cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24504121.v1
title: PMC-Patients ReCDS Benchmark

description: <pre>## PMC-Patients ReCDS Benchmark<br><br>The PMC-Patients ReCDS benchmark is presented as retrieval tasks and the data format is the same as [BEIR](https://github.com/beir-cellar/beir) benchmark. <br>To be specific, there are queries, corpus, and qrels (annotations).<br><br>### Queries<br><br>ReCDS-PAR and ReCDS-PPR tasks share the same query patient set and dataset split.<br>For each split (train, dev, and test), queries are stored a `jsonl` file that contains a list of dictionaries, each with two fields: <br>- `_id`: unique query identifier represented by patient_uid.<br>- `text`: query text represented by patient summary text.<br><br>### Corpus<br><br>Corpus is shared by different splits. For ReCDS-PAR, the corpus contains 11.7M PubMed articles, and for ReCDS-PPR, the corpus contains 155.2k reference patients from PMC-Patients. The corpus is also presented by a `jsonl` file that contains a list of dictionaries with three fields:<br>- `_id`: unique document identifier represented by PMID of the PubMed article in ReCDS-PAR, and patient_uid of the candidate patient in ReCDS-PPR.<br>- `title`: : title of the article in ReCDS-PAR, and empty string in ReCDS-PPR.<br>- `text`: abstract of the article in ReCDS-PAR, and patient summary text in ReCDS-PPR.<br><br>### Qrels<br><br>Qrels are TREC-style retrieval annotation files in `tsv` format.<br>A qrels file contains three tab-separated columns, i.e. the query identifier, corpus identifier, and score in this order. The scores (2 or 1) indicate the relevance level in ReCDS-PAR or similarity level in ReCDS-PPR.<br><br>Note that the qrels may not be the same as `relevant_articles` and `similar_patients` in `PMC-Patients.json` due to dataset split (see our manuscript for details).</pre>
DOI: 10.6084/m9.figshare.28838297.v1
title: Data from: '<b>From climate warming to accelerated cellular ageing: an experimental study in a wild passerine bird'</b>

description: Dataset used for Stier et al. 2025 bioRxiv pre-print entitled ''<b>From climate warming to accelerated cellular ageing: an experimental study in a wild passerine bird</b>'<b>Abstract</b>Climate change is increasing both the average ambient temperature and the frequency and severity of heat waves. While direct mortality induced by heat waves is increasingly reported, sub-lethal effects are also likely to impact wild populations. We hypothesized that accelerated ageing could be a cost of being exposed to higher ambient temperature, especially in early-life when thermoregulatory capacities are not fully developed. We tested this hypothesis in wild great tits (<i>Parus major</i>) by experimentally increasing nest box temperature by <i>ca.</i> 2°C during postnatal growth and measuring telomere length, a biomarker of cellular ageing predictive of survival prospects in many bird species. While increasing early-life temperature had no detectable effect on growth or survival to fledging, it accelerated telomere shortening, and although non-significantly, reduced medium-term survival from 34% to 19%. Heat-induced telomere shortening was not explained by oxidative stress, but more likely by an increase in energy demand (<i>i.e.</i> higher thyroid hormones levels, increased expression of glucocorticoid receptor, increased mitochondrial density) leading to a reduction in telomere maintenance mechanisms (<i>i.e.</i> non-significant decrease in the gene expression of telomerase and protective shelterin). Our results thus suggest that climate warming can affect rate of ageing in wild birds, with potential impact on population dynamics and persistence.The excel file contains several data sheets:Nest temperatureNestling data (body mass, size)Juvenile data (body mass, size)SurvivalThyroid hormones (THs)Oxidative stress levels (lipid peroxidation: TBARS, total glutathione)Relative telomere length (rTL) and mitochondrial DNA copy number (mtDNAcn)Gene expression of nr3c1, HSP70, HSP90, NRF2, TERF2, TERT
DOI: 10.17632/5j2dxffy7w
title: Unraveling Microporosity in Hard Carbons

description: This dataset contains the raw and processed experimental data supporting the manuscript "Unraveling Microporosity in Hard Carbons: Insights into Sustainable Sodium-Ion Battery Materials" .
The dataset includes:

SAXS data (raw intensity profiles, in ASCII format)

BET surface area measurements

Raman spectroscopy data

X-ray diffraction (XRD) data

Helium pycnometry results

Excel file used for the processing and analysis of the SAXS results

All experimental data are provided in standard formats (ASCII and Excel), allowing direct access and further analysis.
DOI: 10.17632/9j8sjhh8zz
title: Invasive Tanaididae (Tanaidacea:Crustacea)

description: Here are presented combine literature and database (OBIS, GBIF) derived data in order to : (1) reconstruct wide distribution of certain nominal species, (2) identify potentially invasive species that should be monitored
DOI: 10.6084/m9.figshare.11955798.v1
title: Data from: Active escape of prey from predator vent via the digestive tract

description: Sugiura S (2020) Active escape of prey from predator vent via the digestive tract. Current Biology (https://doi.org/10.1016/j.cub.2020.06.026)
DOI: 10.17632/3p5v7g3bgw
title: Artificial Intelligence in South Africa: Survey Data of Master’s Students

description: The dataset, titled “Artificial Intelligence in South Africa: Survey Data of Master’s Students,” comprises two sheets, namely “Uncoded data” and “Coded data.” Both sheets comprise the raw data provided by the participants. The categorical data gathered via the ranking and statement selection questions were coded to enable variance analysis, regression analysis, and correlation analysis of the data. Therefore, in addition to the raw data, the “Coded data” sheet contains the data code associated with each survey data point. The “Uncoded Data” sheet contains, amongst others, columns for Participant ID, Gender (text), and Academic Year (text). The “Coded Data” sheet mirrors these columns and includes columns with numeric codes. The subsequent section details the coding process. Each row corresponds to a single participant’s responses. As the survey was completed anonymously, unique numeric participant IDs were automatically assigned to the participants’ answers by Microsoft Forms, the survey instrument.
The dataset was organized into thematic sections to improve clarity, each corresponding to related questions. 
The combination of coded categorical variables and demographic information supports a range of statistical techniques, including reflective and formative measurement models, variance analyses, and regression analyses. This versatility allows other scholars to replicate or extend studies on AI, GenAI, and technology acceptance and usage within higher education. By serving as a baseline, this dataset can be integrated into longitudinal research. Future studies can compare these findings with cohorts from different regions or fields of study.
DOI: 10.17632/kpjrm52kbv
title: Complete 3D kinematic parameters of the temporomandibular joints

description: Complete 3D kinematics parameters of the temporo-mandibular joints using in vivo data fusion: thoroughly description of the kinematic behavior of the TMJs through a tridimensional (3D) model, gathering all the kinematic parameters contributing to the global movements of the mandible compared to the skull, as well as the local movements of the 2 condyles compared to their sockets and instantaneous helical axis analysis. In doing so, we hope to contribute to the development of researchers’ and engineers’ own models. 
We propose normalized kinematic parameters of rotations and translations, from motion analysis of 5 subjects with a healthy masticatory system performing maximum jaw opening and closing, diduction and chewing.
In preparation for further anatomical and kinematic studies, we also provide the entirety of the helical axis (HA) parameters (director cosines, the cumulative HA rotation and translation, Instantaneous HA rotation center coordinates).
DOI: 10.17632/z7djdbh43z
title: Multiple magnetic abdominal foreign bodies as a near-fatal type of home trauma requiring surgical interventions – own material from 2020-2024

description: QoL survey
DOI: 10.6084/m9.figshare.26347501.v1
title: A comprehensive dataset for digital restoration of Dunhuang murals

description: MuralDH Brief Summary The MuralDH dataset is a comprehensive collection of high-quality images for the digital restoration of Dunhuang murals. It includes over 5000 pre-processed images, curated to support research in digital art restoration, computer vision, and cultural heritage preservation. This dataset is divided into segments including damaged mural segmentation, high-resolution mural images, and images processed for super-resolution studies. The collection, designed to assist in the development and testing of digital restoration algorithms, aims to bridge traditional art with modern technology, ensuring the longevity and accessibility of these invaluable cultural treasures.Description of the Data and File Structure The dataset is structured as follows:Damaged Mural Segmentation Dataset: 1000 images annotated for specific types of damage such as cracks, flaking, and fading. Each file is named according to its specific damage type and contains annotations at the pixel level. High-Quality Mural Images: 500 images, each prepared for super-resolution processing. These are lower-resolution images that have been downscaled from the original high-resolution scans. Super-Resolution Dataset: A subset of the High-Quality Mural Images that have been further processed for super-resolution studies. Each image file is stored in PNG format, ensuring high-quality, lossless compression. Files are organized in folders corresponding to their dataset segment, and filenames follow a consistent naming convention to indicate their content and purpose.Missing data or incomplete images are marked with a specific code (e.g., NA for not available) in the accompanying metadata file. This file also provides a detailed description of each image, including its original location, the period it depicts, and any relevant historical or cultural notes.Sharing/Access Information The MuralDH dataset is hosted on Dryad but can also be accessed through the following link for direct download and further information:Data Derivation Sources This dataset was compiled from various sources, including digital archives and collaborations with cultural heritage organizations. Each image has been carefully selected and processed to meet the research needs while adhering to copyright and preservation guidelines.Code/Software The dataset comes with a set of Python scripts for basic image processing tasks, including image resizing, format conversion, and initial analysis.
DOI: 10.6084/m9.figshare.28012616.v2
title: Cabbeling and isothermal DNS experiments

description: Analysis and field snapshots used to produce figures for the manuscript Cabbeling as a catalyst and driver of turbulent mixing.
DOI: 10.6084/m9.figshare.4769638.v1
title: Hydraulic conductivity of bedding-parallel cracks in shale as a function of shear and normal stress

description: A CSV file containing all experimental conditions and tabulations of results
DOI: 10.17632/v57xjb9g99
title: JAAD-D-20-01405R4 - Evaluation of the Effect of Store-and-Forward Teledermatology on In-person Healthcare System Utilization in a Safety-Net Public Health and Hospital System

description: Supplementary data for JAAD-D-20-01405R4 - Evaluation of the Effect of Store-and-Forward Teledermatology on In-person Healthcare System Utilization in a Safety-Net Public Health and Hospital System
DOI: 10.6084/m9.figshare.10250681.v1
title: D13_MarsWRF_MSLddac3yrs_gridA.txt: MarsWRF-predicted dust devil activity along MSL's traverse over 3 Mars years, now using vertical grid A.

description: Mean DDA is the Renno et al. [1998] dust devil activity at the Curiosity Rover’s location, averaged over 90° of Ls for the given period, at the time of sol shown (LTST = local true solar time). <br><br>DDA is predicted using output from a MarsWRF simulation of the atmosphere over Gale Crater, now using vertical Grid A [see paper referenced below for details].<br><br>These data are used to produce Figure 12 in the paper “Convective vortex and dust devil predictions for Gale Crater over three Mars years and comparison with MSL-REMS observations” - JGR-Planets, 2019 - by C. E. Newman, H. Kahanpää, M. I. Richardson, G. M. Martinez, A. Vicente-Retortillo and M. Lemmon<br><br><br>
DOI: 10.6084/m9.figshare.25567776.v1
title: SW and Data for Atlantic Niño oscillation

description: The Atlantic Niño is an important source of the year-to-year variability of the tropical Atlantic, consisting in an irregular oscillation of the Sea Surface Temperature (SST) in the eastern tropical Atlantic. The physical mechanism underlying this oscillation is topic of debate. Some theories, known as dynamical, suggest that the Atlantic Niño is driven by internal wave dynamics. Other theories, termed thermodynamic, propose that the eastern tropical Atlantic SST variability is caused by thermodynamic processes associated with heat fluxes at the ocean surface and/or heat transport by oceanic currents. Here, we examine the SST variability from 1940 to 2022 and find that it can be described in terms of two spatial modes: one in the central and the other in eastern tropical Atlantic. However, focusing on the period from 1993 to 2022, these patterns behave differently. In 1993-2009 they concur in determining the eastern tropical Atlantic SST variability, while in 2010-2022 they act in opposite direction. Therefore, we use Sea Surface Height data and heat fluxes advected by oceanic currents to explore the relative contribution of wave dynamics and heat advection to the eastern tropical Atlantic SST fluctuation. We show that, between 1993 and 2010, the eastern tropical Atlantic SST variability is mainly determined by heat advected from the south by horizontal currents, while between 2010-2022 it can be explained in terms of wave dynamics. This finding suggests that the two spatial patterns determining the eastern tropical Atlantic SST variability, are two distinct physical phenomena forced by different physical mechanisms.
DOI: 10.17632/jtdfs2cbm8
title: DATASET CORPORATE SOCIAL RESPONSIBILITY ON SUSTAINABLILITY AMONG DOWNSTREAM FIRMS

description: The data represented in this paper is to determine the effect of corporate social responsibility on the sustainability on selected downstream firms in Ondo State, Nigeria. The data analyzed the significant effect of social responsibility on environmental performance and the significant effect of legal responsibility on technical performance.
DOI: 10.6084/m9.figshare.19649952.v1
title: Phylogenomics and systematics of Entomobryoidea (Collembola): marker design, phylogeny and classification

description: Matrices and trees.
DOI: 10.6084/m9.figshare.20055224.v1
title: Associations between Gilbert’s syndrome and personality characteristics

description: Abstract Objective Gilbert’s syndrome (GS) is a benign genetic disorder that is characterized by intermittent mild jaundice in which the liver doesn’t process bilirubin properly. The aim of this study was to determine whether GS patients have a different personality structure and if there are associations between properties of temperament and character and total bilirubin levels. Methods A total of 1665 young male individuals aged from 19 to 30 who were admitted for occupational examinations were included in this study. Careful patient history was taken, a detailed physical examination was conducted, and hematologic and biochemical tests and abdominal ultrasonography were performed. The Turkish version of the Temperament and Character Inventory (TCI) was administered to all participants. 81 patients diagnosed with GS and 150 randomly chosen healthy individuals (control group) were investigated with comparison and correlation analyses. Results GS patients had higher scores than healthy controls for disorderliness (NS4) (p = 0.018), sentimentality (RD1) (p = 0.042), and fatigability (HA4) (p = 0.03). Moreover, Gilbert syndrome patients scored lower than controls for empathy (C2) (p = 0.041) and transpersonal identification (ST2) (p = 0.044). Bilirubin levels were positively associated with disorderliness (NS4) (r = 0.141, p = 0.032) and fatigability (HA4) (r = 0.14, p = 0.033). Conclusions GS patients may have some different personality characteristics from healthy individuals. This study is an initial exploration of the personality structure of GS patients and the findings should be interpreted with caution. Further prospective studies are needed to identify the relationship between Gilbert disease and personality characteristics.
DOI: 10.6084/m9.figshare.28778615.v1
title: rawdata2

description: AoVps18 regulates sporulation, trap morphogenesis, and nematode predation by modulating vacuole assembly and attractant synthesis in Arthrobotrys oligospora
DOI: 10.6084/m9.figshare.6025442.v2
title: A Guide to Taking Patient History

description: Article Review about "A Guide to Taking Patient History"<br>
DOI: 10.6084/m9.figshare.27073438.v1
title: lfw-aligned-112x112

description: Used to training Face Recognition model
DOI: 10.6084/m9.figshare.28943795.v1
title: origin data.xlsx

description: Migratory Bird Survey Dataset (2018–2023)
DOI: 10.6084/m9.figshare.29091296.v1
title: CarClaims.csv

description: a data that has car claims severity and frequency by historical data, it can be used in modelling
DOI: 10.17632/v9hhs66vm3
title: LEGO secondary market price data

description: The dataset covers secondary market prices of 2,322 LEGO sets in 2015, which represent the averages of 30 most recent completed transactions on eBay, provided by brickpicker.com. There are two prices of each set depending on its condition: ‘new’ and ‘used’. We also report each set’s id, name, theme, year of release, the original primary market price, size and the number of minifigures. These data were collected from Maciorowski and Maciorowski (2015), where the original source of data is brickpicker.com, which, in turn, takes the data from eBay. Additionally, we provide monthly secondary market price data for a sub-sample of 223 sets from 8 most popular for collectors themes for the more recent period from December 2015 until April 2019. We also provide monthly price data for 2,322 sets for a shorter period, January 2018 – April 2019. These data were parsed from brickpicker.com directly and are not available there now. The data can be used for a time-series and cross-sectional analysis of LEGO returns on the secondary market. Finally, we provide LEGO chain and hedonic yearly return indices for 1987-2015, estimated in Dobrynskaya and Kishilova (2022).
DOI: 10.6084/m9.figshare.22028744.v4
title: Pterostilbene vs sitagliptin

description: These data support our research finding which showed that pterostilbene and sitagliptin supplementation improve the outcome of atherosclerosis due to their effects on the inflammatory pathways which hinder the progression of atherosclerotic plaque formation.
DOI: 10.6084/m9.figshare.27591690.v1
title: A Chromosome level assembly of pomegranate (Punica granatum L.) variety grown in arid environment.

description: Genome annotation file of a Chromosome level assembly of pomegranate (Punica granatum L.) variety grown in arid environment.
DOI: 10.6084/m9.figshare.27998150.v1
title: Functional redundancy compensates for the decline of dominant ant species

description: Data and R script supporting manuscript 'Functional redundancy compensates for the decline of dominant ant species'.
DOI: 10.6084/m9.figshare.3560193.v1
title: Appendix A. Summary of logistic regression selection analyses.

description: Summary of logistic regression selection analyses.
DOI: 10.6084/m9.figshare.9118325.v1
title: Data for repository_MRM_ 2019.xlsx

description: There are two tabs on this spreadsheet labeldes as Series 1 and Series 2 as described in manuscript Each tab contains the final tables for delta RIHP (mmHg) , %change of RoMBF and absolute RAP (mmHg) . The values are mean plus/minus SEM.
DOI: 10.17632/wcht7458hr
title: Dataset of the study "A vibration-based finite element model updating method for structural damage detection using moth swarm algorithm"

description: This dataset provides the noise-free modal parameters (natural frequencies and mode shapes), the elemental stiffness matrix, the global stiffness matrix, and the global mass matrix for both undamaged and damaged states of the numerical examples of the study "A vibration-based finite element model updating method for structural damage detection using moth swarm algorithm".
DOI: 10.6084/m9.figshare.11726631.v1
title: Probabilistic seismic hazard assessment for circular area using Excel

description: This is a Microsoft Excel spreadsheet to compute the probabilistic seismic hazard for a circular area of uniform seismicity characterised by a Gutenberg-Richter relation and using a simple ground motion prediction equation. The circular area is split into 10 annuli to integrate over the area. The hazard curve is computed as well as various associated parameters (e.g. mean disaggregated scenario).<br>It is an extension of my spreadsheet for PSHA for a point source, which is also available here.
DOI: 10.6084/m9.figshare.3027067.v1
title: Surface model of the T2 theropod dinosaur trackway (T2/16 to T2/24) at Münchehagen (Lower Cretaceous, Germany)

description: Textured photogrammetric surface model of a section of the T2 theropod dinosaur trackway, at it was in situ, based on photographs made by Oliver Wings.
DOI: 10.17632/cj7353cc9j
title: Data for: A Spectral Pedestrian-based Approach for Modal Identification

description: The database contains two MATLAB functions that allow to estimate modal properties based on: response data measured from a footbridge (accelerations, velocity, displacement), and walking forces, e.g., measured with an instrumented treadmill.
DOI: 10.17632/v66vpgwbv8
title: Replication Information for Customer Data Access and Fintech Entry: Early Evidence from Open Banking

description: Replication package and data for paper Customer Data Access and Fintech Entry: Early Evidence from Open Banking
DOI: 10.6084/m9.figshare.23292365.v1
title: Global Ozone Statistics

description: The file contains ozone concentrations and variation rates at over 4300 stations within the globe. The number of days with ozone exceeding a threshold of 65, 60, and 47 ppbv are also included. The data spans a shorter period of 2014 - 2019 and a longer period of 2000 - 2019 for fewer stations. Geographic coordinates of the stations, ozone statistics, data sources, and other relevant information are provided.