cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28385762.v1
title: Dataset-<b>Sub-MeV Electron Precipitation Driven by EMIC waves in Plasmaspheric Plumes at High </b><b><i>L</i></b><b> shells</b>

description: The dataset used to generate figures 1-5 Figure 1 data: uploaded as .tplot files, which can be loaded by IDL with "tplot_restore" , including elf_elfux_ratiolterr.tplot is used to generate Figures 1a-1e, elf_lshell_ts04.tplot and themis_lshell_ts04.tplot are used to generate Figure 1fFigure 2 data: uploaded as .tplot files, which can be loaded by IDL with "tplot_restore" , including tha_summary_v1.tplot, thd_summary_v1.tplot, the_summary_v1.tplot, emic_wna_ade.tplotFigure 3 data (figshare_figure3): uploaded as bin file, which can be loaded by IDL with "restore", including variables pa_int (pitch angle),en_int(energy),daa_f_he (Diffusion coefficient matrix for helium band EMIC wave),daa_hiss(Diffusion coefficient matrix for hiss wave),daa_total (total diffusion matrix),ksi_total (modeled loss cone filling index)<br>Figure 4 data (figshare_figure4): uploaded as bin file, which can be loaded by IDL with "restore", including variables pa_int (pitch angle),en_int(energy),daa_total_half (total diffusion matrix with half the measured density),daa_total_double (total diffusion matrix with double the measured density) ksi_half ,(modeled loss cone filling index with half the measured density), ksi_double(modeled loss cone filling index with double the measured density)Figure 5 data（figureshare_figure5）：uploaded as bin file, which can be loaded by IDL with "restore",pa_int (pitch angle),en_int(energy),daa_total_622,daa_total_811,daa_total_900,ksi_622,ksi_811,ksi_900 （diffusion coefficients and loss cone filling index with various cold ion compositions）
DOI: 10.6084/m9.figshare.28632464.v3
title: <b>DocFEE: A Document-Level Chinese Financial Event Extraction Dataset</b>

description: <b>DocFEE: A Document-Level Chinese Financial Event Extraction Dataset</b><br><br>DocFEE is a large-scale, document-level dataset designed for financial event extraction in Chinese. It contains ​<b>19,044 annotated documents</b> spanning nine critical financial event types, including <i>Bankruptcy Liquidation</i>, <i>Major Safety Incident</i>, <i>Equity Pledge</i>, and <i>Senior Executive Death</i>, among others. Each document is annotated with ​<b>38 distinct argument types</b> to capture intricate event details, such as dates, amounts, stakeholders, and contextual impacts.The dataset addresses the challenges of document-level event extraction, where events and their arguments may span multiple sentences or exhibit cross-sentence dependencies. On average, documents contain ​<b>1.86 events</b> with a broad event range (<b>960.06</b> <b>characters</b>) and a median document length of<b> 2,277.25</b> <b>characters</b>, reflecting real-world complexity. Key features include fine-grained annotations for diverse financial scenarios, such as tracking shareholder reductions (<i>Reduction Start Date</i>, <i>Shareholder</i>, <i>Reduction Amount</i>) or quantifying losses in <i>Major Asset Loss</i> events (<i>Loss Amount</i>, <i>Other Losses</i>).DocFEE supports research in financial NLP, regulatory compliance, and risk analysis by providing robust, structured data for modeling cross-sentence event relations and argument extraction in long-form texts. Its comprehensive annotations and domain specificity make it a valuable resource for advancing document-level understanding in Chinese financial contexts.<br><br>Please refer to README.pdf for detailed description.
DOI: 10.6084/m9.figshare.28942238.v1
title: Appendix 2. An example of the relationships between codes and themes

description: Data for journal paper "Developing a design-led evaluation model for citizen-centered public services: A South Korean case"
DOI: 10.6084/m9.figshare.12922151.v1
title: tomato SV matrix

description: Genotyping of SVs identified between genomes of <i>Solanum lycopersicum</i> Heinz 1706 and <i>S. </i><i>pimpinellifolium</i> LA2093 in a collection of 597 tomato accessions
DOI: 10.6084/m9.figshare.20123471.v1
title: Estrategias de apoyo emocional (intra)

description: Se presenta en la tabla, las verbalizaciones de los niños, frente al uso de estrategias de apoyo emocional para gestionar sus propios feelings
DOI: 10.6084/m9.figshare.28881347.v1
title: Supplementary Material for: Genetic and Antigenic Variability in VP4 and VP7 of Group A Human Rotavirus in Yunnan, China from 2015-2020.

description: Background: Rotavirus(RVs) A is one of major reasons which causes severe dehydration diarrhea. It is also one of the high morbidity disease in children. There are only a few reports about the changes in prevalence and VP4 / VP7 genotype of RVs in southwest China.Here is the report about the prevalence of RV from 2015 to 2020 in Yunnan, southwest China.
Methods: The virus genes were extracted from RV positive samples, then VP4/VP7 genes were amplified, followed by sequencing and Gene typing, Phylogenetic analysis, antigenic epitope variation analysis and selective pressure analysis were also performed.
Results: 135 VP4 gene sequences and 143 VP7 gene sequences were obtained from stool samples during 2015 to 2020. Of them, P[8] genotype accounted for 97.0% of total, while the P[4] genotype accounted for 3.0%. As for the VP7 genotype, G9 genotype accounted for 86.0% of total, the G3 genotype accounted for 9.1%, and the G2 genotype accounted for 4.9%. G9P[8] was identified as the predominant RV strain during the epidemic season in Yunnan during 2015 to 2020. Phylogenetic analysis showed that G9 genotype sequences were primarily similar to African strains (KJ753473, KY661937), while P[8] genotype sequences were close to Southeast Asian strains (JQ837878, KX362594). In antigenic epitope variation analysis, among 37 epitope of P[8] genotype, the RotaTeq™ vaccine strain covers 31 amino acid positions, Rotarix™ covers 28 amino acid positions, while LLR covers only 9. In the representative sequence of the G9 genotype, RotaTeq™ vaccine strains cover 27 out of 29 amino acid positions, Rotarix™ cover 16 positions, and LLR cover 16 positions. The results of the selective pressure analysis indicated potential positive sites for the G9P[8] genotype located at vp7-44, vp7-100, vp7-221, vp7-278, vp4-3 and vp4-4.
Conclusions: Our study shows that G9P [8] is the most dominant rotavirus genotype in Yunnan China. Consistent with the recent epidemic trend of RV strains in China, this study could provide new perspectives on vaccine research.
DOI: 10.17632/jgdt3nxm8d
title: Evaluation of a virtual basic dermatology curriculum for dermoscopy using the Triage Amalgamated Dermoscopic Algorithm (TADA) for novice dermoscopists.

description: Supplemental Diagrams and Video.
DOI: 10.6084/m9.figshare.25852909.v1
title: Digital Discovery 2024

description: Redox and optical data of organic fluorophores are essential for using design rules and properties screening to identify new candidate dyes capable of forming optical materials. While optical data are available and readily extracted, the promise of digital discovery to mine the data and identify new dye candidates for making new fluorescent compounds is limited by experimental electrochemical data. We report methods used to extract data from 20,000+ literature-reported dyes for generating a library of both redox and optical data constituted by 206 dye-solvent entries. Wide heterogeneity in data collection and reporting practices predicated use of a workflow involving manual data extraction, expert annotations of data quality and validation. Chemometric analysis shows distributions of solvents, electrolytes, and reference electrodes used in electrochemistry and the distributions of dye families and molecular weights. Data were extracted and screened to identify fluorophores predicted to form fluorescent solids based on the new class of materials called small-molecule, ionic isolation lattices (SMILES). Sceening used three design rules requiring dyes to be cationic, have a redox window within –1.9 and +1.5 V (vs ferrocene), and a size less than 2 nm. A set of 53 dyes are compliant with all design rules showcasing the potential for using paired electrochemical-optical data in a workflow for designing optical materials.
DOI: 10.6084/m9.figshare.28937957.v1
title: Reinforcement of flat-bands in a bilayer kagome metal

description: fig data of Reinforcement of flat-bands in a bilayer kagome metal
DOI: 10.6084/m9.figshare.4542577.v1
title: Supplementary Material for: Differential T-Helper Cell Polarization after Allergen-Specific Stimulation of Autologous Dendritic Cells in Polysensitized Allergic Patients

description: <b><i>Background:</i></b> Dendritic cells (DCs) play an important role in the induction and regulation of adaptive immune responses by polarizing T-helper (Th) cells. In allergic disease this response is dominated by Th2 cells. It is still unclear whether the activation of Th cells by DCs in atopic individuals is allergen specific. <b><i>Methods:</i></b> Monocyte-derived DCs (MoDCs) obtained from polysensitized patients were stimulated with purified Bet v 1, Phl p 5 and Act d 10, and the surface marker expression was analysed. Proliferation and cytokine profiles of autologous naïve CD4+ T cells co-cultured with allergen-pulsed MoDCs were assessed. <b><i>Results:</i></b> The addition of either Bet v 1 or Phl p 5 did not further increase the expression of surface markers from matured MoDCs in all study groups. In co-cultures, autologous naïve CD4+ T cells proliferated when DCs obtained from individuals allergic to birch and grass pollen were stimulated with Bet v 1 and Phl p 5, respectively. In the co-culture supernatants, significantly increased levels of IL-5 and IL-13 were detected. This effect correlated with the sensitization background and was absent when applying an unspecific allergen, Act d 10. The levels of IL-10 in supernatants of MoDCs and the levels of IL-10 and IFN-γ in supernatants of T cells remained unchanged upon stimulation with allergens. <b><i>Conclusions:</i></b> In this study we observed that allergen-specific stimulation of MoDCs induces T-cell proliferation and upregulation of Th2-type cytokines. Interestingly, this Th2 polarization was only observed in cells stimulated with the allergen to which the patients were sensitized.
DOI: 10.4121/22122224.v1
title: Research data of online travel reviews of destination attractions in China

description: We developed a program conforming to crawler specifications to obtain online review datasets from TripAdvisor for 10 Chinese destination attractions popular with foreign tourists, including review text, review time, and so on. These data are used for scientific research and to explore changes in foreign tourists' perceptions of the image of Chinese destinations.
DOI: 10.6084/m9.figshare.27992417.v6
title: CMAB-The World's First National-Scale Multi-Attribute Building Dataset

description: Rapidly acquiring three-dimensional (3D) building data, including geometric attributes like rooftop, height and orientations, as well as indicative attributes like function, quality, and age, is essential for accurate urban analysis, simulations, and policy updates. Current building datasets suffer from incomplete coverage of building multi-attributes. This paper presents the first national-scale Multi-Attribute Building dataset (CMAB) with artificial intelligence, covering 3,667 spatial cities, 31 million buildings, and 23.6 billion m² of rooftops with an F1-Score of 89.93% in OCRNet-based extraction, totaling 363 billion m³ of building stock. We trained bootstrap aggregated XGBoost models with city administrative classifications, incorporating morphology, location, and function features. Using multi-source data, including billions of remote sensing images and 60 million street view images (SVIs), we generated rooftop, height, structure, function, style, age, and quality attributes for each building with machine learning and large multimodal models. Accuracy was validated through model benchmarks, existing similar products, and manual SVI validation, mostly above 80%. Our dataset and results are crucial for global SDGs and urban planning.Data records: A building dataset with a total rooftop area of 23.6 billion square meters in 3,667 natural cities in China, including the attribute of building rooftop, height, structure, function, age, style, colour and quality, as well as the code files used to calculate these data. The deep learning models used are OCRNet, XGBoost, fine-tuned CLIP and Yolo-v8.Reference Format：Zhang, Y., Zhao, H. & Long, Y. CMAB: A Multi-Attribute Building Dataset of China. Sci Data 12, 430 (2025). https://doi.org/10.1038/s41597-025-04730-5.
DOI: 10.17632/k6jjm8rg7v
title: Spatial Weights Files to accompany: Geospatiotemporal and Causal Inferential Epidemiological Survey and Exploration of Cannabinoid- and Substance- Related Carcinogenesis in USA 2003-2017.

description: Spatial Weights Files to accompany paper of same title
DOI: 10.6084/m9.figshare.7914242.v1
title: gVCF_HG03684

description: 1000 Genomes gVCF mapped to hs37d5 for HG03684. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.17632/767syw9xsd
title: Vanheukelom2025_Radiocaesium-soil-to-plant-transfer-database

description: Harmonized database of radiocaesium soil -to-plant transfer factors (i.e., CR values) for modeling.
DOI: 10.6084/m9.figshare.12951395.v1
title: COV_DrugSimDB_Full.csv

description: COV_DrugSimDB_Full.csv
DOI: 10.6084/m9.figshare.3559344.v1
title: Appendix A. Summary statistics and distance metrics.

description: Summary statistics and distance metrics.
DOI: 10.17632/fkw49mz3xs
title: Maize Imagery Dataset - Tanzania

description: The maize images dataset was created to contribute to the study of maize diseases diagnostics. The images target the diagnostics of Maize Lethal Necrosis (MLN) and Maize Streak Virus (MSV) diseases. We are motivated in developing end to end tools to help farmers diagnose diseases and improve maize productivity. The dataset was created to facilitate image classification and object detection tasks.
DOI: 10.6084/m9.figshare.12061701.v1
title: Code&Data for IJGIS

description: For the paper natural neighborhood
DOI: 10.6084/m9.figshare.12200435.v1
title: BasicBeeSurveyData.xlsx

description: These are the raw data from an international survey on honeybees and other pollinators.<br>
DOI: 10.6084/m9.figshare.19500290.v2
title: patches and local annotations, slide 080, zoom 124x124 um2

description: patches and local annotations: data for slide with ID of the last 3 characters of the file name: local annotations in csv format and a folder with patches at zoom level indicated at the 6th character of the file name
DOI: 10.6084/m9.figshare.24714711.v3
title: A Review of Southeast Transportation Electrification Workforce Development Training Programs: Inventory 2023081.xlsx

description: The purpose of this review is to develop a substantive inventory of workforce development training courses/programs or special initiatives directly related to transportation electrification at postsecondary institutions in the Southeastern United States.
DOI: 10.6084/m9.figshare.27824049.v1
title: Supplementary Material for: Addressing Diagnostic and Therapeutic Challenges in a case of Concurrent Tinea and Plaque Psoriasis

description: Introduction: The annular lesions of dermatophytosis can closely resemble the plaques of psoriasis, posing significant diagnostic and treatment challenges. Methotrexate, a common treatment for psoriasis, can exacerbate the former due to its immunosuppressive effects. 
Case report: A middle- aged man with chronic plaque psoriasis was on tablet methotrexate (7.5mg once weekly) and topical steroids for one year. Despite some improvement, new annular lesions emerged whenever topical steroids were tapered. Frustrated with the lack of disease control, the patient finally visited a tertiary care centre, where tinea corporis was diagnosed alongside psoriasis via dermoscopy, mycological tests, and histopathology. Methotrexate and steroids were discontinued, and the patient was started on antifungals. Once the dermatophytosis was brought under control, methotrexate was resumed alongside targeted application of steroid and antifungal creams. 
Conclusion: The coexistence of tinea corporis and psoriasis can be challenging to diagnose and treat, necessitating thorough clinical evaluation and mycological testing. Proactive monitoring and timely intervention are crucial to prevent complications and ensure optimal management outcomes in immunosuppressed individuals with dermatophyte infections.
DOI: 10.6084/m9.figshare.14169389
title: Supplementary Material for: Neurofeedback Training versus Treatment-as-Usual for Alcohol Dependence: Results of an Early-Phase Randomized Controlled Trial and Neuroimaging Correlates

description: <b><i>Introduction:</i></b> Alcohol dependence is one of the most common substance use disorders, and novel treatment options are urgently needed. Neurofeedback training (NFT) based on real-time functional magnetic resonance imaging (rtf­MRI) has emerged as an attractive candidate for add-on treatments in psychiatry, but its use in alcohol dependence has not been formally investigated in a clinical trial. We investigated the use of rtfMRI-based NFT to prevent relapse in alcohol dependence. <b><i>Methods:</i></b> Fifty-two alcohol-dependent patients from the UK who had completed a detoxification program were randomly assigned to a treatment group (receiving rtfMRI NFT in addition to standard care) or the control group (receiving standard care only). At baseline, alcohol consumption was assessed as the primary outcome measure and a variety of psychological, behavioral, and neural parameters as secondary outcome measures to determine feasibility and secondary training effects. Participants in the treatment group underwent 6 NFT sessions over 4 months and were trained to downregulate their brain activation in the salience network in the presence of alcohol stimuli and to upregulate frontal activation in response to pictures related to positive goals. Four, 8, and 12 months after baseline assessment, both groups were followed up with a battery of clinical and psychometric tests. <b><i>Results:</i></b> Primary outcome measures showed very low relapse rates for both groups. Analysis of neural secondary outcome measures indicated that the majority of patients modulated the salience system in the desired directions, by decreasing activity in response to alcohol stimuli and increasing activation in response to positive goals. The intervention had a good safety and acceptability profile. <b><i>Conclusion:</i></b> We demonstrated that rtfMRI-neurofeedback targeting hyperactivity of the salience network in response to alcohol cues is feasible in currently abstinent patients with alcohol dependence.
DOI: 10.6084/m9.figshare.17040521.v1
title: Supplementary Material for: Indicators of Drug-Related Community Impacts of Open Drug Scenes: A Scoping Review

description: <b><i>Introduction:</i></b> Places where people deal and/or use drugs publicly are known as open drug scenes (ODSs). Drug-related community impacts (DRCIs) refer to drug-related issues that negatively influence public and individual health, communities, businesses, and recreational and public space enjoyment. There are no well-established criteria for identification of DRCIs. We therefore performed a scoping review of literature to determine DRCIs indicators associated with ODSs. <b><i>Methods:</i></b> The review was performed using the Preferred Reporting Items for Systematic Reviews and Meta-Analysis extension for scoping reviews (PRISMA-ScP). We searched English articles in PubMed, Scopus, Web of Science, and EMBASE databases from 1990 to 2021. The keywords were drug-related crime, drug-related offense, misconduct, social marginalization, homeless drug users, open drug scene, drug-related street disorder, public nuisance, and community impact. <b><i>Results:</i></b> Sixty-four studies were identified. Twenty-five studies were included. Two studies (8%) were about drug-related public nuisance, 1 (4%) considered drug-related social problems, 2 (8%) focused on drug-related social disorder, and 18 studies (72%) discussed indicators of community impacts such as crime, drug-related litter, safety, noise, and drug use in public. Two studies (8%) included the frequency of drug use in ODSs. <b><i>Discussion:</i></b> DRCI indicators are heterogenic, and various factors affect the indicators. The factors include social mores, political discourse, and historical approaches to dealing with and using drugs. Some societies do not tolerate the existence of ODSs. In contrast, many countries have adopted harm reduction programs to manage DRCIs. Identified DRCI indicators were drug using and dealing in public, drug-related litter, crime, drug-related loitering, street-based income generation activities, noise, and unsafety feelings in inhabitants. To solve the problems associated with DRCIs and to make a major change in ODSs, it is necessary to pay attention to the improvement of the economic conditions (e.g., employment opportunities), amendment (e.g., determine the limits of criminalization in drug use), and adoption of social policies (e.g., providing low-threshold and supportive services for homeless drug users).
DOI: 10.6084/m9.figshare.21113839.v1
title: Data deposition

description: Table S1, related to Figure 4 and 5. The 163 volunteered clinical patients' pathology report (for deep learning model development) Table S2, related to Figure 6 and 7. The 41 volunteered clinical patients' pathology report (clinical assays)
DOI: 10.6084/m9.figshare.22032611.v1
title: Raw data for Peer J.rar

description: Raw data for Peer J
DOI: 10.6084/m9.figshare.7636715.v1
title: SNPs for 263 peach accessions

description: SNPs used for adaptation analyese of 263 peach accessions.
DOI: 10.17632/tdk27mj6zv
title: Data for: Data in brief - Historical Year Weather Data for Toronto Pearson Airport in EPW format – Converted data from Canadian Weather Energy and Engineering Datasets from 1998 to 2014

description: Converted Weather Data in EPW format for Toronto Pearson Airport from CWEEDs weather data in WYEC3 format.
DOI: 10.6084/m9.figshare.22691347.v2
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.