cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.13619258.v1
title: Indonesian Archipelago Benthic Type Reference Sample

description: This benthic reference data is intended for use as a calibration and/or validation data for global scale remote sensing image based classification of coral reef areas. The data is in a vector shapefile format consisting of polygons labelled with one of seven coral reef benthic classes that include Microalgal Mats, Coral/Algae, Rubble, Rock, Seagrass Dense, Seagrass Sparse, Sand. <b>Please cite data as:</b> Lyons, M., Borrego-Acevedo, R., Canto, R., Harris, D., Kennedy, E., Kovacs , E., Markey, K., Murray, N., Ordonez Alvarez, A., Phinn, S., Roe, M., Roelfsema, C., Say, C., Tudman, P., Wolff, J., Yuwono, D., Bambric, B., Fox, H., Lieb, Z., Asner , G., Knapp , D., Li, J., Harris, B., Larsen, K. & Rice, K. 2021. Indonesian Archipelago Benthic Type Reference Sample. University of Queensland. DOI: https://doi.org/10.6084/m9.figshare.13619258 <b>Links to supplementary information:</b> Mapping methods overview (https://allencoralatlas.org/methods/) UQ mapping team web site (https://www.rsrc.org.au/globalreef) Detailed mapping methods description by Lyons et al. (https://doi.org/10.1002/rse2.157) Detailed classification scheme description by Kennedy et al. (https://doi.org/10.1038/s41597-021-00958-z) Detailed reference creation description workflow by Roelfsema et al. (https://doi.org/10.3389/fmars.2021.643381) <b>Funding:</b> Vulcan Inc., (https://vulcan.com) Great Barrier Reef Foundation (https://www.barrierreef.org/) <b>Acknowledgement:</b> This work was initiated and funded primarily through Paul Allen Philanthropies and Vulcan Inc. as part of the Allen Coral Atlas. We acknowledge the late Paul Allen and Ruth Gates for their fundamental vision and drive to enable us to work together on this critical reef mapping problem. Project partners providing financial, service and personnel include: Planet Inc., National Geographic, University of Queensland, Arizona State University, and University of Hawai'i. Significant support has also been provided by Google Inc., Great Barrier Reef Foundation, and Trimble (Ecognition). Contributors to establishing and running the project include: Vulcan Inc. [James Deutsch, Lauren Kickam, Paulina Gerstner, Charlie Whiton, Kirk Larsen, Sarah Frias Torres, Kyle Rice, Eldan Goldenberg, Janet Greenlee]; Planet Inc. [Andrew Zolli, Trevor McDonald, Joe Mascaro, Joe Kington]; University of Queensland [Chris Roelfsema, Stuart Phinn, Emma Kennedy, Mitch Lyons, Nicholas Murray, Doddy Yuwono, Dan Harris, Eva Kovacs, Rodney Borrego, Meredith Roe, Jeremy Wolff, Kathryn Markey, Alexandra Ordonez, Chantal Say, Paul Tudman]; Arizona State University [Greg Asner, Dave Knapp, Jiwei Li, Yaping Xu, Nick Fabina, Heather D'Angelo]; and National Geographic [Helen Fox, Brianna Bambic, Brian Free, Zoe Lieb] and Great Barrier Reef Foundation [Petra Lundgren, Kirsty Bevan, Sarah Castine]. Attributions of contributed field data or maps for the reference sample creation are available at: https://allencoralatlas.org/attribution/
DOI: 10.6084/m9.figshare.23261207.v1
title: ECOLOGICAL INFERENCE

description: Code and data, ecological inference.
DOI: 10.6084/m9.figshare.3206698.v2
title: Coordinates of TCP-seq reads, mapped to yeast mRNAs.

description: Dynamics of ribosome scanning and recycling revealed by translation complex profiling. Dataset contains alignment information of RNA-seq reads produced in TCP-seq in yeast, mapped to a reference consisting of spliced transcript sequences (SacCer2) plus up to 1000nt flanking sequence.<br><br>Description of column headers:<br>gene: The gene to whose transcript the read was mapped. read: Unique read identifier (some reads mapped more than once)<br>start: The start position of the read relative to the gene's annotated start codon ('A' in AUG set to zero; all coordinates are inclusive of the end-nucleotides in the FPs) <br>min_end: The 5'-most possible position of the RNA fragment's 3' end. In cases of an ambiguity caused by the end falling on an oligo-A tract, this will be less than max_end. <br>max_end: The 3'-most possible position of the RNA fragment's 3' end. In cases of an ambiguity caused by the end falling on an oligo-A tract, this will be greater than min_end. sample: The sample / fraction from which the library was generated.<br>
DOI: 10.17632/2f8zw2n57n
title: base de datos Influencia del gradiente social sobre la salud bucal de mujeres trabajadoras

description: El Excel contiene datos sociodemográficos de los participantes, datos relacionados con la condición oral como caries dental, enfermedad periodontal y edentulismo, a su vez contiene datos relacionados con aspectos sociales.
DOI: 10.17632/dcdy79pjcw
title: Integrative analysis

description: Integrative analysis of DNA methylation and gene expression through machine learning identifies diagnostic and prognostic biomarkers for stomach cancer
DOI: 10.17632/f9dycfvwbt
title: Autism Spectrum Disorder Detection using Facial Traits: Dual Framework DenseRes with K-Fold Cross Validation (DFDK) for Enhanced Classification Accuracy

description: This dataset is created using data from Kaggle, an open source website for data. The dataset consists of 2940 facial images of children between male and female participants, divided into two primary classes: Autistic and Non-Autistic. The dataset is organized into three folders with each folder containing the images of both classes. The data has been curated for research purposes to improve the classification accuracy of autism detection models.
DOI: 10.17632/spwdznjnk2
title: Disdrometer and WRF model output data for "Do Double-Moment Microphysics Schemes Make Reliable Predictions on the Raindrop Number Concentration?: A Squall-Line Case Study"

description: These files are the data of disdrometer observation and WRF model simulations in the study entitled "Do Double-Moment Microphysics Schemes Make Reliable Predictions on the Raindrop Number Concentration?: A Squall-Line Case Study", which is currently (December 2022) submitted to Journal of Geophysical Research: Atmospheres.
The file "rainrate_moments.nc" contains the rain rate and raindrop size distribution (RSD) moments at the disdrometer site in the disdrometer observation and seven WRF simulations.
The files "hydrometeors.nc" and "microphysics.nc" contain the hydrometeor mass mixing ratios and number concentrations and the microphysical process rates above the disdrometer site in the seven WRF simulations.
The time period of the data is 0530-0930 LST (UTC + 9 h) 8 November 2021, the analysis period of this study.
The scheme indices from 0 to 6 indicate the Thompson, Thom_aero, WDM6, Morrison, P3, P3_Nc, and ISHMAEL schemes, respectively, which are described in detail in this study.
DOI: 10.6084/m9.figshare.24212277.v1
title: S025.zip

description: Data for S025
DOI: 10.6084/m9.figshare.24607614.v2
title: Dark-sectioning

description: This is the Supplementary Data for Dark sectioning, which code can be downloaded from Github(https://github.com/Cao-ruijie/Dark-sectioning). Ruijie Cao and Prof. Peng Xi claim an Apache license for this.
DOI: 10.6084/m9.figshare.28737341.v1
title: Сплін XXI століття та романтизація психічних розладів

description: Шатілова О. Сплін XXI століття та романтизація психічних розладів. <i>Стратегічні напрямки розвитку науки: фактори впливу та взаємодії</i> : зб. наук. пр. з матеріалами VI Міжнар. наук. конф., м. Хмельницький,, 4 квіт. 2025 р. С. 210–211. URL: https://doi.org/10.6084/m9.figshare.28737341
DOI: 10.17632/7z2fjzym9s
title: Data for: Unpredictable and Competitive Cues Affect Prosocial Behaviors and Judgments

description: There are three datasets corresponding to three experiments exploring the effects of environmental cues on prosociality. The authors focused on two overarching environmental factors: unpredictability, which represents the variability of extrinsic threats, and competition, which represents the relevance of others' relative performance to one's fitness. Method: In each experiment, participants were exposed to cues of unpredictability and/or competition before assessment of spontaneous prosocial behaviors (Studies 1 and 2) or prosocial judgments in dual-choice dilemmas (Study 3). We also took into account the interaction between the two environmental factors and two moderators, namely resource availability and prosocial thinking types. Main Results: unpredictable cues generally led to lower prosocial behaviors and fewer prosocial judgments (Studies 2 & 3). In contrast, competitive cues led to lower prosocial behaviors among individuals with resource disadvantages (Study 1), and when combined with unpredictable cues (Study 2), but also led to higher prosocial behaviors among individuals with resource advantages (Study 1) and more prosocial judgments in response to rational, utilitarian dilemmas (Study 3). Taken together, these results indicated that human prosociality is affected by environmental factors in predictable ways.
DOI: 10.17632/kkrshgd8ms
title: Data for: Leveraging social media news to predict stock index movement using RNN-Boost

description: This dataset is the news used for predicting Chinese Stock Index from 1 Jan 2015 to 14 Feb 2017. The dataset is used in paper: Chen, Weiling, Chai Kiat Yeo, Chiew Tong Lau, and Bu Sung Lee. “Leveraging social media news to predict stock index movement using RNN-Boost.” submitted to Data & Knowledge Engineering. training.csv includes all the news we have collected from the official accounts of Sina Weibo for prediction of CSI. mid indicates the unique id of the Weibo and uid indicates the user id of the author. It is very easy to get the full content of the Weibo using the api provided by Sina: http://open.weibo.com/wiki/2/statuses/show
DOI: 10.6084/m9.figshare.22691167.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.
DOI: 10.17632/2ttwfmzm9n
title: Musculoskeletal disorders among dental health care professionals

description: We aimed to pool the estimates of musculoskeletal disorders (MSD) among various dental healthcare providers, including dentists, dental students, dental hygienists, and auxiliaries. A systematic search of five databases was performed (“Scopus, EMBASE, CINAHL, Web of Sciences, Dentistry and Oral Science Source”). The studies that reported the prevalence of MSD among dental healthcare workers and those written in English were selected.  Risk of bias assessment was done using a 9-item questionnaire developed by Hoy et al. Pooled estimates were calculated using meta-analysis of proportions (random effects model). 
Among the 3090 publications screened, 234 publications were included for full-text screening. Meta-analysis was performed for 89 estimates from 88 publications. Females showed significantly higher prevalence [OR=1.42 (95% CI= 1.09-1.84); I2 =66.02; N=32]. The analysis yielded a pooled estimate of 78.4% (95% CI = 74.8 – 82). The meta-regression showed similar prevalence over the years (Coefficient: 0.001; P-value: 0.762). A high prevalence of MSD was noted among dental healthcare providers, with about seven out of ten having experienced MSD in the past.
DOI: 10.17632/vzzgr62brk
title: JND-GR image dataset

description: The dataset of compressed grayscale images, with the values of subjectively determined first just noticeable difference (JND) points.
DOI: 10.6084/m9.figshare.29118539.v1
title: Testing Figshare Embargo

description: Testing
DOI: 10.6084/m9.figshare.27601035.v3
title: <b>SMRFR: </b><b>A global long-term multilayer soil moisture dataset (2000-2023)</b><b> generated using machine learning</b>

description: Accurate and continuous monitoring of soil moisture (SM) is crucial for a wide range of applications in agriculture, hydrology, and climate modelling. In this study, we present a novel machine learning (ML) based framework for generating a continuously updated, multilayer global SM dataset, and we introduced SMRFR (e.g., Soil Moisture from Random Forest Regression). Utilizing publicly available reanalysis and remote sensing data for generation, SMRFR provides daily SM estimates at five soil layers (0-5, 5-10, 10-30, 30-50 and 50-100 cm) with a fine spatial resolution of 9-km over the period 2000 to 2023. The evaluation results demonstrate SMRFR's potential to capture the spatial and temporal variability of SM. SMRFR exhibits robust performance in transferring knowledge across continents in capturing transient and seasonal SM dynamics after rainfall events, with medium ubRMSE of 0.0339 m<sup>3</sup>/m<sup>3</sup>. Our novel SM dataset offers basis and scientific reference for agricultural, hydrological, and ecological studies. Due to the whole dataset for the global scale is too big (391.59GB) to deposit at once，we uploaded the data of 2000 to figshare. The whole dataset can be accessed at https://doi.org/10.11888/Terre.tpdc.301526.
DOI: 10.6084/m9.figshare.5127349.v1
title: Supplementary Material for: Medical Prevention of Breast Cancer

description: Breast cancer is the most common cancer of women in Western Europe and North America. Effective strategies of medical prevention could reduce the burden of breast cancer mortality. The best evidence for a risk reduction exists for hormonal agents such as tamoxifen and raloxifene (22-72%) or aromatase inhibitors (50-65%). However, the severity of side effects and the lack of evidence for an improved survival compromise the risk/benefit balance. In this review the results of chemoprevention studies, including new treatment approaches, are summarized with critical discussion of their use in clinical practice.
DOI: 10.6084/m9.figshare.5548315.v1
title: Wide field SBP mosaics

description: Subbasal nerve plexus Mosaic images acquired in vivo using laser-scanning confocal microscopy of the cornea in healthy subjects and type 2 diabetes mellitus subjects of the same age. Mosaics represent wide-field images of the plexus incorporating 3D nerve path data projected onto a 2D plane.
DOI: 10.17632/y42z857vd5
title: Data set of a Norwegian energy community

description: The reported data sets deal with data for a Norwegian energy community. The data sets are described in the article "A data set of a Norwegian energy community" (2021).
In v4, values below 0.5 in sheet 'PV_raw' has been set to zero, to avoid values for PV production during night which came from measurement errors in the irradiance data.
DOI: 10.6084/m9.figshare.30643556
title: <b>Global Metagenomics Reveals Plastid Diversity and Unexplored Algal Lineages</b>

description: The plastid MAGs dataset includes concatenated protein alignments used for phylogenetic inferences, phylogenetic trees, annotations of plastid MAGs in GenBank format, and novel plastid MAGs sequences in FASTA format.
DOI: 10.6084/m9.figshare.30643556.v1
title: <b>Global Metagenomics Reveals Plastid Diversity and Unexplored Algal Lineages</b>

description: The plastid MAGs dataset includes concatenated protein alignments used for phylogenetic inferences, phylogenetic trees, annotations of plastid MAGs in GenBank format, and novel plastid MAGs sequences in FASTA format.
DOI: 10.15468/dl.f7jcyf
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-106.60056 22.94949,-104.88497 22.87955,-103.9632 22.85015,-104.04881 24.63022,-106.09387 24.66186,-106.60056 22.94949))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Salmonidae, Cyprinidae, Catostomidae, Ictaluridae, Cyprinodontidae, Centrarchidae)"
 ]
}

 The dataset includes 418 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011489-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.frnc57
title: Occurrence Download

description: A dataset containing 4922810 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-74.85 9.964,-72.528 9.964,-72.528 11.842,-74.85 11.842,-74.85 9.964))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4922810 records from 916 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011479-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18371222
title: The Membrane-Myelin Paradigm: A Unified Field Theory of Biological Quantum Processing
DOI: 10.5281/zenodo.18371221
title: The Membrane-Myelin Paradigm: A Unified Field Theory of Biological Quantum Processing
DOI: 10.15468/dl.jxfdjk
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plectrohyla ephemera"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011490-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57841/casdc.0007095
title: 全球红树林有机碳及邻近水体特征数据库
DOI: 10.6084/m9.figshare.31014964
title: Data for "Intercalated bacterial biofilms are intrinsic internal components of calcium-based kidney stones"

description: Data for "Intercalated bacterial biofilms are intrinsic internal components of calcium-based kidney stones", published in the Proceedings of the National Academy of Sciences of the United States of America in 2026 (doi: 10.1073/pnas.2517066123).Data used to generate the figures are available here. Each folder is named corresponding to a specific figure, containing raw data used to generate figure panels. Code used to generate plots is included where applicable, in the form of a Jupyter notebook, which runs the code included in its respective folder.
DOI: 10.6084/m9.figshare.31014964.v1
title: Data for "Intercalated bacterial biofilms are intrinsic internal components of calcium-based kidney stones"

description: Data for "Intercalated bacterial biofilms are intrinsic internal components of calcium-based kidney stones", published in the Proceedings of the National Academy of Sciences of the United States of America in 2026 (doi: 10.1073/pnas.2517066123).Data used to generate the figures are available here. Each folder is named corresponding to a specific figure, containing raw data used to generate figure panels. Code used to generate plots is included where applicable, in the form of a Jupyter notebook, which runs the code included in its respective folder.
DOI: 10.5517/ccdc.csd.cc28vxdg
title: CCDC 2111236: Experimental Crystal Structure Determination

description: Related Article: Mikhail S. Denisov|2026|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.q5fzfq
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Magnolia sharpii"
 ]
}

 The dataset includes 256 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011492-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.js6pbf
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-105.35777 23.19481,-104.93121 23.23468,-104.66411 23.25062,-104.66856 23.59866,-104.94411 23.58587,-105.35777 23.19481,-105.35777 23.19481))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Salmonidae, Cyprinidae, Catostomidae, Ictaluridae, Cyprinodontidae, Centrarchidae)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011494-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2ww8c
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plectrohyla siopela"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011495-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cd3kr
title: Occurrence Download

description: A dataset containing 1118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthurium sanguineum"
 ]
}

 The dataset includes 1118 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011497-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgzyxc
title: Occurrence Download

description: A dataset containing 28643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thecamoeba, Vannella, Rhizamoeba, Pelomyxa, Heleopera, Padaungiella, Hyalosphenia, Arcella, Centropyxis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28643 records from 343 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011499-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.