cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hs98bd2wxb
title: laboratory macro anatomy of the lymphocardiovascular system

description: Modelo de guía práctica para desarrollar prácticas de laboratorio de morfología: Este material pretende facilitar el aprendizaje de la anatomía del corazón y grandes vasos en el curso sistema linfocardiovascular del tercer semestre del programa de Medicina de la Universidad Cooperativa de Colombia. La guía conserva una secuencia lógica para la observación de las estructuras que componen el sistema linfocardiovascular. Al inicio de la guía se encuentra una descripción técnico - teórica del tema para facilitar la descripción y visualización de las estructuras y así facilitar el aprendizaje; luego se describe la actividad a realizar y su posterior evaluación.
DOI: 10.17632/tvcxfhxpnz
title: Datasets on Flow State Evaluation, USE Questionnaire, and Motion-Tracking Glove Integration in SELFEX: An AR and Screen-Guided Training Solution

description: This database contains the results from questionnaires gathered during user testing of the SELFEX solution, a training system utilizing motion-tracking gloves, augmented reality (AR), and screen-based interfaces. Participants were asked to complete paper- and tablet-based questionnaires after interacting with both AR and screen-guided training environments. The data provided allows for a comparative analysis between the two training methods (AR vs. screen) and assesses the suitability of the MAGOS hand-tracking gloves for this application. Additionally, it facilitates the exploration of correlations between various user experience factors, such as ease of use, usefulness, satisfaction, and ease of learning.

The folder is divided into two types of files: 
- PDF files: These contain the three questionnaires administered during testing. 
- "dataset.xlsx": This file includes the questionnaire results.

Within the Excel file, the data is organized across three sheets: 
- "Results with AR glasses": Displays data from the experiment conducted using Hololens 2 AR glasses. Participants are anonymized and coded by gender (e.g., M01 for the first male participant). 
- "Results without AR glasses": Shows data from the experiment conducted with five participants using a TV screen instead of Hololens 2 to follow the assembly training instructions. 
- "Demographic data": Contains demographic information related to the participants.

This dataset enables comprehensive evaluation and comparison of the training methods and user experiences.
DOI: 10.6084/m9.figshare.19258760.v2
title: OpenEA dataset v1.1

description: Entity alignment seeks to find entities in different knowledge graphs (KGs) that refer to the same real-world object. Recent advancement in KG embedding impels the advent of embedding-based entity alignment, which encodes entities in a continuous embedding space and measures entity similarities based on the learned embeddings. In this paper, we conduct a comprehensive experimental study of this emerging field. This study surveys 23 recent embedding-based entity alignment approaches and categorizes them based on their techniques and characteristics. We further observe that current approaches use different datasets in evaluation, and the degree distributions of entities in these datasets are inconsistent with real KGs. Hence, we propose a new KG sampling algorithm, with which we generate a set of dedicated benchmark datasets with various heterogeneity and distributions for a realistic evaluation. This study also produces an open-source library, which includes 12 representative embedding-based entity alignment approaches. We extensively evaluate these approaches on the generated datasets, to understand their strengths and limitations. Additionally, for several directions that have not been explored in current approaches, we perform exploratory experiments and report our preliminary findings for future studies. The benchmark datasets, open-source library and experimental results are all accessible online and will be duly maintained.
DOI: 10.6084/m9.figshare.7672130.v1
title: Additional file 8 of Understanding the evolutionary trend of intrinsically structural disorders in cancer relevant proteins as probed by Shannon entropy scoring and structure network analysis

description: Shannon entropy score of proteins under Cellular tumor antigen p53 protein family responsible for lymphoma. (XLSX 9 kb)
DOI: 10.6084/m9.figshare.12292850.v1
title: Flye assembly of C. parapsilosis 90-137 Cse4.

description: Flye assembly of C. parapsilosis 90_137 Cse4 N2. Raw data available at BioProject PRJNA563885. Published in Ola et al (2020) Polymorphic centromere locations in the pathogenic yeast Candida parapsilosis. Genome Research.
DOI: 10.6084/m9.figshare.19918816.v1
title: Example Data for Video Tutorials

description: Example RGB and Multispectral data for processing with Agisoft Metashape and QGIS to create georeferenced orthomosaics and classifications.
DOI: 10.6084/m9.figshare.22689793.v1
title: Data from: Global conservation status of the jawed vertebrate Tree of Life

description: Dataset includes the expected loss of evolutionary history and EDGE data for all jawed vertebrate clades and species in the study, across the 1,000 phylogenies for each clade.
DOI: 10.6084/m9.figshare.24798456.v1
title: MDAD（微生物药物数据库）

description: MDAD（微生物药物数据库）
DOI: 10.6084/m9.figshare.29098025.v1
title: <b>Tuning ZnO Photocatalysts via C and Ce Co-Doping: A Comparative Approach Using Hydrothermal and Microwave Synthesis</b>

description: <br><br><br>In this study, C- and Ce-doped ZnO materials were synthesized by two methods: hydrothermal method (CCZ-HT) and microwave method (CCZ-MA), both using the same starting materials. The different heating stages of the methods produce distinct morphologies, doping concentrations, and some other characteristics. CCZ-HT consists of nanoellipsoids, while CCZ-MA consists of nanoflakes. The doping concentrations of cerium and carbon in CCZ-MA are higher than those in CCZ-HT. The types of crystal defects in the doped materials are different, leading to differences in their absorption and emission properties. The band gap energy of CCZ-MA is 2.85 eV, which is lower than that of CCZ-HT (2.92 eV). While CCZ-HT does not exhibit near-infrared emissions, CCZ-MA exhibits relatively strong emissions. CCZ-HT and CCZ-MA had a degradation capacity for ofloxacin (Ofx) under visible light that was 2.63 and 3.38 times superior to that of pure ZnO, respectively. The addition of Ce and C improved the band structure by slightly moving the conduction band and reducing the band gap, which allowed for better light absorption in the visible range and helped separate charge carriers. These enhancements immediately facilitated enhanced photocatalytic efficacy in the breakdown of ofloxacin. The CCZ-MA material exhibited superior photocatalytic activity due to its advantageous shape, increased surface area, and enhanced charge trapping capability associated with flaws. The functions of photo oxidized fragments and reaction intermediates were also examined. This study postulated a photodegradation mechanism for Ofx.<br><br>
DOI: 10.17632/94sw98zwhk
title: Banking Industry Performance

description: CAMELS data for Indian commercial banks
DOI: 10.6084/m9.figshare.11663784.v1
title: Additional file 1

description: Read details of the gut metagenome sequence of control and spermidine treated <i>Bombyx mori larvae.<br></i>
DOI: 10.6084/m9.figshare.13426889.v1
title: Sample Dataset.zip

description: Sample dataset for Frontiers in Microbiology article "Resequencing of Microbial Isolates: A Lab Module to Introduce Novices to Command-Line Bioinformatics"
DOI: 10.6084/m9.figshare.14784397.v1
title: Policy complexity in the European Union, 1993-today: introducing the EUPLEX dataset

description: Despite its importance for the sustainability of democratic governance, policy complexity is still an understudied phenomenon. What makes policies complex? Why are some policies more complex than others? And what are the consequences of this complexity for the political, economic and societal level? These questions still lack answers, which is both due to a lack of conceptual clarity and a lack of suitable data. In order to tackle these challenges, we introduce the EUPLEX dataset, comprising information on the complexity of more than 6,000 policy proposals adopted by the European Commission between 1993 and today. Relying on automated methods of data collection and natural language processing, EUPLEX allows us to compare the complexity of Commission proposals over time, across policy domains, and institutional and political configurations. The dataset will be updated continuously in the future as new policy proposals become available and is available free of charge to the research community.
DOI: 10.6084/m9.figshare.22140458.v1
title: Plasmids

description: Plasmids used in the study. Files are provided as annotated .gb files and .svg images.
DOI: 10.6084/m9.figshare.24906435.v1
title: Raw filtered gene expression results from glomerulus of IgA nephropathy and healthy controls.

description: This online data includes the GeoMX DSP profiling results of glomerulus of IgAN cases and healthy controls from kidney biopsy specimen. The file requires individual information for diagnosis for analysis which requires approval from the article authors. "<b>Glomerular spatial transcriptomics of IgA nephropathy according to the presence of mesangial proliferation</b>"Mesangial proliferation is a diagnostic feature and a prognostic predictor of immunoglobulin A nephropathy (IgAN). We aimed to investigate the gene expression profiles of IgAN glomerulus according to the presence of mesangial proliferation. We performed spatial-specific transcriptomic profiling on kidney biopsy tissues using the GeoMx Digital Spatial Profiler. Twelve cases with three glomeruli for each case were profiled using direct pathologic classification (4 M1-IgAN, 4 M0-IgAN, and 4 donor controls). The results of enriched glom-specific genes demonstrated that M1-IgAN could be distinguished from controls (77 upregulated and 55 downregulated DEGs), while some DEGs were identified between M1-IgAN and M0-IgAN cases (24 upregulated and 8 downregulated DEGs) or between M0 and controls (1 upregulated and 16 downregulated DEGs). TCF21, an early podocyte damage marker, was the only differentially expressed gene (DEG) consistently upregulated in both M1-IgAN and M0-IgAN patients, whereas ATF3, EGR1, DUSP1, FOS, JUNB, KLF2, NR4A1, RHOB, and ZFP36 were consistently downregulated in IgAN cases. Glomeruli from M1-IgAN cases were significantly enriched for cell surface/adhesion molecules and gene expressions associated with vascular development or the extracellular matrix. Spatial transcriptomic analysis may contribute to dissecting structure-specific pathophysiology and molecular changes in IgAN.
DOI: 10.6084/m9.figshare.29069336.v1
title: <b>The functional landscape of alternative splicing in hematopoietic lineage commitment</b>

description: This dataset is mainly divided into three categories of files, including:<br>1. quantitative files of gene expression, isoform expression and alternative splicing events, <br>2. training files, <br>3. predicted model and model evaluation index.<br>
DOI: 10.6084/m9.figshare.7429010.v1
title: Supplementary Material for: Can the Mixed Virtual Reality Simulator Into D’mentia Enhance Empathy and Understanding and Decrease Burden in Informal Dementia Caregivers?

description: <b><i>Objective:</i></b> To evaluate whether the mixed virtual reality dementia simulator training Into D’mentia increased informal caregivers’ understanding for people with dementia, their empathy, sense of competence, relationship quality with the care receiver, and/or decreased burden, depression, and anxiety. <b><i>Methods:</i></b> A quasi-experimental longitudinal study with an intervention group (<i>n</i> = 145) and a control group (<i>n</i> = 56) was conducted. All participants were informal caregivers of people with dementia. They completed six questionnaires and semi-structured interviews 1 week before as well as 1 week, 2.5 months, and 15 months after the training. Data were analyzed on both group and individual level using linear mixed model analyses and Reliable Change Indices. <b><i>Results:</i></b> Eighty-five percent of the participants in the intervention group found the intervention useful; 76% said they had changed their approach to caregiving, and 61% stressed that the intervention had increased their understanding of dementia. No significant differences were found between the two groups over time regarding empathy, sense of competence, relationship quality with the care receiver, burden, depression, and anxiety, at either group or individual level. <b><i>Conclusion:</i></b> Caregivers indicated that the Into D’mentia intervention improved their understanding of dementia, that they had learned to be more patient, to take things more slowly, and to focus on positive aspects of caregiving. However, no significant change was found on the variables assessed via the questionnaires. Future research can consider enriching this intervention with other aspects such as more educational material, more simulations, and group sessions, tailored to the individual caregiver and his/her situation, and examine whether these new interventions yield change on questionnaires. These new, more personalized interventions for dementia caregivers could help caregivers to better understand the persons with dementia they care for and to ultimately enhance the well-being of both caregivers and persons with dementia.
DOI: 10.17632/8hrn3bvdvk
title: ArSL21L: Arabic Sign Language Letter Dataset

description: We present our collected and annotated Arabic Sign Language Letters Dataset (ArSL21L) consisting of 14202 images of 32 letter signs with various back-
grounds collected from 50 people.
DOI: 10.17632/tndhs2zng4
title: LeLePhid: An Images Dataset for Aphids Detection and Infestation Severity on Lemons Leaf

description: A dataset that contains 665 lemon leaf images with visible white spots (denoting aphids presence) for insect infection cases and images without such structures for healthy cases. In addition, for each image there is a set of annotations regarding leaf state (healthy and aphids presence) and the infestation severity (leaf area with white spots).
DOI: 10.17632/vdgnxsm692
title: Buffalo-Pak: Buffalo Breed Dataset from Pakistan for Visual Features Based Classification

description: (1) Buffalo-Pak: A data set of images of 3 different Buffalo species from Pakistan, i.e. Neli Ravi, Khundi, and Mix. (2) Buffalo-Pak data set contains 325 images with 112 (Neli Ravi), 138 (mix), and 75 (Khundi). (3) Buffalo-Pak data set can be used for image classification and segmentation based on their visual features. (4) The data set is referred to for the multiclass problem as it holds several visual features.
DOI: 10.6084/m9.figshare.10003403.v1
title: liguay dataset

description: dataset with variables and abundance
DOI: 10.6084/m9.figshare.1294209.v1
title: Benchmark for Fingerprint Segmentation Performance Evaluation

description: Benchmark Dataset for Fingerprint Segmentation Performance Evaluation. Contains manually marked ground truth segmentation for 10560 images from FVC2000, FVC2002 and FVC2004. Published together with the paper: "Filter Design and Performance Evaluation for Fingerprint Image Segmentation". Preprint available at: http://arxiv.org/abs/1501.02113
DOI: 10.6084/m9.figshare.17285342.v1
title: Raw data of Stress.xlsx

description: Raw data of research "Perceived Stress, Sources of Stress and Coping Strategies among Undergraduate Medical Students of Nepal".
DOI: 10.6084/m9.figshare.26502730.v1
title: Decoding Intertidal Oyster Reef Morphology Insights from UAV Photogrammetry and Deep Learning.xlsx

description: In this study, we utilized UAV (Unmanned Aerial Vehicle) photogrammetry and Deep Learning techniques to enable the identification and morphological mapping of oyster reefs in the Liyashan oyster reef conservation area in the intertidal zone of Haimen, Jiangsu, China. We introduced the Volume Balance Index (VBI) to assess reef fragmentation (degree of pitting) and explored differences in the spatial distribution of reef fragmentation.
DOI: 10.6084/m9.figshare.28341461.v1
title: Meta-Analysis Data Final(JMIR).xlsx

description: This is the data for a meta-analysis I conducted and published through the Journal of Medical Internet Research
DOI: 10.6084/m9.figshare.28654607.v1
title: The original data for the paper "The Large-Face Impairment Effect in Face Recognition: Evidence of a Distinct Spatial Integration Mechanism"

description: This study systematically re-investigated how image size affects recognition of faces and non-face stimuli to test the spatial integration nature in face processing. In Experiment 1, a delayed matching task was employed to assess recognition performance across image size from 1° to 10° in width. Results showed that recognition for upright faces, measured by a rate-correct score (accuracy divided by response time), follows an inverted U-shaped curve, peaking at 6°, beyond which it gradually declines. This “Large-Face Impairment Effect” (LFIE) was absent for inverted faces, negative faces, or cars, highlighting its upright-face specificity. Subsequent research replicated LFIE for upright other-race faces (Experiment 2), but not for dog faces or houses (Experiment 3). Experiment 4 further demonstrated that the magnitude of LFIE correlates positively with face-specific recognition ability in an old/new recognition task. Overall, these findings suggest that face recognition relies on a distinct spatial integration mechanism, with an optimal perceptual spatial window for upright faces around 6°. This study was conducted according to the guidelines of the Declaration of Helsinki and approved by the Research Ethics Board of Shanghai Normal University. The dataset included data of Acc, RT, and rate-correct score (RCS) from Experiment 2 to 4.
DOI: 10.15468/dl.7mww9a
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 ((-16.8057 20.1434,-16.8896 19.8496,-9.0352 19.8496,-9.0352 28.8496,-11.635 28.8496,-11.7824 28.7359,-13.29 28.2942,-13.9623 27.0596,-14.8996 26.4375,-15.2884 25.5014,-15.3356 24.99,-16.4235 23.914,-16.8295 22.8081,-17.1762 22.5133,-17.4325 21.9756,-17.6012 20.7987,-17.3601 20.3805,-16.8057 20.1434))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013227-250525065834625/datasets/export for details.
DOI: 10.17608/k6.auckland.21211214.v1
title: Gentoo G140 confocal left cornea

description: Left corneal confocal micrographs obtained post mortem from gentoo penguin G140
DOI: 10.17632/d5nn9fskkj
title: Evaluating sawdust as a bulking agent to enhance Black Soldier Fly Larvae (Hermetia illucens) performance and survival in potato peels

description: Title of Dataset:
Evaluating sawdust as a bulking agent to enhance Black Soldier Fly Larvae (Hermetia illucens) performance and survival in potato peels

Research Hypothesis:
We hypothesised that incorporating sawdust as a non-nutritive bulking agent into high-moisture potato peel substrates enhances the growth, yield, and survival of Hermetia illucens larvae by improving substrate aeration and moisture balance.

Data Description and Methods:
This dataset contains experimental data from a laboratory study conducted at the University of Venda. The aim was to evaluate the effect of varying sawdust inclusion levels (0%, 5%, 10%, and 15%) on the performance of BSFL reared on a standardised substrate of pulverised potato peels (40 kg) and spent grain (10 kg), with moisture content adjusted to 82% across treatments.

Key data collected includes:

Individual larval weight over time (sampled every two days)

Growth rate (g/day)

Final larval yield per tray (g dry weight)

Larval survival (%)

Treatment-level data including sawdust and water amounts, substrate composition, and moisture balance calculations

Each treatment was replicated eight times. The rearing took place in a controlled environment using a staggered tray system to regulate temperature and humidity via infrared heating and ventilation. Larvae were sampled repeatedly for growth tracking, and harvest metrics were collected at the prepupal stage.

Notable Findings:

Sawdust inclusion at 10–15% significantly improved larval growth rate and yield compared to the Control and 5% sawdust treatments.

No significant differences in larval survival were found across treatments (all above 65%), but 5% inclusion showed the highest survival rate.

Peak larval weight was reached around day 10 post-inoculation, followed by weight reduction indicating the onset of metamorphosis.

Sawdust likely improved substrate porosity and moisture regulation, facilitating enhanced larval movement and feeding efficiency.

How the Data Can Be Interpreted and Used:
This dataset provides insight into how physical modifications of substrate using bulking agents can influence BSFL rearing outcomes. The data can be used to:

Model BSFL growth trajectories under different substrate structures

Optimise bulking agent inclusion levels for industrial-scale BSFL farming

Design substrate preparation protocols for high-moisture organic waste streams

Explore moisture management strategies in insect-based bioconversion systems

Format: Excel Workbook (.xlsx)
DOI: 10.6084/m9.figshare.28077128.v1
title: Tesco Sales Data

description: The dataset contain information about retail sales performance over time, including sales figures, product categories, and possibly promotional activities. This type of data can be used to analyze sales trends, identify top-selling products, and assess the effectiveness of marketing campaigns.
DOI: 10.6084/m9.figshare.28956776.v1
title: <b>Plasma polymeric immunoglobulin receptor exacerbates lung injury in </b><b><i>Klebsiella</i></b><b><i> pneumoniae</i></b><b>-induced pneumosepsis</b>

description: To screen proteins associated with sepsis lethality, we selected 12 pairs of plasma samples from 12 sepsis patients, each pair corresponding to the moderate and moribund phases of the same patient. We detected 15 different polymeric immunoglobulin receptor (pIgR)-unique peptides, all of which are located in the extracellular domain of pIgR through tandem-mass tagged mass spectrometry, suggesting the presence of secreted pIgR in the plasma. Importantly, the quantity of pIgR peptides was 42.8% higher in the moribund than moderate plasma. Further analysis showed that the level of plasma pIgR is a potential prognostic marker of sepsis. Using animal models of <i>Klebsiella pneumoniae</i>-induced pneumosepsis and polymicrobial sepsis, we found that plasma pIgR increases sepsis lethality. The deleterious effect of plasma pIgR is likely mediated by caspase-11-dependent pyroptosis of alveolar type 2 epithelial cells in mice of pneumosepsis. The activation of pyroptosis of type 2 epithelial cells by <i>Klebsiella pneumoniae</i> requires the presence of both pIgR and IgM. These findings demonstrate that plasma pIgR plays a detrimental role in sepsis, an infection-induced organ failure syndrome that claims millions of lives annually worldwide.
DOI: 10.17632/33kjk7mj7y
title: SyntheticFaceDataset_Male_Part1

description: Part 1 of the synthetic facial data rendered from male fbx models. The total dataset contains around 24k facial images generated from 14 identity and the corresponding raw facial depth and head pose.