cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rnbsw72zb5
title: Tomato Leaf Image Dataset for Disease Analysis in Real-World Environment

description: The dataset comprises a total of 1,028 images of tomato leaves collected in Bangladesh, with 486 images depicting healthy leaves and 546 images showing diseased leaves. Each image has been carefully annotated to indicate specific regions as either healthy or diseased, given that each image includes a complex background. The annotations are provided as text files, where each image file has a corresponding text file with the same name to facilitate model implementation. Healthy images are labelled with "H," while diseased images are labeled with "D." For structured model development, the dataset is divided into two folders: a validation folder and a training folder. The validation folder contains 160 images, equally split between 80 healthy and 80 diseased leaves, while the training folder includes the remaining 868 images. This dataset is particularly valuable for training and validating deep learning and machine learning algorithms aimed at detecting diseases in tomato leaves. It offers researchers and learners a robust resource for analysing and improving the health management of tomato plants through the development of advanced computational models.
DOI: 10.6084/m9.figshare.12264698.v1
title: Supporting data (MBC/SOC)

description: MBCSOCHUMUS%SIRCO2
DOI: 10.6084/m9.figshare.20364072.v1
title: Count of all genes

description: Expresson counts of all genes before and after AR expression, and beforr and after DHT ligand stimulation.
DOI: 10.6084/m9.figshare.6790736.v1
title: Subject 7_csv

description: CSV file of S7
DOI: 10.6084/m9.figshare.8872700.v4
title: A chromosome-level genome assembly of the Chinese tupelo Nyssa sinensis

description: Chromosome-level assembly of the Nyssa sinensis genome
DOI: 10.17632/sb4zhm7dn8
title: The Study Of Dangers And Countermeasures Of Fake News In Social Media

description: Fake news as one of a normal phenomenon all over the world, it exertsa great impact on both individuals and our society. With the popularity of social media, fake news increasingly invades our lives, even brings disadvantages to institutions or countries. According to the analysis of several examples, the study aims to improve the phenomenon of fake news in social media so as to promise the authenticity of news in the field of media and communication. Even though it is difficult to achieve nowadays, especially in the current information era, in fact, it calls for the collective effort by the government, information producers and social media platform, as well as audiences. In addition, this study also expects to offer a reference to future journalism practitioners and related academic researchers.
DOI: 10.6084/m9.figshare.23957937.v2
title: PHE-SICH-CT-IDS

description: This publicly available dataset namely PHE-SICH-CT-IDS, which is constructed 120 CT scans of patients with SICH. PHE-SICH-CT-IDS contains 3,511 CT images of SICH occurring in the basal ganglia region, with associated labels for the surrounding edematous zone around the hematoma. Additionally, PHE-SICH-CT-IDS provides SICH detection labels for the edematous zone and radiomic features of the edematous zone, which are valuable for clinical research and diagnosis.
DOI: 10.6084/m9.figshare.24658215.v1
title: Architecture and stability of tripartite ecological networks with two interaction types

description: The network_data.xlsx includes two datasets of tripartite networks. The network structures.xlsx includes all subnetwork structures and interconnection properties of connector nodes for two types of tripartite networks.
DOI: 10.6084/m9.figshare.28245047.v1
title: Additional file 3 of Assessing the impact of sewage and wastewater on antimicrobial resistance in nearshore Antarctic biofilms and sediments

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.9795971.v1
title: Orofacial functions and quality of life in children with unilateral cleft lip and palate

description: Abstract This study aimed to evaluate the orofacial functions and oral health-related quality of life (OHRQoL) of children with unilateral cleft lip and palate (UCLP). This case-control study included patients with UCLP matched by sex and age with controls (children without UCLP), resulting in the inclusion of a total of 108 eight- to ten-year-old children. Orofacial functions and OHRQoL were evaluated using the Nordic Orofacial Test-Screening (NOT-S) and the Child Perceptions Questionnaire (CPQ 8-1 0 ), respectively. Data normality was assessed by the Kolmogorov-Smirnov test. Differences and correlations in NOT-S and CPQ 8-1 0 scores between and within the groups were evaluated using Mann-Whitney and Spearman´s correlation tests, respectively. The distribution of NOT-S and global ratings of CPQ 8-1 0 for each group were assessed by Chi-squared/Fisher’s Exact tests. The UCLP group had a higher NOT-S total and examination scores than the controls. Dysfunctions related to breathing, facial symmetry/expression, and speech were more frequent in the UCLP patients than in the controls. The UCLP group had higher scores on the social well-being domain than the controls. There was a significant difference between the groups in their ratings in regards to the extent to which their oral condition affected their life overall, with controls perceiving it as somewhat better than patients. In both groups, NOT-S total and interview scores were positively correlated with CPQ 8-1 0 total and domain scores. The NOT-S examination score was only significantly correlated with social domain scores in the control group. The presence of UCLP was associated with clinical signs of orofacial dysfunctions related to breathing, facial symmetry/expression, and speech. Children with UCLP reported more orofacial dysfunctions and negative impacts on social well-being than controls.
DOI: 10.17637/rh.7499435.v1
title: Stuffed YbTO

description: Crystal structure of stuffed ytterbium titanate
DOI: 10.6084/m9.figshare.23576178.v1
title: <strong>Population genetic structure of </strong><em><strong>Torreya grandis</strong></em>

description: The EST-SSR genotype dataset of Torreya grandis.
DOI: 10.6084/m9.figshare.23629962.v1
title: Roetgen et al. PAC Data to Share.xlsx

description: Data are provided from Roettgen et al. (in preparation). The purpose of this study was to explore word characteristics that may predict vocabulary learning following explicit vocabulary instruction. Data from two recent efficacy studies of an explicit vocabulary instruction program delivered to preschool children (<em>Story Friends; </em>Kelley et al., 2020; Madsen et al., 2022) were included in this secondary analysis. Vocabulary words were categorized by word type and coded using the Perceptual Accessibility Continuum (Hadley et al., 2021). Multi-level modeling revealed that both perceptual accessibility and word type predicted vocabulary learning. Of the perceptual accessibility components, shape and concreteness contributed significantly to the model, but imageability did not. Results indicate that word characteristics (word type, perceptual accessibility) predict vocabulary knowledge of preschool children following explicit instruction. Results have potential implications for identifying and ordering words to teach based on relative contributions of various word characteristics.
DOI: 10.6084/m9.figshare.26693689.v1
title: Additional file 4 of eSVD-DE: cohort-wide differential expression in single-cell RNA-seq data using exponential-family embeddings

description: Additional file 4. This file contains the analysis of astrocytes, endothelial cells, IN-SST, IN-VIP, layer 2/3, layer 4, layer 5/6, layer 5/6-CC, microglia, oligodendrocytes, and OPC from the Velmeshev dataset (from [21]). It contains the estimated log-fold change after removing confounding effects, the eSVD-DE test statistic, the negative log10 p-value, and Benjamini-Hochberg adjusted p-value, and whether the gene is deemed to be a DE gene.
DOI: 10.6084/m9.figshare.27959172.v1
title: Mapping crop type in Northeast China during 2017-2023 (Including code for classification)

description: Northeast China is one of the most major grain production regions in China and has an overwhelming influence on regional and national food security. Crop type mapping is important for crop managements to maximize crop yield. We produced annual 10-m major crops (rice, maize and soybean) maps in Northeast China from 2017 to 2019, using a practical and transferable crop mapping approach by constructing crop-specific OIF knowledge graph (OIFKG). The overall accuracies higher than 90% (Kappa coefficient greater than 0.90), and the producer’s accuracies for rice, maize, and soybean are generally greater than 0.92 based on ground truth data. The crop maps have close agreement with the statistical data at the municipal level. This study provides a highly reliable long-term crop maps dataset, which can be helpful for regional agricultural production management.
DOI: 10.17632/dsmgwkj29k
title: Iraq debt data

description: Dataset with Iraq sovereign debt data, as presented in Hinrichsen, Simon (2022), 'The rise of Iraqi indebtedness, 1979-2003', Middle Eastern Studies vol. 58(5), pp. 782-796. https://doi.org/10.1080/00263206.2022.2081553
DOI: 10.17632/sxdm9zkbjs
title: Data of CEO Power, Chair-CEO Age Dissimilarity and Pay Gap of Chinese listed firms

description: The data set contains the data of variables based on the characteristic of firm, personal, team and supervision. The dissimilarities between the chairman and the CEO include differences in age, gender, education, shareholding, tenure, pay, and so on. The similarities include joint tenure and family relations. These variables can be used to estimate the impact of chair-CEO age dissimilarity on the relationship between CEO power and chair-CEO pay gap of the Chinese listed firms through binary probit or multinomial regression.
DOI: 10.25452/figshare.plus.21280752.v1
title: High depth genome wide chromatin contact matrix

description: These high-depth meta-Hi-C chromatin contact matrices are surprisingly powerful in capturing long-range functional relationships of chromatin interactions, which are now able to predict coexpression, eQTLs, and cross-species relationships. For building the meta-Hi-C matrix, we uniformly processed 3619, 6732, and 487 Hi-C runs for Human, Mouse, and Fly respectively. The runs were obtained after querying Sequence Read Archive with field limitations of given species and Hi-C as experiment strategy. A genome-wide chromatin contact matrix was created for each run after mapping the reads to the same reference genome for each species. Reads were aligned to the hg38, mm10, and dm6 genomes in Human, Mouse and Fly respectively. All chromatin contact matrices for a species were aggregated to create the meta-Hi-C matrix. The genome-wide Hi-C matrices were divided into cis (intrachromsomal) and trans (interchromosomal). In cis, each chromosome is stored in a seperate matrix. In trans, the matrix is genome-wide but with no cis contacts (cis contacts are always 0 in this case). Here the cis contact matrices are available at 10KB and 1KB resolution for all three species. The trans contact matrices are available at 10KB resolution for all three species and additionally at 1KB resolution for Fly. The matrices are stored as *.h5 in HiCMatrix format (https://github.com/deeptools/HiCMatrix). HiCExplorer (https://hicexplorer.readthedocs.io/en/latest/) can be used to process these files or to convert them to other formats if desired. Meta-Hi-C matrices at several other resolutions are available for download via online tool at https://gillisweb.cshl.edu/HiC/ or direct download at https://labshare.cshl.edu/shares/gillislab/resource/HiC/
DOI: 10.6084/m9.figshare.22691440.v1
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.6084/m9.figshare.24447487.v1
title: Dataset.zip

description: The data set includes four different types of Marine flexible organisms used in the paper, and is divided into training sets and verification sets, which can be used directly in the laboratory.
DOI: 10.6084/m9.figshare.25592604.v1
title: <i>Cordyceps militaris</i> CMS19

description: Sample from Cordyceps militaris CMS19.the whole-genome de novo sequencing was performed by SMRT platform.Species informationg:Genome size 30.96Mb,number of scaffolds 8, Scaffold N50 4.74Mb,GC percent 58.92%. Gene Number 9781.Gene average length 1527.
DOI: 10.6084/m9.figshare.26391658.v3
title: CSLS model:code and data

description: Code, scripts, and data for Line-level Semantic Structure Learning for Code Vulnerability Detection
DOI: 10.6084/m9.figshare.28956449.v1
title: Python code and data.zip

description: Climate data for Germany
DOI: 10.17632/6942scndfz
title: Investigating modifiable pathways in psoriasis: a Mendelian randomization study

description: Supplementary data
DOI: 10.17632/cxnj6cp4rb
title: SDNET 2025- Defective Bolts and Nuts Steel dataset

description: The dataset focuses on defective steel connections, specifically missing, loose, and corroded bolts and nuts, along with fatigue cracks. It contains over 826 images of defective and intact bolts captured from both real-world steel structures and laboratory setups. The dataset has been annotated with bounding boxes and masks for deep learning applications in automated defect detection.
DOI: 10.25403/upresearchdata.21360429.v1
title: Teacher's challenges in executing alternatives to corporal punishment in secondary public schools

description: The purpose of this study was to explore the challenges faced by teachers in implementing alternatives to corporal punishment (ATCP) using two public secondary schools, in the Gauteng province, as sources of data. <br> My data set consists of verbatim transcriptions of the interviews conducted with 7 educators and 2 principals to explore the challenges they experience in the implementation of alternatives to corporal punishment. <br> This is a qualitative study, I used semi structured interviews to collect data. Thematic analysis were used to analyse data. The data was coded and themes were finally developed.
DOI: 10.6084/m9.figshare.25706571.v1
title: Supplementary Material for: Ruyi Zhenbao Tablet and Baimai Ointment Therapy in Acute Ischemic Stroke: A Study Protocol for a Multi-center, Randomized, Double-blinded, and Parallel Controlled Trial

description: Introduction: Stroke is characterized by high incidence, recurrence rate, and mortality. Patients with acute is-chemic stroke (AIS) who are ineligible for acute revascularisation therapy require more effective medication treatments. A previous clinical study showed that Ruyi Zhenbao tablets and Baimai ointments might be effective against AIS; however, high-quality clinical evidence supporting their application in AIS is lacking. To explore the efficacy of the two classic Tibetan medicines in the treatment of AIS, a randomized clinical trial will be conducted in patients with AIS who are not eligible for thrombolytic treatment. 

Methods: A prospective, randomized, multiple-center, double-blinded, placebo-controlled, and parallel-group trial will be conducted. We shall randomize 480 eligible participants to either the intervention or the control group. The distribution ratio of each group will be 1:1:1:1, including 120 patients each in the dual-medication group, the Baimai ointment group, the Ruyi Zhenbao tablet group, and the placebo group. Participants will be treated with medication for 8 weeks, and they will receive three follow-up visits: at 4 weeks(D29), 8 weeks(D56), and 90 days (D90) after commencing treatment. The primary outcome will be D90 change in the simplified Fugl-Meyer score from baseline to post-treatment. The secondary outcomes are as follows:D29 change of simplified Fugl -Meyer score from baseline to post-treatment; Proportion of participants whose D29 NIHSS scores decreased by four or more points from baselineD90 proportion of subjects with mRS score of 0-2 (inclu-sive); D90 proportion of subjects with Barthel index score ≥95; D90 incidence of cardiovascular and cerebro-vascular events. Safety endpoint includes:Mortality within 90 days;Proportion of subjects with adverse events/ serious adverse events within 90 days.

Conclusion: This research protocol lays a solid groundwork for its practical execution. This study is poised to serve as a reference for other Tibetan medicine researchers, contributing to the reduction of stroke-related expendi-tures globally and, in turn, benefiting a broader population of stroke patients.
DOI: 10.6084/m9.figshare.28730996.v1
title: Elastomer structure 3D model files for this study

description: This folder includes all the 3D elastomer structures of the EEM system in the form of Solidworks files.
DOI: 10.17632/fhvph562cn
title: CropSR (for Crop Field Aerial Image Super Resolution)

description: This is the CropSR dataset for EVADM (Effective Variance Attention-enhanced Diffusion Model for Crop Field Aerial Image Super Resolution). There are two real-matched SR datasets from high-low altitude orthomosaics and fixed-point photography (CropSR-OR/FP) for testing. The CropSR-OR/FP consists of over 5,000 high-resolution aerial images paired with corresponding low-resolution counterparts.
DOI: 10.17632/tb35f835dz
title: Supplemental tables for: "Incidence of Skin Cancers in Patients with Eczema Treated with Ultraviolet Phototherapy; JAAD"

description: Supplementary tables for publication titled: Incidence of Skin Cancers in Eczema Patients Treated with Ultraviolet Phototherapy;
JAAD
DOI: 10.17632/ktmvth9796
title: Conexões entre os princípios da Cultura Oceânica e as competências específicas da Base Nacional Comum Curricular (Ciências da Natureza - Ensino Médio)

description: Metodologia para a construção de tabelas evidenciando possibilidades de articulação entre os princípios da cultura oceânica e as competências específicas de Ciências da Natureza (Ensino Médio) da Base Nacional Comum Curricular Brasileira.
Resultados que mostram as conexões identificadas, expressas tanto na forma de conteúdos conceituais que podem ser trabalhados em sala de aula quanto na forma de presença e ausência de conexões.
DOI: 10.17632/zgc7fn86ck
title: CTAI validation data

description: Database of the development and validation process of the Complex Thinking Assessment Instrument (CTAI).
DOI: 10.6084/m9.figshare.21671579.v1
title: A metabolome-wide Mendelian randomization study prioritizes potential causal circulating metabolites for multiple sclerosis (Supplementary Files)

description: <strong>Objective:</strong> To prioritize circulating metabolites that likely play causal roles in the pathogenesis of multiple sclerosis (MS). <strong>Methods: </strong>We performed a two-sample Mendelian randomization analysis of 571 circulating metabolites using genetic instruments from three genome-wide association studies (GWAS) of the blood metabolome (N=7,824; 24,925; and 115,078; respectively). Genetic associations with MS were from a large GWAS by the International Multiple Sclerosis Genetics Consortium (14,802 cases and 26,703 control). The primary analysis was performed with the multiplicative random-effect inverse variance-weighted method, while multiple sensitivity analyses were also conducted. <strong>Results: </strong>A total of 29 metabolites were prioritized for causal associations with MS. Genetically instrumented levels of serine (OR=1.56, 95% CI=1.25–1.95), lysine (OR=1.18, 95% CI=1.01–1.38), acetone (OR=2.45, 95% CI=1.02–5.90), and acetoacetate (OR=2.47, 95% CI=1.14–5.34) were associated with a higher MS risk. Total cholesterol and phospholipids in large very-low-density lipoprotein were associated with a lower MS risk (OR=0.83, 95% CI=0.69–1.00; OR=0.80, 95% CI=0.68–0.95), but the same two lipids in very large high-density lipoprotein have risk-increasing associations (OR=1.20, 95% CI=1.04–1.40; OR=1.13, 95% CI=1.00–1.28). <strong>Conclusions: </strong>Our metabolome-wide Mendelian randomization study prioritized 29 circulating metabolites, such as serine, lysine, acetone, acetoacetate, and lipids, that likely have causal associations with MS.
DOI: 10.6084/m9.figshare.28956095.v1
title: Russian Soft Power in Turkey

description: Recent academic research on Russian soft power has primarily focused on its influence within the post-Soviet space, highlighting efforts to maintain regional dominance. However, in a shifting global landscape—marked by the relative decline of Western hegemony and growing scepticism toward liberal norms—Russia's soft power has expanded globally. This study fills a key gap by exploring how post-Soviet Russia’s image has evolved in Turkey, a country outside Russia’s traditional sphere of influence. Drawing on empirical data and in-depth interviews, the study situates Russian soft power within the broader discourse of multipolarity and frames it as an alternative to the Western-led liberal international order. In Turkey, where authoritarian tendencies and tensions with the West persist, Russia’s narrative finds a receptive audience. The transformation of Turkish-Russian relations—from historic animosity to strategic cooperation—alongside increasingly positive perceptions of Russia illustrates this shift. However, despite these gains, Russian soft power faces significant limitations: assertive foreign policy, entanglement in regional conflicts, instrumental use of soft power, disregard for local dynamics, and lack of strategic coherence. This research critically examines these complexities, offering a nuanced understanding of Russian soft power’s reach and limitations in Turkey, and contributing to broader discussions on global power reconfigurations.