cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/b9x7xxb9sz
title: MedNorm: A Corpus and Embeddings for Cross-terminology Medical Concept Normalisation

description: MedNorm is a corpus of 27,979 textual descriptions simultaneously mapped to both MedDRA and SNOMED-CT, sourced from five publicly available datasets across biomedical and social media domains. The cross-terminology medical concept embeddings are 64-dimensional vectors for UMLS, MedDRA and SNOMED-CT concepts that are able to capture semantic similarities between concepts from different medical terminologies. For more details see paper entitled "MedNorm: A Corpus and Embeddings for Cross-terminology Medical Concept Normalisation"
DOI: 10.6084/m9.figshare.14915805.v6
title: Raw data of age, height and weight for all groups

description: Raw data of age, height and weight for all groups<br>
DOI: 10.6084/m9.figshare.14936007.v1
title: rbcL July 2021

description: Database of rbcL sequences, formatted for use with DADA2, for plant identification by DNA metabarcoding.
DOI: 10.6084/m9.figshare.21310596.v1
title: Supplementary Material for: Clinical Predictors for Early Mortality of Patients with Acute Basilar Artery Occlusion

description: <b><i>Background:</i></b> Acute ischemic stroke due to basilar artery occlusion (BAO) is associated with the highest mortality in patients with large vessel occlusion. This study aimed to identify modifiable risk factors of early mortality in patients with BAO. <b><i>Methods and Results:</i></b> This was a cohort study of consecutive patients with BAO admitted to 47 stroke centers in China between January 2014 and May 2019. The primary outcome was all-cause mortality within 7 days after hospitalization. Of 829 patients, 164 died (0–3 days: 115; 4–7 days: 49) within 7 days after hospitalization. Among pre- and periprocedural variables, higher admission National Institutes of Health Stroke Scale (NIHSS, adjusted OR, 1.06, 95% CI: 1.04–1.09; <i>p</i> &lt; 0.001), lower admission posterior circulation-Alberta Stroke Program Early Computed Tomography Score (pc-ASPECTS, adjusted OR, 0.88, 95% CI: 0.79–0.98; <i>p</i> = 0.02), lower Basilar Artery on Computed Tomography Angiography score (BATMAN, adjusted OR, 0.84, 95% CI: 0.76–0.93; <i>p</i> = 0.001), and recanalization failure (adjusted OR, 2.99, 95% CI: 2.04–4.38; <i>p</i> &lt; 0.001) were independently associated with a higher risk of early mortality. Herniation (adjusted OR, 2.84, 95% CI: 1.52–5.30; <i>p</i> = 0.001) is an independent postprocedural predictor of early mortality. In patients dying ≤3 days, higher NIHSS (<i>p</i> &lt; 0.001), lower pc-ASPECTS (<i>p</i> = 0.01), lower BATMAN (<i>p</i> = 0.004), recanalization failure (<i>p</i> &lt; 0.001), herniation (<i>p</i> = 0.001), gastrointestinal hemorrhage (<i>p</i> = 0.046), and absence of pneumonia (<i>p</i> &lt; 0.001) were independent predictors of early mortality. Higher NIHSS (<i>p</i> = 0.01), recanalization failure (<i>p</i> &lt; 0.001), and pneumonia (<i>p</i> = 0.03) were independently associated with early mortality between 4 and 7 days. <b><i>Conclusions:</i></b> Recanalization failure, herniation, gastrointestinal hemorrhage, and pneumonia are potentially modifiable risk factors for early mortality in basilar artery occlusion.
DOI: 10.6084/m9.figshare.28041101.v3
title: <b>Directional dependence of magneti</b><b>zation and coercivity in hematite ore experimentally deformed in torsion</b>

description: Rock-magnetic properties are widely used to resolve the composition, concentration, size, shape and alignment of iron oxides in rock samples. Although anisotropy of magnetic susceptibility is measured routinely, acquisition of remanent magnetization as well as hysteresis loops are usually measured in one direction only. This may lead to biased interpretation of the results. In our study, observation of strong directional dependence of remanence acquisition curves and hysteresis loops in experimentally deformed samples of hematite ore is reported. While the original undeformed hematite ore sample exhibited magnetic properties practically independent of the direction, the specimens which experienced deformation in torsion showed significant anisotropy. For example, the anisotropy of saturation magnetization reached several tens of percent. Our results suggest that experimental deformation resulted in neoformation of magnetite nanoparticles, as well as shift of the original hematite coercivity spectra towards lower values. These findings have significant impact on the remanent and induced magnetization measurement protocols and interpretation of the data. Anisotropy of these parameters should be checked at least in cases when hematite is assumed to be present in the samples, or the samples underwent creep deformation.
DOI: 10.17632/kg7rxffv4g
title: Turritellas (Turritella aspera) Collected from Various Sites in the WHA.

description: Biostratigraphic analysis of the eight sites studied, from El Mhasseur to Tildi, showed the presence of Turritella aspera at all sites except Dar Boubaker. At the eastern end, no trace of this species was detected despite extensive research.
DOI: 10.6084/m9.figshare.14069105.v1
title: Particle Shape Evolution from Rotating Drum Experiments

description: This is the data associated with the paper: "Breaking down chipping and fragmentation in sediment transport: the control of material strength". The authors have made available two datasets related to particle shape evolution and material strength. A description of both datasets is included in the README file.
DOI: 10.6084/m9.figshare.21231500.v1
title: Output files of RepeatMasker.

description: Output files of RepeatMasker. Armyworm_genome_seq_finished.fa.out shows the detailed status of all detected transposable elements (TEs) and their repetitive positions. Armyworm_genome_seq_finished.fa.cat.gz shows the sequence comparison between all TEs and genome sequences. Armyworm_genome_seq_finished.fa.masked.gz is the genome sequence in which repetitive and TE sequences are indicated in lowercase letters. See RepeatMasker for detailed explanation (https://www.repeatmasker.org/).
DOI: 10.6084/m9.figshare.28071227.v1
title: LUCAS 2009 TOPSOIL 数据集

description: 2009 年，欧盟委员会将定期土地利用/土地覆盖面积框架调查 （LUCAS） 扩展到对欧盟 （EU） 23 个成员国的表土主要特性进行采样和分析。这项表土调查代表了首次尝试基于标准采样和分析程序在欧盟建立一致的土壤覆盖空间数据库，所有土壤样本的分析都在一个实验室中进行。从主 LUCAS 网格中选择了大约 20,000 个点用于收集土壤样本。采用标准化采样程序收集约 0.5 公斤（0-20 厘米）的表土。样本被送往中心实验室进行物理和化学分析。
DOI: 10.17632/x85vfbxccf
title: First Principles Micro-kinetic Model of Catalytic Non-oxidative Dehydrogenation of Ethane over Close-packed Metallic Facets

description: Python code and raw data for the micro-kinetic model, presented in "First Principles Micro-kinetic Model of Catalytic Non-oxidative Dehydrogenation of Ethane over Close-packed Metallic Facets".
DOI: 10.6084/m9.figshare.25331881.v1
title: Aging population and green space dynamics

description: This dataset encompasses detailed spatial and temporal data capturing the dynamics of green space coverage across 26,885 communities in Southeast Asia, analyzed over a period of two decades. It includes high-resolution satellite imagery used to quantify changes in green infrastructure, alongside demographic data highlighting the aging population within these communities.
DOI: 10.6084/m9.figshare.28141520.v4
title: TableS1.xlsx

description: Supplementary data for Using speleothem <sup>87</sup>Sr/<sup>86</sup>Sr variations tracking the controls on trace element (Sr–Mg) compositions
DOI: 10.6084/m9.figshare.28573157.v1
title: Dataset for "Detecting Undesired Process Behavior by Means of Retrieval Augmented Generation"

description: This folder contains the datasets created for the paper "Detecting Undesired Process Behavior by Means of Retrieval Augmented Generation", submitted to the BPM Conference 2025.It contains the "data_courpus.pkl" created from the SAP-SAM Model Collection.Also, it contains the used training set, test set, as well as the collective dataset as filtered according to the paper.<br>Reference and legal info:The corpus and the benchmark datasets are generated using the SAP-SAM dataset:Kampik, T., Warmuth, C., Sola, D., Schäfer, B., Axworthy, L., Ivarsson, E., Ouda, K., & Eickhoff, D. (2022). SAP Signavio Academic Models (0.5.1) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.7012043<br><br>The SAP-SAM dataset is published with a specific license (see "Rights"), which, therefore, also applies to the data published in this record.
DOI: 10.6084/m9.figshare.28997690.v1
title: 第五组键盘

description: data
DOI: 10.17632/mbx7bxm4vx
title: Water Quality in Selected Districts in Uganda (I-WAQ)

description: The objective of this research was to ascertain the extent of contamination in various water sources in the selected districts, thereafter develop an IoT solution to monitor water quality. Water samples were drawn from protected springs, shallow wells, taps, and boreholes and immediately transported on ice to the laboratory for analysis.
Water samples were collected from sixteen districts from central, eastern, western and northern Uganda.
DOI: 10.25381/cput.22373482.v1
title: Contemporary challenges facing female senior managers in selected sport organisations in South Africa

description: 2018FBREC585: This data set includes twelve interviews that were coded and analysed using ATLAS.ti version 9 to obtain an in-depth understanding of the challenges that female senior managers experience in South African sport organisations. The data set contains 509 independent codes and 1185 quotations.
DOI: 10.6084/m9.figshare.19402562.v1
title: Data and Code for "A spatial interaction incorporated betweenness centrality measure"

description: This dataset includes the major code used to generate statistics and figures in 'A Spatial Interaction Incorporated Betweenness Centrality Measure', along with the data (processed) required as inputs. The code is written in python 3.6.
DOI: 10.6084/m9.figshare.6292280.v1
title: R code from Quantifying uncertainty due to fission–fusion dynamics as a component of social complexity

description: Code to perform all analyses
DOI: 10.17605/osf.io/46kyc
title: CHATGPT CORPUS OF ACADEMIC WRITING

description: ChatGPT Corpus of Academic Writing (GPT-CAW) is a corpus of academic essays compiled in 2024 using ChatGPT -3.5. It comprises 75 texts of 44,290 words. The corpus was originally designed to replicate The Varieties of English for Specific Purposes Database (VESPA) in order to assess the extent to which the AI model can replicate the intricate nature of academic writing.
DOI: 10.17632/3rgkbwnzdb
title: Pre-trained artificial neural network for prediction of long-rod penetration depth in a semi-infinite target

description: A pre-trained artificial neural network is provided for predicting the scaled penetration depth P/L of a rod penetrating into a semi-infinite target, based on the rod length-over-diameter ratio L/D, the impact velocity and the density and hardness of the target and projectile materials.

The tensorflow keras sequential network is stored as neural_network.h5 in hierarchical data format (HDF5). The script main.py demonstrates an application of the neural network. Alternatively, the notebook main.ipynb or its static version main.html may be consulted.
DOI: 10.17632/jrs4sfnwyz
title: A Dataset of Safety Concerns Narratives for Injury Prevention  from Online Reviews of Mobility-Related Products for Older Adults

description: The presented dataset contains 1,966 curated online product reviews from consumers, equally distributed between safety concerns and non-concerns, pertaining to product categories typically intended for older adults. Identified safety concerns were manually sub-coded across thirteen dimensions designed to capture relevant aspects of the consumer’s experience with the purchased product, facilitate the safety concern identification and sub-classification process, and serve as a gold-standard, balanced dataset for text classifier learning.
DOI: 10.17632/mkfyw445sk
title: Soil respiration and soil Physicochemical properties

description: Changes in the natural elevation gradient of forests lead to significant differences in environmental factors such as temperature and humidity, creating a robust framework for modeling and predicting the effects of future environmental shifts on soil respiration dynamics and the associated feedback mechanisms within forest ecosystems. As a critical component of the carbon (C) cycle, soil respiration is highly sensitive to variations in environmental factors and plays a key role in the feedback mechanisms that respond to these changes. Despite the importance of soil respiration in subtropical montane systems, the variation patterns and driving factors of its components across different elevations remain unclear. Specifically, our analysis of the significance of environmental factors affecting soil respiration components will enhance the design and interpretation of studies related to forest C dynamics in the context of global change, both in applied research and foundational studies.
Our study investigated the impact of elevation gradients on soil respiration in Pinus taiwanensis forests, a species restored in subtropical montane forests in China, and examined how each respiratory component responds to elevation-induced changes in soil environmental factors, including soil physicochemical properties and enzyme activities. Our findings revealed that the soil respiration components in Pinus taiwanensis forests displayed substantial temporal and spatial variability, primarily influenced by moisture and temperature. Moreover, moisture and temperature, along with other environmental factors, played a significant role in driving the spatial variability of soil respiration.
DOI: 10.6084/m9.figshare.11887548.v2
title: melanoma metastasis code

description: code
DOI: 10.6084/m9.figshare.24921297.v1
title: Unraveling the Impact of Dog-Friendly Spaces on Urban-Wildland Pumas and Other Wildlife

description: Independent detections (30 min) of wildlife from Bay Area Puma Project camera network (2017-2021), camera station covariates, and confirmed reports of puma sightings from bapp.org (2017-2021).If you have any questions about the code or data, email alysgranados@gmail.com.
DOI: 10.6084/m9.figshare.27376827.v1
title: stClinic dissects clinically relevant niches by integrating spatial multi-slice multi-omics data in dynamic graphs

description: We proposed a novel computational method for integrating spatial multi-slice multi-omics data to dissect clinically-related tumor ecosystems.
DOI: 10.6084/m9.figshare.28524473.v1
title: Neural Error-Resilience Dataset (NERD)

description: This dataset comprises the data and corresponding labels used for assessing model reliability of Visual-Evoked-Potential based Brain-computer Interfaces(VEP-BCI).
DOI: 10.15468/dl.mqf4hs
title: Occurrence Download

description: A dataset containing 655 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pongo abelii Lesson, 1827"
 ]
}

 The dataset includes 655 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013185-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.11822298.v1
title: NasBench301 Dataset

description: A dataset of architectures evaluated on the search space used by DARTS.
DOI: 10.6084/m9.figshare.1354056.v3
title: Reproducibility of hemodynamic simulations of cerebral aneurysms across imaging modalities 3DRA and CTA: Geometric and hemodynamic data

description: This dataset was created as part of the following study: Geers AJ, Larrabide I, Radaelli AG, Bogunovic H, Kim M, Gratama van Andel HAF, Majoie CB, VanBavel E, Frangi AF. Patient-specific computational hemodynamics of intracranial aneurysms from 3D rotational angiography and CT angiography: An in vivo reproducibility study. American Journal of Neuroradiology, 32(3):581–586, 2011. The goal of the study was to determine the reproducibility of blood flow simulations of cerebral aneurysms. Patients with a total of 10 cerebral aneurysms were imaged with both 3D rotational angiography (3DRA) and computed tomographic angiography (CTA). Each image independently was segmented to obtain a vascular model, the same boundary conditions were imposed, and a CFD simulation was obtained. The dataset contains values for geometric and hemodynamic variables that were derived from the CFD simulations. The variables are defined as follows (TA: time-averaged; PS: peak systole; ED: end diastole): * A_N: Aneurysm neck area<br>* V_A: Aneurysm volume<br>* Q_P: TA flow rate in the parent vessel just proximal to the aneurysm<br>* Q_A: TA flow rate into the aneurysm<br>* NQ_A: Q_A / Q_P<br>* WSS_P: Average TA WSS on the wall of a parent vessel segment just proximal to the aneurysm<br>* WSS_A: Average TA WSS on the aneurysm wall<br>* NWSS_A: WSS_A / WSS_P<br>* LWSS_A: Portion of the aneurysm wall with WSS &lt; 0.4 Pa at ED<br>* MWSS_A: Maximum WSS on the aneurysm wall at PS<br>* 90WSS_A: 90th percentile value of the WSS on the aneurysm wall at PS<br>* N90WSS_A: 90WSS_A normalized by the average WSS on the aneurysm wall at PS See https://github.com/ajgeers/3dracta for an analysis of the data.
DOI: 10.6084/m9.figshare.23690973.v3
title: OIR_Flat_Mount_Dataset.zip

description: Zip of OIR dataset with the following structure: ROOT -Final dataset (Data dictionary describing age of mice, experiments/doses, and OIR vs NOX for each image) -Healthsheet -Folders: -------Age_Matched_Controls<br> ------- ------- P12 NOX<br> ------- ------- P12 OIR ------- ------- P17 NOX ------- ------- P17 OIR ------- ------- P25 NOX ------- ------- P25 OIR ------- OIRSeg ------- Xin_et_al_Eylea_vs_IgG ------- ------- Aflibercept ------- ------- IgG_Control <br> Each folder contains 3 sub-folders: -Raw: raw full resolution flat-mounted image -512: Scaled raw images to 512x512 -Seg: Vessel segmentations at 512x512 resolution
DOI: 10.6084/m9.figshare.25900858.v2
title: Perfiles de Redes Sociales de Granfluencers

description: Perfiles de redes sociales (Instagram, TikTok, YouTube y Twitch) de adultos mayores de 65 años.
DOI: 10.17632/6gkpt7wx66
title: Replication kit for the paper "CEO Turnover and Director Reputation"

description: This replication kit provides pseudo data and code to replicate the exhibits in "CEO Turnover and Director Reputation" by Felix von Meyerinck, Jonas Romer, and Markus Schmid, forthcoming in the Journal of Financial Economics. Additional information and instructions are provided in the Readme file.
DOI: 10.6084/m9.figshare.13435760.v1
title: Ribeira Houses Concrete 16:05 - Hyperspectral Radiance Image

description: Hyperspectral radiance data. The zipped file contains an unaveraged hyperspectral radiance image in Matlab MAT format, size 1024 × 1344 × 33, and spectral radiance in W m<sup>−2</sup> sr<sup>−1</sup> nm<sup>−1</sup>. The image is one of a pair of images acquired at different times. The zipped file also contains a BMP colour image, rendered from the radiance image, and an information document, which includes geographic location. The separate JPG image of the scene is for illustration only. Padding artefacts may be visible at the image edges. The hyperspectral images were acquired by Sérgio Nascimento, Kinjiro Amano, and David Foster from the Minho region of Portugal in 2002 and 2003.<br>This data item is part of a collection. For details see the data item "README Hyperspectral radiance image pairs 2021" and the published article https://rdcu.be/cd15y.
DOI: 10.6084/m9.figshare.21710519.v3
title: <b>Metadata of "Evolutionary response of cold-adapted chasmophytic plants to Quaternary climatic oscillations in the Mountains of Central Asia (a world hotspot of biodiversity)". </b>Marcin Nobis, Ewelina Klichowska, Lizaveta Vintsek, Anna Wróbel, Agnieszka Nobis, Joanna Zalewska-Gałosz, Arkadiusz Nowak. Diversity and Distribution, 2023

description: The SNP dataset derived from the DArTseq pipeline in the genlight format as well as alignments from ITS and cpDNA in the fasta format.
DOI: 10.6084/m9.figshare.27176772.v5
title: Sediment deposition history and its controlling factors of the Eurasian Basin since 54 Ma, Arctic Ocean

description: The data is used as a supplymentary data for the manuscirpt "Sediment deposition history and its controlling factors of the Eurasian Basin since 54 Ma, Arctic Ocean". You can find the depth of seafloor, horizons at 20 Ma, 34 Ma, 45 Ma, and the basement of 31 seismic profiles over the Eurasia Basin. You can also find the deposition rates (54-45 Ma; 45-34 Ma. 20-34 Ma; and 0-20 Ma) along the profiles.<br>
DOI: 10.6084/m9.figshare.928558.v1
title: Creating Champions For Open Source Rare Disease Drug Discovery With An App

description: poster for World Symposim 2014
DOI: 10.17632/38rss8f2yb
title: Fracturing and healing of basaltic magmas during explosive volcanic eruptions

description: Raw measurements of fracture parameters in volcanic and experimental products. Point count measurements of intact crystals, crystal fragments, and vesicle-free area for all the 30 images of the mosaic in Extended Data Figure 1. Point count and image segmentation crystallinity for all measured images of natural and experimental products.
DOI: 10.6084/m9.figshare.16823512.v1
title: Dataset and code

description: Dataset and code for replication
DOI: 10.6084/m9.figshare.20522835.v4
title: se test

description: Sela test data
DOI: 10.6084/m9.figshare.29162030.v1
title: Supplemental_Methods_Results_Darvish.pdf

description: Mild kidney dysfunction (MKD) increases cardiovascular disease (CVD) risk. Vascular dysfunction, including vascular endothelial dysfunction and aortic stiffening, is a key antecedent to CVD, but the impact of MKD on vascular function in midlife/older (ML/O) adults is not established. Moreover, sex is a biological variable that influences vascular function, but whether sex modulates the effects of MKD on vascular function is unclear. Vascular endothelial function (brachial artery flow-mediated dilation, FMD<sub>BA</sub>) and aortic stiffness (carotid-femoral pulse wave velocity, PWV<sub>CF</sub>) were compared in 93 ML/O men and postmenopausal women with MKD (estimated glomerular filtration rate [eGFR]: 60-89mL/min/1.73m<sup>2</sup>) versus 78 ML/O adults without MKD (healthy controls; eGFR: ≥90mL/min/1.73m<sup>2</sup>) (age: 50+ years). Circulating markers of inflammation and oxidative stress were also assessed. FMD<sub>BA</sub> was lower in men with MKD (4.0±0.3%) versus healthy controls (5.7±0.7%; <i>P</i>=0.0093) and correlated with eGFR (r<sub>s</sub>=0.28, <i>P</i>=0.0017). There was no difference in FMD<sub>BA</sub> between women with MKD (4.7±0.4%) and healthy controls (4.7±0.5%; <i>P</i>=0.98) and no relation with eGFR. PWV<sub>CF</sub> was higher in men with MKD (9.4±0.2m/s) versus controls (8.4±0.3m/s; <i>P</i>=0.030) and correlated with eGFR (r=-0.34, <i>P</i>=0.0013). However, PWV<sub>CF</sub> was not different between women with MKD (9.3±0.5m/s) and controls (10.1±0.4m/s; <i>P</i>=0.099) and not related to eGFR. The observed effects of MKD on vascular function were independent of traditional CVD risk factors and medication use. There were no differences in markers of inflammation nor oxidative stress between controls and MKD. Our findings suggest that vascular dysfunction may contribute to increased CVD risk associated with MKD in ML/O men but not postmenopausal women.
DOI: 10.6084/m9.figshare.4764853.v1
title: Brain MRI Dataset MINC files (.mnc)

description: Brain MR images along with the ground truths of WM, GM and CSF regions.<br>For each case, brain masks for six 2D slices (150, 175, 200, 210, 225, 250) are also given.