cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.1600986.v2
title: Phytoplankton macromolecular composition and cell size

description: A database of phytoplankton macromolecular composition (protein, lipid, and carbohydrate) combined with measures of cell size (volume, C content, dry weight) with taxonomic information. References for each observation are included in the table. <br>See Finkel <i>et al</i> (2016) Size-scaling of macromolecules and chemical energy content in the eukaryotic microalgae. <i>J Plank. Res. </i>doi: 10.1093/plankt/fbw057 for analyses of this data.
DOI: 10.6084/m9.figshare.23498535.v1
title: Table 5

description: 5H Parameter Comparison Between Experimental Groups
DOI: 10.6084/m9.figshare.28164233.v1
title: Inhibition of piR48444 promotes osteogenesis via METTL7A-mediated BMP2 mRNA m6A 1 methylation

description: Non-coding RNAs, including piwi-interacting RNAs (piRNAs), regulate the osteogenic 33 differentiation of bone marrow-derived MSCs (BMSCs). However, the role and mechanism of 34 piRNAs in the osteogenic differentiation of stem cells from human exfoliated deciduous teeth 35 (SHED) are unknown. Here, the piRNA/mRNA-seq revealed that piR48444 downregulation is 36 critically related to the upregulated osteogenic genes METTL7A, BMP2, and FOXO1 in SHED. 37 PiR48444 overexpression inhibited, and piR48444 knockdown promoted osteogenesis by targeting 38 METTL7A to regulate BMP2 mRNA m6A methylation, increasing BMP2 mRNA stability and 39 translation. Furthermore, METTL7A-eIF4E complex binds with BMP2 mRNA, further facilitating 40 the translation. BMP2 promoted FOXO1 expression, which induced the expression of ALP and 41 RUNX2. Moreover, piR48444 knockdown increased the osteogenic differentiation of MSCs from 42 various sources via the METTL7A/BMP2 axis. The treatment with piR48444 antagomir protected 43 bone loss in lipopolysaccharide-treated and aging mice. In conclusion, piR48444 inhibits 44 osteogenic differentiation of MSCs via METTL7A-mediated regulation of BMP2 mRNA m6A 45 methylation, suggesting bioengineering of piR48444 inhibitors to promote MSCs-based bone 46 regeneration.
DOI: 10.6084/m9.figshare.7286270.v4
title: AR25_AZFP_Integrated-sv-products

description: A two week deployment at the ADEON location Virginia Inter-Canyon (VAC) therefore you will see the dates within the file headings for close of November and start of December 2017.<br>This fileset contains a readme file.
DOI: 10.60893/figshare.ajp.28518299.v1
title: Supplementary Material

description: This is the supplementary material file that was created by the editor extracting sections from the initial manuscript.
DOI: 10.17632/bzymkz6y24
title: Data for: Green Product as a Means of Expressing Green Behaviour: A Cross-Cultural Empirical Evidence from Malaysia and Nigeria
DOI: 10.6084/m9.figshare.23522064.v2
title: Obstetrics CPG Full Data Set

description: The following is a data set with the complete framework of obstetric guideline data.
DOI: 10.6084/m9.figshare.5120614.v1
title: Supplementary Material for: Differential FGF Ligands and FGF Receptors Expression Pattern in Frontal and Parietal Calvarial Bones

description: The mammalian skull vault consists mainly of 5 flat bones, the paired frontals and parietals, and the unpaired interparietal. All of these bones are formed by intramembranous ossification within a layer of mesenchyme, the skeletogenic membrane, located between the dermal mesenchyme and the meninges surrounding the brain. While the frontal bones are of neural crest in origin, the parietal bones arise from mesoderm. The present study is a characterization of frontal and parietal bones at their molecular level, aiming to highlight distinct differences between the neural crest-derived frontal and mesodermal-derived parietal bone. We performed a detailed comparative gene expression profile of FGF ligands and their receptors known to play crucial role in skeletogenesis. This analysis revealed that a differential expression pattern of the major FGF osteogenic molecules and their receptors exists between the neural crest-derived frontal bone and the paraxial mesoderm-derived parietal bone. Particularly, the expression of ligands such as <i>Fgf-2, Fgf-9</i> and <i>Fgf-18</i> was upregulated in frontal bone on embryonic day 17.5, postnatal day 1 and postnatal day 60 mice. Frontal bone also elaborated higher levels of <i>Fgf receptor 1, 2</i> and <i>3</i> transcripts versus parietal bone. Taken together, these data suggest that the frontal bone is a domain with higher FGF-signaling competence than parietal bone.
DOI: 10.17632/rfvp834wzp
title: Rent Regulation and Youth Poverty in Southern Europe

description: This sdata wasuse to examine the impact of rent regulation on youth poverty in Spain, Italy, and Portugal between 2010 and 2024.
DOI: 10.6084/m9.figshare.25013855.v1
title: Legends of all labels in the database

description: This table lists all the abbreviations used in the database about cultures, types of plant records, and the teams of researchers who made the analyses.
DOI: 10.6084/m9.figshare.28730333.v1
title: Data for manuscript to JGR-P in 2025-04

description: Data for the manuscript " The Radiative Effect of Dust on the Convective Boundary Layer of Mars" , submitted to JGR-P in April 2025.
DOI: 10.17632/2h62x9xzyd
title: Bone fracture dataset

description: This dataset is prepared for bone fracture classification for tibia and fibula bones. The data format is PNG, which actually proved by medical experts from the University of Gondar, Ethiopia, and some was taken from an online repository.
This dataset is intended for classifying bone fractures in the tibia and fibula bones. 
This dataset is prepared for bone fracture classification for tibia and fibula bones. The data format is PNG, which actually proved by medical experts from the University of Gondar, Ethiopia, and some was taken from an online repository.
 The goal is to develop a machine learning model that can accurately classify and localize bone fractures from the provided images. This dataset will serve as a valuable resource for training and testing such models, ultimately contributing to the improvement of fracture diagnosis and treatment
DOI: 10.17632/62rp4p75cr
title: Data sets for Evolution of Wolbachia male-killing mechanism within a host species

description: The datasets are associated with the article 'Evolution of Wolbachia male-killing mechanism within a host species' by Arai et al. (2025) Current Biology.
More detailed descriptions can be found in Overall.descriptions.of.files.txt.
DOI: 10.17632/xpxs3fkdzz
title: Spondias tuberosa raw SNPs markers

description: Sampling locations of umbu trees (Spondias tuberosa), from seven locations distributed in the states of Minas Gerais (MG), Bahia (BA), Paraíba (PB) and Pernambuco (PE), in the Caatinga biome. The samples were sequenced using genotyping-by-sequencing (GBS). The genomic library was prepared following the protocol described by Poland et al. (2012). The library was then qualitatively evaluated using the BioAnalyzer system (Agilent Technologies) and quantified using the NEBNext® Library Quant Kit for Illumina (New England Biolabs) on the CFX 384 Touch Real Time PCR Detection System (Bio-Rad Laboratories). Subsequently, the library was sequenced in a flowcell using a sequencer on the HiSeq2500 Illumina platform, with the company EcoMol, at the Genomics Center of ESALQ/USP. The data contain the neutral loci and the outliers loci.
DOI: 10.6084/m9.figshare.26251298.v1
title: Gold standards

description: Gold standards used in the paper
DOI: 10.6084/m9.figshare.28784360.v1
title: The Original Japanese Excerpts and Their Translation

description: The concept of roles of Language/Learning Advisors (LAs) at Self-Access Learning Center (SALC) is often elusive. While some literature distinguishes LAs from Language Teachers (LTs), others argue that LAs fulfill multiple roles, including those of advisor, teacher, and coach despite the title “advisor.” Although there have been discussions about LA’s roles from their perspectives, advisees’ viewpoints remain largely unexplored. Therefore, this study investigates the roles of LAs from both LAs’ and advisees’ perspectives. Utilizing Thompson’s Coaching Impact Model, which conceptualizes advising, teaching, mentoring, and coaching as a spectrum of shifting roles, this study examines how both LAs and their advisees perceive these roles. In the context of a Japanese university, semi-structured interviews were conducted with two LAs and four advisees to delve into their perceptions of LA roles. The findings revealed that advisees’ views of their LAs’ roles evolved as they became more autonomous in their learning. These findings suggest that LAs’ roles should not be confined to a single role. Instead, LAs could adapt their approach, shifting between the roles of advisor, teacher, mentor, and coach, depending on the advisee's autonomy level.
DOI: 10.6084/m9.figshare.3603768.v1
title: Toxicity of microplastic particles and adsorbed fluoranthene to epibenthic copepods

description: This study focuses on the chronic uptake of polyethylene microplastics in the gut of the epibenthic copepod, <i>Amphiascus tenuiremis</i>, for a period of 32 days. Uptake is quantified during the three developmental stages, and the resulting growth, reproduction, and mortality is quantified. Polyethylene microplastics used in this study ranged between 10 and 27 microns. The same polyethylene microplastics were saturated with the polycyclic aromatic hydrocarbon, fluoranthene, and the bioavailability of fluoranthene to adult copepods was also quantified following 7 day exposures.<br>
DOI: 10.17632/9c7crxrvmf
title: An image dataset for classification of vegetable

description: The dataset contains leaf images from 6 different winter vegetable species commonly cultivated and consumed in Bangladesh. These include spinach, red amaranth, cabbage, mustard greens, lettuce, radish leaves. Total image number is 606.
DOI: 10.6084/m9.figshare.19621311.v2
title: Seasonal M2 internal tides from the Luzon Strait

description: Seasonal M2 internal tides from the Luzon Strait obtained using seasonally-subsetted 25 years of satellite altimetry data from 1993 to 2017.
DOI: 10.6084/m9.figshare.21523533.v1
title: Dataset on the metabolic changes in the heart of T1D mice and high glucose-treated H9c2 myocardial cells

description: <strong>Abstract</strong> In this dataset, the metabolic profiles of the T1D mouse heart and high glucose-treated H9c2 myocardial cells were analyzed by using an NMR-based metabolomics method. The detailed information regarding the development of T1D mouse model, cell culture and treatment, sample collection and metabolomics analysis were presented in the file named “Protocols for Metabolomics”. <br> <strong>Acknowledgements</strong> This work was supported by the National Natural Science Foundation of China (Nos. 21974096, 22074106，82000384). We would also like to acknowledge the Scientific Research Center and the Laboratory Animal Center of Wenzhou Medical University for Technical Services.
DOI: 10.6084/m9.figshare.29039462.v1
title: <sup>1</sup>H NMR of compound <b>3a</b>

description: <sup>1</sup>H NMR of compound <b>3a</b> (fid file) in the following paper.<br>https://doi-org.kyoto-u.idm.oclc.org/10.1002/ejoc.202401074
DOI: 10.17632/fhbjgwtffz
title: about image processing & multifractal calculation & value and S.D. of multifractal parameters

description: Three supplementary files are included: A. Morphological processing flow of binary fracture images.docx, B. Calculation of intermediate variables by using MATLAB.docx, and C. Value and S.D. of multifractal parameters. The file A describes the image processing flow from optical fracture images to binary fracture images. The file B contains the calculation method of intermediate variables of multifractal analysis by MATLAB. The value and standard deviation of Dq, a, and f(a) of all the tested samples are summarized in the file C.
DOI: 10.6084/m9.figshare.14518602.v1
title: Paraphrase Training Data

description: Paraphrasing training data
DOI: 10.6084/m9.figshare.21259422.v1
title: Lung cancer images

description: The slides of lung cancer tissues were stained with hematoxylin-eosin (HE) in standard histopathological procedures. Formalin-fixed and paraffin-embedded tissue sections were cut into 4 µm thick slices, and were stained using a Tissue-Tek DRS 2000E-D2 Slide Stainer (Sakura Finetek Japan) according to the manufacturer’s instructions. Using the AxioVision SE64Rel.4.9.1.1 (Carl Zeiss Meditec AG, Germany) software, images were captured with an Axio Imager Z.1 (Carl Zeiss Meditec AG, Germany) microscope equipped with an EC Plan-NEOFLUOAR 20x/0.5NA lens.
DOI: 10.6084/m9.figshare.942513.v3
title: Additional supplementary data for the paper “Developmental stability of the mRNA–tRNA interface”

description: This is the intermediate data produced by the upstream RNA and ChIP sequencing pipelines, as well as meta information (gene annotations and sequence information) manually downloaded, all of which is required by the downstream analysis pipeline that is distributed with the paper. Please refer to the readme file found with the code for further information.
DOI: 10.17632/k9bwp4by3t
title: The Impact of AI on the Future of Voice Acting

description: 
The integration of Artificial Intelligence (AI) into the field of voice acting is redefining the landscape of this timeless craft. Voice acting, characterized by its blend of artistry and storytelling, is undergoing a profound transformation as AI technology permeates every facet of the industry. This research paper explores the multifaceted impact of AI on voice acting, encompassing character creation, performance recording and editing, collaboration, and remuneration structures. AI's influence on character creation is particularly noteworthy, expanding the horizons of character diversity and authenticity. AI-driven voice performances enable the portrayal of an array of characters, from robotic and extra-terrestrial beings to those hailing from diverse cultural backgrounds. The ability to craft lifelike accents and dialects with AI empowers voice actors to infuse their performances with nuanced realism. AI's integration into performance recording and editing processes streamlines workflows, automates arduous tasks, and provides real-time feedback, affording voice actors more time for artistic refinement. Collaboration within the industry is greatly enhanced, as AI-driven tools facilitate seamless interactions between actors and producers, transcending geographical boundaries and temporal constraints. AI also leaves its mark on remuneration structures, optimizing workflows and reducing production costs, leading to more competitive compensation packages for voice actors. Furthermore, AI introduces novel opportunities, such as the creation of digital libraries and virtual performances, diversifying income sources and transforming traditional models. As the influence of AI on voice acting deepens with each technological advancement, the craft is poised for a transformative future. This evolving synergy between human artistry and AI innovation not only redefines the creative possibilities within voice acting but also reinvigorates the industry's enduring relevance in the ever-evolving landscape of entertainment. Embracing this transformative era, voice actors and industry stakeholders must adapt, fostering a dynamic and prosperous future for voice acting in the digital age.
DOI: 10.17632/nd5bs6v63r
title: A comprehensive dataset on the effects of Nannochloropsis sp. inclusion diets on the growth, proximate composition, water quality, antioxidants and carotenoids concentration of guppy (Poecilia reticulata)

description: Table 1. Physical parameters of water quality
Table 2. Growth parameters, proximate & Carotenoids
Fig.1. Lipid peroxidation and hydrogen peroxide content
Fig. 2. Chemical parameters of water quality
DOI: 10.17632/v4bm965p3c
title: Late Mesozoic tectonic-magmatic evolution of the Tongbai orogen, central China: Implications for granites petrogenesis and gold mineralization

description: This database serves as the primary information source for the G-Cubed article (Late Mesozoic tectonic-magmatic evolution of the Tongbai orogen, central China: Implications for granites petrogenesis and gold mineralization, [MS# 2025GC012166]), encompassing data sources for all figures and discussions within the article, including both experimental data and the collection thereof.
DOI: 10.6084/m9.figshare.11872449.v2
title: Proteomic Supplementary Tables S1-S5

description: Proteomic Supplementary Tables S1-S5
DOI: 10.6084/m9.figshare.24072606.v4
title: Esefjorden Marine Vegetation Segmentation Dataset (EMVSD)

description: Esefjorden Marine Vegetation Segmentation Dataset (EMVSD):Comprising 17,000 meticulously labeled images, this dataset is suited for instance segmentation tasks and represents a significant leap forward for marine research in the region. The images are stored in YOLO and COCO formats, ensuring compatibility with widely recognized and adopted object detection frameworks. Our decision to make this dataset publicly accessible underscores our commitment to collaborative research and the advancement of the broader scientific community.Dataset Structure:- Images: - Organized into three subsets: `train`, `val`, and `test`, located under the `images/` directory. - Each subset contains high-resolution images optimized for object detection and segmentation tasks.<br>- Annotations: - Available in YOLO txt and COCO formats for compatibility with major object detection frameworks. - Organized into three subsets: `train`, `val`, and `test`, located under the `labels/` directory. - Additional metadata: - `counts.txt`: Summary of label distributions. - Cache files (`train.cache`, `val.cache`, `test.cache`) for efficient dataset loading.<br>- Metadata: - `classes.txt`: Definitions for all annotated classes in the dataset. - Detailed COCO-format annotations in: - `train_annotations.json` - `val_annotations.json` - `test_annotations.json`<br>- Configuration File: - `EMVSD.yaml`: Configuration file for seamless integration with machine learning libraries.<br>Example Directory Structure:EMVSD/├── images/│ ├── train/│ ├── val/│ └── test/├── labels/│ ├── train/│ ├── val/│ ├── test/│ ├── counts.txt│ ├── train.cache│ ├── val.cache│ └── test.cache├── classes.txt├── train_annotations.json├── val_annotations.json├── test_annotations.json└── EMVSD.yaml<br>
DOI: 10.6084/m9.figshare.25652958.v1
title: Supply Chain Erick Calvo only numerical data.xlsx

description: Industrial Engineering
DOI: 10.6084/m9.figshare.28398416.v1
title: Dataset used in the work "High nature value farmlands to identify crucial agroecosystems for multi-taxa conservation"

description: This dataset provides information on the identification of High Nature Value Farmland, determined by bird species richness, alongside data on the richness of other taxa (such as wild bees, amphibians, and reptiles), environmental and landscape characteristics linked to each 3x3 km grid cell within the study area. Coordinates are in EPSG:3035.The two raster files represent the spatial distribution of conservation-interest and farmland bird HNVF, with a resolution of 3x3 km grid cell (geoTIFFs are in EPSG:3035).<br>
DOI: 10.6084/m9.figshare.28904177.v1
title: Were_et_al_PC_2025

description: Source data for Were et al. (2025) Plant Cell that includes raw data, phylogenetic trees, and sequence alignments for figure preparation for Figure 2A, Figure S2A-E
DOI: 10.6084/m9.figshare.c.3599030_d1.v1
title: Additional file 2: Table S1. of Radiographic occult cerebellar germinoma presenting with progressive ataxia and cranial nerve palsy

description: Previously reported cases of cerebellar GCTs. (XLSX 10Â kb)
DOI: 10.17632/mkjprydvst
title: Polymorphisms of SCN1A -A3184G among Egyptian children with epilepsy

description: A prospective observational study was carried out in Mansoura University including 489 children to screen for  SCN1A -A3184G polymorphism among epileptic patients and to detect possible associations with predictors to antiepileptic drug therapies using real time PCR.
DOI: 10.17632/sfp7k9hzkx
title: Left-right asymmetry and attractor-like dynamics of dog’s tail wagging in dog–human interactions

description: Tail wagging plays an important role in social interactions, e.g., dogs show asymmetrical tail wagging in response to different social stimuli. However, the effects of social cues on tail wagging and the intrinsic organization of wagging behavior remain largely unknown. Here, we developed a platform using a deep-learning-based motion-tracking technique to extract and analyze the movement trajectory of a dog’s tail tip during dog-human interactions. Individual dogs exhibited unique and stable wagging characteristics. We further found that tail wagging developed asymmetry towards the right side over three days of dog-human interactions, suggesting that it is a time-sensitive indicator of social familiarity. In addition, wagging appeared to follow an attractor-like dynamic process consisting of stable states and unstable, transitional states. Together, these results revealed sophisticated characteristics and organization of a dog’s tail-wagging behavior during interactions with humans, providing a useful paradigm for studying dogs’ social behaviors and the underlying neural mechanisms.
DOI: 10.6084/m9.figshare.11394819.v1
title: GRF_F_V_PRO_left

description: This file is structured as a matrix with N rows x M columns. Each row holds the data of one subject and trial. The first column identifies each subject "SUBJECT_ID", the second column each recording session "SESSION_ID", and the third column each single trial within a recording session "TRIAL_ID".
DOI: 10.6084/m9.figshare.1300181.v1
title: Symmetry is less than meets the eye: Supplemental Information

description: This represents additional material to support the publication in Current Biology, "Symmetry is less than meets the eye" - additional figures, tables and individual data to support the main paper are presented.
DOI: 10.6084/m9.figshare.25912180.v1
title: BTS: Building Timeseries Dataset: Empowering Large-Scale Building Analytics (TRAIN ONLY)

description: The Building TimeSeries (BTS) dataset covers three buildings over a three-year period, comprising more than ten thousand timeseries data points with hundreds of unique Brick classes. Moreover, the metadata is standardized using the Brick schema. For more info, including data cards, check here: https://github.com/cruiseresearchgroup/DIEF_BTS
DOI: 10.1594/pangaea.878535
title: Underway physical oceanography and carbon dioxide measurements during L Astrolabe cruise 353L20041230

description: Cruise QC flag: D (see further details).
DOI: 10.17632/ryt4kz87g3
title: Data for: Improved Local Activation Time Annotation in Fractionated Atrial Electrograms of Atrial Mappings

description: MATLAB source code to reproduce the results in [1] by generating simulated atrial electrograms and implementing the proposed deconvolution approach to estimate local electrograms and LATs How to use it? in two steps: First simulate data by running "run_data_simulation.m". you can skip this part and use the simulated data in "data" folder to reproduce the images and results for tissue T4 in figure 2 of [1] Second run "run_transCurr_and_LAT_estimation.m" to implement deconvolution and LAT estimation, [1] B. Abdi, R. C. Hendriks, A.-J. van der Veen, and N. M. de Groot, "Improved Local Activation Time Annotation in Fractionated Atrial Electrograms Using Deconvolution", under review