic assessment of the literature, dupilumab treatment was associated with a higher-stage MF diagnosis even after adjusting for age and sex.

The following supplemental materials include tables of the search strategies, patient characteristics, references for the reviewed articles, and figures of the PRISMA diagrams for both systematic reviews.
DOI: 10.6084/m9.figshare.29107556.v1
title: vector spatial dataset

description: Vector space datasets for deep learning
DOI: 10.6084/m9.figshare.29053271.v1
title: SRR5836474

description: dtfghsddfsdf
DOI: 10.6084/m9.figshare.6466163.v1
title: striae gravidarum.xls

description: To analyze the risk factors of striae gravidarum in Chinese primiparous women and to provide evidence relevant to the prevention of this condition. Singleton primiparous pregnant women who were hospitalized for delivery were included, and relevant data were collected. Study approval was obtained from the biomedical research ethics review committee of Jiangsu University Hospital, and written informed consent was obtained from all study participants. <br>
DOI: 10.6084/m9.figshare.14579574.v1
title: Diptera diversity in fifteen urban green spaces of a southern temperate city

description: We collected the data for a project with the broad objective of studying urbanization effects on arthropod communities. Dipterans were collected from vegetation with a G-VAC (aspirator) in 15 urban green patches in Córdoba city, Argentina, during the summer (February) and winter (July-August) of 2014, diurnally within 9 am - 5 pm. A Sthil® vacuum cleaner with a 110 cm long and 12 cm wide tube was used to suck during 1 minute the vegetation within a square meter area (one subsample). Ten subsamples (5 at ground level and 5 up to 200 cm above the ground) were collected and pooled per site and sampling season. The pooled material collected from one site and season was considered as one sample unit (site) for data analysis. Samples were always collected on vegetation patches, which may include relatively small patches of bare ground, but not from bare ground <i>per se</i>. The minimum spatial distance between two subsamples was approximately 10 m. All adult Diptera were counted and identified to family based on morphological characteristics, mainly using taxonomic keys in McAlpine et al. (1981). (McAlpine J, Peterson B, Shewell G, Teskey H, Vockeroth J, Wood D (1981) Manual of Nearctic Diptera Vol I. Minister of Supply and Services Canada. Ottawa, Canada.)
DOI: 10.6084/m9.figshare.1535530.v1
title: Example of use of BiRO #3

description: Semantic enhancement of reference parts with EARMARK ranges.
DOI: 10.6084/m9.figshare.18120236.v3
title: Fasta and phylogenetic tree files of Virome characterization of game animals in China reveals a spectrum of emerging pathogens.

description: fasta and phylogenetic tree files of Virome characterization of game animals in China reveals a spectrum of emerging pathogens.
DOI: 10.6084/m9.figshare.25563975.v1
title: Stata code for dyad APIM analyses.

description: This is Stata code to conduct APIM analyses using NSCH datasets. Non-weighted, weighted, and sex-specific code is provided.