cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25450177.v1
title: <b>In-Situ Characterization of Cathode Catalyst Degradation in PEM Fuel Cells</b>

description: The composition and morphology of the cathode catalyst layer (CCL) have a significant impact on the performance and stability of polymer electrolyte membrane fuel cells (PEMFC). Understanding the primary degradation mechanism of the CCL and its influencing factors is crucial for optimizing PEMFC performance and durability. Within this work, we present comprehensive in-situ characterization data focused on cathode catalyst degradation. The dataset consists of 36 unique durability tests with over 4000 testing hours, including variations in the cathode ionomer to carbon ratio, platinum on carbon ratio, ionomer equivalent weight, and carbon support type. The applied accelerated stress tests were conducted with different upper potential limits and relative humidities. Characterization techniques including IV-curves, limiting current measurements, electrochemical impedance spectroscopy, and cyclic voltammetry were employed to analyse changes in performance, charge and mass transfer, and electrochemically active surface area of the catalyst. The aim of the dataset is to improve the understanding of catalyst degradation by allowing comparisons across material variations and provide practical information for other researchers in the field.The uploaded folders contain the following:<b>01-Data:</b> This folder contains the data of all degradation tests. The data is structured in form of a sub-folder system, with the main sub-folder level representing the test runs (cell 1 – 42, as in manuscript Table 1), inheriting sub-folders for the test method (step 1 – 12, as in manuscript Table 2) and finally subfolders for the degradation interval (0 – 30k AST cycles). At the end of each sub folder path the corresponding data is stored in form of a csv-file, where some files contain multiple rows and columns (e.g. raw CV or impedance data), while others consist of a single evaluated parameter value (e.g. ECSA and protonic resistance).<br><b>02-Testing_overview:</b> This folder contains an Excel-File with Table 1 and 2 from the manuscript. The tables provide an overview of all conducted tests and the respective material and AST variation, as well as an overview of the applied testing protocol.<b>03-Evaluation_scripts:</b> This folder contains exemplary evaluation code for the applied characterization methods. The script are meant to show an exemplary way of evaluating the parameter values (e.g. ECSA) from the respective raw data (e.g. CV) found in the storage.For further context and description of the data, please refer to the referenced manuscript.
DOI: 10.6084/m9.figshare.28952957.v1
title: 光镜下的浮游生物图册An album of plankton under a light microscope

description: My doctoral dissertation"<b>Variation in Plankton Community Structure across a Gradient of Human Activity in Island Waters of the Yangtze River Estuary</b>"
DOI: 10.17632/k5yk4j8z8s
title: BDSL 49: A Comprehensive Dataset of Bengali Sign Language

description: This dataset contains images of Bengali sign language.  This collection of images represents the Bengali sign language. 14 Bangladeshi adults created and annotated the dataset. The existing Bengali sign language datasets lack adequate and diverse image samples to develop real-life expert systems. As a result, a dataset encompassing all facets of real-world usable signs is necessary. This results in the creation of a comprehensive dataset for Bengali sign language. The proposed dataset contains two sections. The first section involves training a detection model, while the second involves training a recognition model. Both sections feature a wide variety of images taken in a variety of backgrounds and lighting circumstances, with the first section featuring a full-frame image with annotation and the second featuring a cropped image with only the signs. Each section contains 14,714 images separated into 49 classes, for a total of 29,428 images in the dataset.
DOI: 10.6084/m9.figshare.22817414.v3
title: The annotation of <i>Helwingia omeiensis</i> genome assembly

description: The gene structure and functional annotations of <i>Helwingia omeiensis</i> genome assembly.
DOI: 10.6084/m9.figshare.28016168.v2
title: Tracks in the Beneski Museum of Natural History

description: Slabs from the Hitchcock collection, Beneski Museum of Natural History, Amherst.Supplementary files for Lallensack, Leonardi, and Falkingham – Glossary of Fossil Tetrapod Tracks. https://palaeo-electronica.org/content/2025/5439-glossary-of-tetrapod-tracks
DOI: 10.6084/m9.figshare.28279274.v1
title: Simulation_results_of_CMMP_for_VLP

description: This data contains simulation data for different CSI-based positioning methods for VLP, including the CSI-based LS algorithm, the BiLSTM-based algorithm, and the newly proposed classification-based multi-mode positioning (CMMP) method. Our companion paper references this data: "Classification-based multi-mode positioning method in VLP systems."
DOI: 10.6084/m9.figshare.29060489.v1
title: [WICS/CSBC] Impacto dos Grandes Modelos de Linguagem no Ensino de Computação: Percepção dos Estudantes sobre Aprendizado e Dependência

description: Material suplementar do artigo "Impacto dos Grandes Modelos de Linguagem no Ensino de Computação: Percepção dos Estudantes sobre Aprendizado e Dependência"<br>
DOI: 10.17632/h4n3gn93gz
title: CineScale2

description: Data consists of camera angle and camera level annotations for a total of 24,748 frames.
Specifically, 9,129 video frames are categorized according to their camera angle in the following five categories: Overhead, High, Neutral, Low, and Dutch angle.
The remaining 15,619 video frames are labelled into six different classes accounting for their camera level: Aerial, Eye, Shoulder, Hip, Knee, and Ground.
Both camera angle and camera level annotations were performed by a team of expert film scholars:  two independent coders and a third person who made decisions in cases of disagreement.
DOI: 10.17632/yzv3mrvwf4
title: Effect of prednisone plus either adalimumab or cyclosporine on dermatological symptoms in Vogt-Koyanagi-Harada disease: systemic outcomes from a randomized trial

description: Vogt-Koyanagi-Harada (VKH) disease causes vitiligo, poliosis, and alopecia.We aim to investigate the effect of prednisone plus either adalimumab or cyclosporine-based immunosuppression on VKH dermatological disorders using ancillary data from a VKH eye disease trial. The data shows detailed outcomes including changes in vitiligo, poliosis, alopecia, headache, meningismus, tinnitus and dysacusis in the trial. Overall, there was a decrease in the percentage of alopecia but no change in the presence of vitiligo or poliosis at month 6. The adalimumab group showed no nominally significant differences in the percentage changes of each dermatological manifestation but a greater reduction in the number of affected dermatological categories compared with the cyclosporine group.
DOI: 10.6084/m9.figshare.27931488.v1
title: The Use of Generative AI to Advance Cybersecurity Education Taxonomy

description: After searching on Google Scholar, the papers that did not match the criteria and papers with titles irrelevant to the study were discarded, and the remaining papers moved to the next stage. In this stage, the abstracts and conclusions were reviewed to assess each paper’s relevance to the study. Papers that did not align with the research goals were excluded. The remaining papers were then read in full to confirm their final relevancy to the research goals and the topic of this thesis. The selection process was first performed by the master student and then evaluated by the supervisor to ensure reliability of the findings.<br>Using the search string mentioned above on Google Scholar results in a total of 386 search results at the time of conducting the paper selection. After eliminating irrelevant papers, a total of 14 papers were found relevant to the research questions. Although the number of papers may appear limited, the research topic is relatively new, and there is a lack of studies available on this subject. As many as seven papers were published in 2024 and six were published in 2023. This recent surge in publications underscores both the growing academic attention of the use of AI to advance cybersecurity education and the need for further research to deepen understanding in this area. The selected papers and their related data, such as title, author(s), publication source, publisher, publication year, findings, and identified themes were extracted in an Excel file which can be accessed on Figshare public repository.
DOI: 10.6084/m9.figshare.28660973.v1
title: UCM 198.12 digital model and image set

description: UCM 198.12 pterosaur pes print<i>Pteraichnus </i>isp.Lastres Formation, AsturiasKimmeridgian, Upper Jurassic
DOI: 10.6084/m9.figshare.5234698.v1
title: HENA INTERACTIONS

description: HEterogeneous Network-based data set for Alzheimer's disease (HENA) brings together Alzheimer's disease related data from well known public collections, as well as novel data sets generated by the members of AgedBrainSYSBIO consortium. It comprises 64 datasets of 6 data types originating from 9 data sources.<br>This data record contains biological interactions present in HENA data set. Downloads are available in txt and RData format.<br><br>
DOI: 10.17632/cnkd95kp65
title: OPU force analyzer

description: This dataset contains all relevant data files to fully reproduce an open-source broad sensing range force analyzer for the evaluation of mucoadhesion of drug delivery devices and a wider field of potential force sensing applications.
DOI: 10.17632/t9zgbxcfgx
title: Dataset 4U.8: Solutions files, sigma = 500, part 8 (Nam et al., Robustness and parameter geography in post-translational modification systems)

description: All proper solutions files for Paramotopy runs with \sigma = 500 on linking parameter points.
DOI: 10.4121/uuid:884958f5-b868-46e1-b3d8-a0b5d91b02c0
title: Synthetic and Empirical Capsicum Annuum Image Dataset

description: This dataset consists of per-pixel annotated synthetic (10500) and empirical images (50) of Capsicum annuum, also known as sweet or bell pepper, situated in a commercial greenhouse. Furthermore, the source models to generate the synthetic images are included. The aim of the datasets are to facilitate bootstrapping agricultural semantic segmentation computer vision models with synthetic data that fine-tune and test on empirical images.
DOI: 10.17632/p833t5f4d7
title: A sensitive sensor for discovering honokiol as an orally available STING agonist that enhances antitumor immunity

description: Excel datasheets for graphs and Uncropped immunoblotting
DOI: 10.6084/m9.figshare.19142558.v1
title: The final chromosome-scale genome assembly and annotation data

description: The final chromosome-scale genome assembly and annotation data including assembly result and cds, pep, gff data.
DOI: 10.48420/23224649.v1
title: XRD dataset for NiO/SiO2 and NiO@PdO/SiO2

description: XRD dataset for NiO/SiO2 and NiO@PdO/SiO2
DOI: 10.6084/m9.figshare.22800230.v1
title: Odonate behavior according to different urbanization levels

description: These data describe the behavior of an odonate (damselflies and dragonflies) community in different habitats with varying degree of urbanization. The data is accompanied by two files. One is related to the description of the data base and a the other has the phylogeny of the species involved.
DOI: 10.6084/m9.figshare.27994136.v1
title: Metabolomics and lipidomics of Tritrichomonas-infected mice

description: This dataset contains the raw liquid chromatography mass spectrometry data for the metabolomics and lipidomics analysis on the cecal contents of Tritrichomonas-infected mice. This dataset also contains the MSn data for Tritrichomonas lysate.
DOI: 10.6084/m9.figshare.28877273.v3
title: Precipitation modulates the responses of plant-insect herbivore interactions to grazing exclusions across large spatial scales

description: dataset and code for "Precipitation modulates the responses of plant-insect herbivore interactions to grazing exclusions across large spatial scales"
DOI: 10.6084/m9.figshare.29019611.v1
title: Apples and Mandarins

description: Supporting Data, Syntactical Types, Idioms and Vignette
DOI: 10.6084/m9.figshare.3792972.v1
title: Redefining the invertebrate RNA virosphere

description: Virus genome sequences (fasta), alignment (fasta), and phylogenetic trees (newick)
DOI: 10.15482/usda.adc/1482548
title: Data from: Quality controlled research weather data – USDA-ARS, Bushland, Texas

description: The dataset contains 15-minute mean weather data from the USDA-ARS Conservation and Production Laboratory (CPRL), Soil and Water Management Research Unit (SWMRU) research weather station, Bushland, Texas (Lat. 35.186714°, Long. -102.094189°, elevation 1170 m above MSL) for all days in 2016. The data are from sensors deployed at standard heights over grass that is irrigated and mowed during the growing season to reference evapotranspiration standards. Sensors are duplicated at each height, and data from a duplicate sensor may be used to fill gaps in data from the primary sensor using appropriate regression relationships. Gap filling may also be accomplished using sensors deployed at one of the four large weighing lysimeters immediately west of the weather station. The primary paper describes details of the sensors used and methods of testing, calibration and use. The weather data include air temperature (C) and relative humidity (%), wind speed (m/s), solar irradiance (W m-2) and precipitation. Because the large (3 m by 3 m surface area) weighing lysimeters are better rain gages than are tipping bucket gages, the 15-minute precipitation data are derived for each lysimeter from changes in lysimeter mass. The land slope is &lt;1% and flat. The mean annual precipitation is ~470 mm, the 20-year pan evaporation record indicates ~2,600 mm Class A pan evaporation per year, and winds are typically from the South and Southwest. The climate is semi-arid with ~70% (350 mm) of the annual precipitation occurring from May to September, during which period the pan evaporation averages ~1520 mm.
DOI: 10.17632/jxkcm7s638
title: mental health and social media

description: This data reseach for study of the digital behavior on social media and how is affecting mental health
DOI: 10.17632/yfvpxy495p
title: Indian Tourist destination

description: The data collection involved sourcing high-quality images from diverse sources such as tourism websites, social media sites, flicker, photographers, and archives. Each image was meticulously annotated and categorized into five classes: beaches, gardens, hill stations, national parks, and temples. We collected Total 5000 images , 1000 images from each category.
DOI: 10.25413/sun.28869206.v1
title: Pharmaceutical cost dynamics for the treatment of rifampicin-resistant tuberculosis in children and adolescents in South Africa, India, and the Philippines

description: Rifampicin-resistant (RR) tuberculosis (TB) in children is a major global health concern but is often neglected in economics research. Accurate cost estimations across the spectrum of paediatric RR-TB treatment regimens are critical inputs for prioritisation and budgeting decisions, and an existing knowledge gap at local and international levels. This normative cost analysis was nested in a Phase I/II pharmacokinetics, safety, tolerability, and acceptability trial of TB medications in children in South Africa, the Philippines and India. It assessed the pharmaceutical costs of 36 childhood RR-TB regimens using combinations from 16 different medicines in 34 oral formulations (adult and child-friendly) in 11 weight bands in children &lt;15 years of age. The analysis used local and Global Drug Facility pricing, and local and international guideline recommendations, including adaptions of BPaL and BPaLM regimens in adults. Costs varied significantly between regimen length, age/weight banding, severity of disease, presence of fluroquinolone resistance, and different country guideline recommendations. WHO recommended regimen costs ranged 12-fold: from US$232 per course (short regimen in non-severe disease) to US$2,761 (long regimen in severe, fluroquinolone-resistant disease). Regimen treating fluoroquinolone-resistant infection cost US$1,090 more than comparable WHO-recommended regimen. Providing child-friendly medicine formulations in &lt;5-year-olds across all WHO-recommended regimens is expected to cost an additional $380 (range $212-$563) per child but is expected to have wider benefits including palatability, acceptability, adherence, tolerability, and dose accuracy. There were substantial differences in regimen affordability between countries when adjusted for purchasing power and domestic spending on health. Appropriate, effective, and affordable treatment options are an important component of the fight against childhood RR-TB. A comprehensive understanding of the cost and affordability dynamics of treatment options will enable national TB programs and global collaborations to make the best use of limited healthcare resources for the care of children with RR-TB.
DOI: 10.6084/m9.figshare.11282294.v1
title: Supplementary Material for: Comparison of a Novel Homogeneous Cyclic Amp Assay and a Luciferase Assay for Measuring Stimulating Thyrotropin-Receptor Autoantibodies

description: <b><i>Objective:</i></b> Stimulating thyrotropin-receptor antibodies (TSAb) cause Graves’ disease (GD). We tested a novel homogeneous fluorescent 3′,5′ cyclic adenine monophosphate (cAMP) assay for the detection of TSAb in a bioassay. <b><i>Methods:</i></b> Chinese hamster ovary (CHO) cell lines expressing either a chimeric (MC4) or wild-type (WT) TSH-R were incubated with the adenyl cyclase activator forskolin, a human TSAb monoclonal antibody (M22), and with sera from GD patients. Intracellular cAMP levels were measured using a Bridge-It® cAMP assay, and the results were compared with a luciferase-based bioassay. <b><i>Results:</i></b> Both cell lines were stimulated with forskolin concentrations (0.006–200 µM) in a dose-dependent manner. The linear range in the MC4 and WT cells was 0.8–25 and 3.1–50 µM, respectively. Levels of cAMP and luciferase in forskolin-treated MC4 and WT cells were positively correlated (<i>r</i> = 0.91 and 0.84, both <i>p</i> &lt; 0.001). The 50% maximum stimulatory concentration of forskolin was more than 16-fold higher for the CHO-WT cells than the CHO-MC4 cells in the cAMP assay and 4-fold higher in the luciferase assay. Incubation of both cell lines with M22 (0.006–50 ng/mL) resulted in a dose-dependent increase in cAMP levels with linear ranges for the MC4 and WT cells of 0.8–12.5 and 0.2–3.125 ng/mL, respectively. Comparison of cAMP and luciferase levels in M22-treated MC4 and WT cells also showed a positive correlation (<i>r</i> = 0.88, <i>p</i> &lt; 0.001 and 0.75, <i>p</i> = 0.002). A positive correlation was also noted when using patient samples (<i>r</i> = 0.96, <i>p</i> &lt; 0.001) that were all TSH-R-Ab binding assay positive. <b><i>Conclusion:</i></b> The novel, rapid, simple-to-perform cAMP assay provides TSAb-mediated stimulatory results comparable to a luciferase-based bioassay.
DOI: 10.6084/m9.figshare.12186426.v1
title: Additional file 2 of A modular cloning toolkit for genome editing in plants

description: Additional file 2: Table S5. A list of GG constructs created during this study.
DOI: 10.17632/vkvz7jvj8d
title: Dataset of Human Resources for Health in Indonesia

description: This dataset presents the distribution of healthcare personnel across Indonesian provinces as of March 13, 2025, alongside life expectancy (UHH) data. It includes three variables: province names, the density of healthcare workers (presumably per 100,000 population), and life expectancy. Life expectancy serves as a key health outcome indicator, and the data may reveal potential correlations between workforce distribution and population health. This enables evidence-based assessments of healthcare access and outcomes across regions. The dataset supports further analysis on equity and can be accessed at This dataset presents the distribution of healthcare personnel across Indonesian provinces as of March 13, 2025, alongside life expectancy (UHH) data. It includes three variables: province names, the density of healthcare workers (presumably per 100,000 population), and life expectancy expressed in months. The dataset highlights regional disparities in health workforce availability, with provinces like Aceh and Bali exhibiting higher densities compared to others such as Banten. Life expectancy serves as a key health outcome indicator, and the data may reveal potential correlations between workforce distribution and population health. This enables evidence-based assessments of healthcare access and outcomes across regions. The dataset supports further analysis on various purposes. We compile the data of HRH from https://sisdmk.kemkes.go.id/ and the data of life expectancy from https://www.bps.go.id/id/statistics-table/2/MjI3MyMy/angka-harapan-hidup--ahh--menurut-provinsi-dan-jenis-kelamin--menggunakan-uhh-hasilsp2020lf-.html
DOI: 10.6084/m9.figshare.12420839.v1
title: Underlying data for figures – Part 2: high fat diet (HFD).

description: Data supporting “The KCNJ11-E23K gene variant reduces glucose tolerance and accelerates diet-induced diabetes progression in mice by impairing glucose-induced insulin secretion”.<br>Underlying data for figures – Part 2: high fat diet (HFD).<br>Figure 5 - Data on the body weight gain on a HFD of female and male mice carrying two risk alleles (KK) or none (EE), from 3 to 23 weeks of age. At 8 weeks of age animals were switched from a standard to a HFD.<br>Supp. Figure 4 - Data on the fed blood glucose concentration of female and male mice carrying two risk alleles (KK) or none (EE), from 7 to 17 weeks of age (HFD from week 8).<br>Supp. Figures 5,6 and 7 – File 1: Glucose data on the IPGTT of female and male mice carrying two risk alleles (KK) or none (EE), at 12 weeks of age, after 4 weeks on a HFD. File 2: Data on the plasma insulin concentrations measured during the IPGTT. Mouse numbering is consistent between file 1 and 2.<br>Figure 6A - Glucose data on the IPITT of female and male mice carrying two risk alleles (KK) or none (EE), on a HFD at 16 weeks of age.<br>Figures 6B,6C & 6D and supplemental figures 8 & 9 – File 1: Glucose data on the IPGTT of female and male mice carrying two risk alleles (KK) or none (EE), at 26 weeks of age, after 18 weeks on a HFD. File 2: Data on the plasma insulin concentrations measured during the IPGTT. Mouse numbering is consistent between file 1 and 2.<br>Figure 7 - Data on haemoglobin glycation of female and male mice carrying two risk alleles (KK) or none (EE), at 28 weeks of age (HFD from week 8).<br>Figure 8 - Data on glucose stimulated insulin secretion per islet (file 1), on the islet insulin content (file 2) and on glucose/sulfonylurea-stimulated insulin secretion, normalized to insulin content (file 3). Pancreatic islets were isolated from female and male mice, carrying two risk alleles (KK) or none (EE), at 23 weeks of age (HFD from week 8).<br><br>
DOI: 10.6084/m9.figshare.14535309.v1
title: Majumdar et al Raw Data

description: Majumdar et al Raw Data
DOI: 10.6084/m9.figshare.14675367.v1
title: Sitobion avenae genome sequence (primary)

description: An assembly of the <i>Sitobion avenae</i> (SA3 clone) genome from PacBio HiFi data. Primary assembly generated using hifiasm assembler<sup>1</sup>.<br><sup>1</sup>Cheng, H., Concepcion, G.T., Feng, X., Zhang, H. and Li, H., 2021. Haplotype-resolved de novo assembly using phased assembly graphs with hifiasm. <i>Nature Methods</i>, <i>18</i>(2), pp.170-175.