cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26135068.v3
title: Supporting data for Mendes et al 2025 Climb forest, climb: Diverse disperser communities are key to assist plants tracking climate change on altitudinal gradients

description: Climate change is forcing species to shift their distribution ranges. Animal seed dispersers might be particularly important in assisting plants tracking suitable climates to higher elevations. However, this role is still poorly understood due to a lack of comprehensive multi-guild datasets along elevational gradients. We compiled seed dispersal networks for the five altitudinal vegetation belts of the Tenerife Island (0 - 3,718 m a.s.l.) to explore how plant and animal species might facilitate the mutual colonisation of uphill habitats under climate change. The overall network comprised 283 interactions between 73 plant and 27 animal species, with seed dispersers offering viable pathways for plants to colonise upper vegetation belts. A pivotal role is played by a lizard (<i>Gallotia galloti</i>) as island-level hub, while four birds (<i>Turdus merula</i>, <i>Erithacus superbus</i>, <i>Corvus corax</i>,<i> Falco tinnunculus</i>) and one introduced mammal (<i>Oryctolagus cuniculus</i>) are also important connectors between belts. Eleven plant species were found to be actively dispersed to elevations beyond their current known range, with observed vertical dispersal distances largely surpassing those required to escape climate change. Alarmingly, over half of the plants arriving at higher elevations were exotic. Functionally diverse disperser communities are crucial for enabling plants tracking climate change on mountains, but exotic plants might particularly benefit from this upward lift.
DOI: 10.6084/m9.figshare.27280917.v2
title: Inhibition of Hedgehog Signaling Ameliorates Severity of Chronic Pancreatitis in Experimental Mouse Models

description: Bulk RNA sequencing of vismodegib treatment in mice model of L-arginine induced chronic pancreatitis
DOI: 10.17632/pgynfy766g
title: Aortography keypoint tracking for TAVI

description: This dataset presents a set of aortography imaging series collected during the implantation of 14 CoreValve self-expanding aortic valve bioprostheses to patients with aortic valve stenosis from 2015 to 2018. All Transcatheter Aortic Valve Implantation (TAVI) procedures were performed by the same operator at the Department of Cardiovascular Surgery within the Research Institute for Complex Issues of Cardiovascular Diseases.

We collected 35 video series of 1000×1000 pixels with an 8-bit depth (a scale from 0 to 255) during the TAVI. The final sample consisted of 3,730 grayscale images. TAVI allowed obtaining a series of anonymized images reflecting three essential steps: positioning of the catheter and delivery system; beginning of the capsule retraction and exposing the prosthesis; deployment of the prosthesis. In this dataset, we labeled up to eleven keypoints of interest per image. A brief description of the keypoints is provided below:

Anatomical landmarks:
•	Aortic annulus, a target landmark for TAVI: Aortic root 1 (AA1) and Aortic root 2 (AA2);
•	Aortic sinotubular junction, an additional landmark for the correct determination of the aortic annulus plane: Sinotubular junction 1 (STJ1) and Sinotubular junction 2 (STJ2);

Delivery system landmarks:
•	Delivery system anchors, a landmark defining the degree of prosthesis extraction: Catheter Proximal (CP);
•	Bending point of the catheter, a landmark of the sinotubular portion of the stent: Catheter Middle (CM);
•	The radiopaque capsule marker band on the upper shaft portion to the distal ring, a landmark of the outer shaft bending degree used for defining the extent of prosthesis extraction: Catheter Distal (CD);
•	Catheter tip, a landmark determining the location of the catheter and aortic annulus plane: Catheter Tip (CT);

Additional landmarks:
•	Distal part, a landmark for the valve implantation indicating an aortic annulus plane: Pigtail (PT);
•	The distal portion of a self-expanding prosthesis determines the location of the stent during implantation and its deviation from an aortic root plane: Distal part of the stent: Frame Edge 1 (FE1) and Frame Edge 2 (FE2).
DOI: 10.4121/uuid:fdcbcd5b-e161-421a-bc0e-8a33e36f4726
title: Modeling the Evolution of the Wax Lake Delta in Atchafalaya Bay, Louisiana

description: In this study, a process-based, depth-averaged Delft3D hydrodynamic and morphologic model of the Wax Lake Delta in Atchafalaya Bay, Louisiana was developed to simulate a five year period of delta development. The purpose of this modeling effort was to test the ability of process-based modeling tools to successfully simulate typical delta-building processes and the resulting morphologic and stratigraphic characteristics of the delta. Recent developments in conceptual modeling of mouth bar formation and full delta development have confirmed the capability of process-based models to simulate the processes necessary for delta growth and the resulting long-term, geologic scale morphologic and stratigraphic features. In this attempt to model the actual development of a prototype delta using similar techniques to those employed in the conceptual delta models, the applicability of physics-based modeling to delta evolution simulation will be further validated.
DOI: 10.6084/m9.figshare.13182629.v1
title: What martian meteorites reveal about the interior and surface of Mars

description: This supporting information contains the tables captions and the references included in Table S4. The four tables consists of compilation of data and include the list of currently classified of martian meteorites (as of August 2020). <b>Table S1.</b> List of martian meteorites. LREE enrichment indicated for shergottites.<b> </b><b>Table S2</b>. Number of meteorites per type for paired groups and unpaired meteorites<b> </b><b>Table S3.</b> Compilation of martian meteorite bulk rock compositions (if no data =not analyzed or below detection)<b> </b><b>Table S4.</b> Crystallization and ejection ages of martian meteorites (references in Tables S4) including techniques used for cosmic ray ejection ages (CRE).
DOI: 10.6084/m9.figshare.20321646.v1
title: Data sets - Teaching and Assessing Critical Thinking (TACT) Program

description: Compiled results of surveys of participants in 11 Teaching and Assessing Critical Thinking online courses at the Faculty of Medicine. 2012-2022 <br> <br> <br>
DOI: 10.6084/m9.figshare.28136399.v2
title: Data associated with manuscript from ecology letters

description: We used the modified Price equation to quantify how the presence of shrubs alters the richness, composition, and abundance of plant and nematode communities, and the resulting effects on ecosystem functioning (i.e., plant biomass and nematode carbon [C] metabolism) on the Qinghai-Tibet Plateau.“README.txt” file shows the analysis methods performed by all code and the conditions, data and corresponding results that need to be run for each code file.“Metadata.docx” file shows what the data are in each column and what rows represent.“.r” files show all codes required for manuscripts and supporting information.“.csv” files show all data required for manuscripts and supporting information.
DOI: 10.17632/mpcjx4bcfk
title: Sentencias Con Perspectiva de Genero Corte Suprema de Justicia de Colombia 1992 -2022

description: This research applying the methodology of dynamic analysis of sentences seeks to establish the scenarios and jurisprudential lines with a gender perspective in the jurisprudence of the Supreme Court of Justice between the years 1992 to 2022
DOI: 10.6084/m9.figshare.12052995.v1
title: Integrative Network Fusion: a multi-omics approach in molecular profiling

description: Dataset used for "Integrative Network Fusion: a multi-omics approach in molecular profiling" article.
DOI: 10.6084/m9.figshare.24503977.v1
title: BigScape_data

description: BigScape data
DOI: 10.6084/m9.figshare.5598814.v1
title: infant EEG data

description: see PLOS One publication "Electroencephalography power and coherence changes with age and motor skill development across the first half year of life" by Xiao, Shida-Tokeshi, Vanderbilt, Smith.
DOI: 10.17632/nkp5xvkv7t
title: Survey from Family Members and Caregivers of Autism Spectrum Disorder (ASD) Patients

description: [1] Purpose:
 This dataset contains survey responses from family members and caregivers of children diagnosed with autism 
 spectrum disorder (ASD). The survey was designed to understand caregivers' experiences with healthcare providers 
 in managing the medical, emotional, and holistic needs of patients with ASD. It aims to identify areas where care is 
 lacking or could be improved, focusing on communication, involvement in decision-making, mental health 
 support, and coordination between healthcare providers.

[2] Survey Scope:
 The survey covers multiple aspects of healthcare and caregiving, including:
• Overall satisfaction with care: Caregivers' general feelings about the care their child receives.
• Communication: The effectiveness and frequency of communication between caregivers and healthcare providers.
• Emotional and medical needs: The extent to which healthcare providers address both the medical and emotional 
 needs of children with ASD.
• Sensory sensitivities: How well healthcare providers consider sensory sensitivities during care.
• Decision-making: The level of involvement caregivers has in care planning and decision-making.
• Care coordination: How well healthcare providers coordinate care across various specialists and services.
• Mental health and sleep health: How effectively mental health and sleep issues are managed.
• Support tools: The use of communication tools (e.g., visual schedules, apps, sign language) to aid in care.

[3] Data Type:
 This dataset contains both qualitative and quantitative responses to the following areas:
• Timestamp: The date and time each response was submitted.
• Respondent Number: An anonymized identifier for each survey respondent.
• Survey Responses: Open-ended responses to questions about satisfaction, communication, emotional support, 
 decision-making, and care coordination. Caregivers are asked to reflect on their interactions with healthcare 
 providers across different aspects of care.

[4] Ethics and Confidentiality:
 The dataset ensures respondent anonymity. No personally identifiable information is collected, and all responses 
 are anonymized for confidentiality. Participation is voluntary, and consent was obtained from all caregivers 
 involved. Responses will be used solely for research and analysis purposes to improve care for patients with ASD.

[5] Data Access:
 The dataset is available for academic and research purposes. It may be shared with other researchers or 
 institutions focusing on improving healthcare services for patients with ASD.
DOI: 10.6084/m9.figshare.10046570.v4
title: origin

description: database
DOI: 10.6084/m9.figshare.28102907.v1
title: FMS-FineGrainedLabelInfo.rar

description: FMS 's Fine Grained Label Informantion.
DOI: 10.17632/bvv7x9rzz4
title: Procr+EC in regulating HSC and their niche

description: Peptides binding with PROCR in HUVECs (MS analysis)
DOI: 10.6084/m9.figshare.12545093.v1
title: Data supporting: A high-throughput method for measuring critical thermal limits of leaves by chlorophyll imaging fluorescence

description: Data supporting article "A high-throughput method for measuring critical thermal limits of leaves by chlorophyll imaging fluorescence". Contains measures of thermal tolerance (Tcrit from temperature-dependent basal fluorescence [T-F0]) assays of leaves of four species under different surface and ramp rate experimental conditions.
DOI: 10.6084/m9.figshare.6965753.v1
title: Prosit - Model - Fragmentation

description: Prosit fragmentation prediction model
DOI: 10.17632/pyw3749j2z
title: FTIR data

description: This is FTIR data for "Burnt Cervidae bones and sedimentary environments at Luotuodun, Jiangsu Province, China: New insights for Neolithic human behavior"
DOI: 10.6084/m9.figshare.19113488.v1
title: Data- Excel Sheet

description: The data is in excel sheet
DOI: 10.17632/dzzwvd8rjk
title: Exploring the Network Structure of Coupled Green-Grey Infrastructure to Enhance Urban Pluvial Flood Resilience: A Scenario-Based Approach Focusing on ‘Centralized’ and ‘Decentralized’ Structures

description: Urban pluvial floods pose a significant risk to cities, as they occur when rainfall exceeds the carrying capacity of the urban drainage network. Coupled green-grey infrastructure has emerged as a sustainable solution for mitigating urban pluvial floods. This study aims to explore the optimal network configuration of coupled low impact development (LID) and drainage networks to enhance flow distribution and runoff infiltration. To do so, we focused on two competing key concepts in network analysis: (1) Centralization and (2) Decentralization. We integrated a one-dimensional sewer model with a rapid flood spreading model to assess the flood reduction performance of centralized and decentralized network configurations in the Gangnam region of Seoul, South Korea. We also incorporated LID practices into our analysis. Our findings reveal that while a centralized drainage network reduced total flood volume more effectively than a decentralized network, the integration of LID practices with a decentralized network yielded comparable performance to that of the centralized network. This exploratory study underscores the potential of network analysis in hydrological research, particularly in the context of urban drainage network design. Our findings contribute to the development of optimal drainage network structures for rapid flood assessment and contingency planning, thereby enhancing urban resilience against pluvial floods.

We developed the urban drainage network for the study area, which is Seocho 2-dong, Seocho-gu, Seoul, South Korea, to examine the pluvial flood reduction according to the network structure of the urban drainage network. This dataset consists of SWMM inp files of all scenarios analyzed in this study.
DOI: 10.21942/uva.10033298.v1
title: Raw Data - Experiment 1 and Experiment 2

description: Raw data collected in Experiment 1 and Experiment 2.
DOI: 10.6084/m9.figshare.28581737.v1
title: WDU100516 EXCEL (1).xlsx

description: the paper highlights ✅ <b>Poor welfare conditions</b> were observed among working equines, including donkeys, horses, and mules, due to inadequate management practices.✅ <b>Common welfare concerns</b> included excessive workload, malnutrition, dehydration, lameness, wounds, and poor housing conditions.✅ <b>Harsh handling and traditional harnessing</b> methods contributed to physical injuries, reducing work efficiency and longevity.✅ <b>Major risk factors</b> affecting equine welfare were overloading, poor diet, lack of veterinary care, and owners’ limited awareness of proper management.
DOI: 10.6084/m9.figshare.16540122.v1
title: Raw dataset metabolites-1350856 .zip

description: In this dataset are presented the original data related to the article metabolites-1350856 (https://doi.org/10.3390/metabo11090571). Before open the data, please read the README.txt to benefit from the instructions and comments for each data file present in the ".zip".<br>
DOI: 10.6084/m9.figshare.23522805.v1
title: personality.csv

description: Personality data for Watrobska, Pasquier, Leadbeater & Portugal (2023).
DOI: 10.6084/m9.figshare.25639215.v2
title: Arctic SVS2-Crocus Ensemble Output

description: Dataset 1 (Raw_SD_SWE_BD.nc): Raw default and Arctic SVS2-Crocus ensemble output for snowpack variables snow depth, SWE and bulk density (1991-2023) for Figures 1 and 2 and Table 1 of Woolley et al.,Dataset 2 (Density_SSA_Profiles.nc): Default and Arctic SVS2-Crocus ensemble output for density and SSA for Mar 2018, Nov 2018, Jan 2019, Mar 2019, Mar 2022 and Mar 2023 winter seasons at Trail Valley Creek, NWT, Canada (for figures 4 - 7).Dataset 3 (CRPS_Scores.nc): Mean Default, Arctic and Mixed SVS2-Crocus CRPS scores for simulation of density and SSA in Mar 2018, Mar 2019, Mar 2022 and Mar 2023 (for figures 8 & 9 and supplementary figures S1 & S2).<br>
DOI: 10.6084/m9.figshare.28899239.v1
title: Fractal Fluid Space–Time Enabled Fusion: Torsion–Driven Plasma Confinement and Cosmic Phenomena

description: This document marks the public introduction of a new theoretical framework exploring fusion through novel geometric and physical principles. Further technical details, derivations, and experimental proposals will follow in a forthcoming release.
DOI: 10.6084/m9.figshare.6743354.v1
title: Susceptibility of different Drosophila melanogaster DGRP lines to three sigma viruses.

description: We infected 32 lines from the Drosophila Genetic Reference Panel (DGRP) that were susceptible for both p62 (Ref2P) and CHKov (n=11 lines), were resistant for CHKov only (n=13 lines), or were resistant for both genes (n=8 lines) with DMelSV, DAffSV and DObsSV. No lines in the panel were resistant for p62 only. We infected a mean of 18 flies per line (range = 3-22).<br><br><br>ref2p_chkov coding as follows("0_0", "0_1", "1_1") == ("Both sus", "Ref2P susceptible CHKov resistant", "Both resistant")
DOI: 10.17632/bvdbfsbcr7
title: Dataset of socio-economic features and Ekiti youths’ participation in agriculture.xlsx

description: Dataset of socio-economic features and Ekiti youths’ participation in agriculture.xlsx
Questionnaire on socio-economic features and Ekiti youths’ participation in agriculture
DOI: 10.6084/m9.figshare.153792.v1
title: Conflicting data of population trends in amphibian species in the Global Amphibian Assessment

description: 18 August 2005 Data derived from the Global Amphibian Assessment. (Stuart, S. N., J. S. Chanson, N. A. Cox, B. E. Young, A. S. L. Rodriguez, D. L. Fischman, and R. W. Waller. 2004. Status and trends of amphibian declines and extinctions worldwide. Science 306:1783-1786. DOI: 10.1126/science.1103538) Columns: Species<br>Order<br>Family<br>Red List Category<br>Red List Criteria<br>Rationale<br>Population Trend - Reported population trend<br>Population Trend Info - Additional information related to the 'Population Trend' field<br>Population Trend Evidence - Evidence given to justify the population trend given<br>Population Trend Conflict - Rows with a value of '1' have a conflict between the 'Population Trend' and the data given (for example: Acanthixalus spinosus was listed as 'Decreasing', but further information said 'This is a hard species to find, and so its abundance is unclear.') Note: Taxonomic names and classifications are as they were mid-2005. Please consult resources like the Amphibian Species of the World (research.amnh.org/vz/herpetology/amphibia/) for the current classification and history. For further information and context, see letter with DOI: 10.6084/m9.figshare.153793
DOI: 10.17632/872xk9npmz
title: MedjoolDates_Dataset

description: This dataset is entitled Medjool, which is an images dataset of different sizes and maturity levels of Medjool dates. Researchers may use this data to develop a model to automatic location, recognition, classification and visual counting of the Medjool dates on trays taking into account their visual characteristics such as shape, color, size, and texture. This dataset was collected from the first round harvest at Palmeras RQ Ranch in Mexicali, Mexico. Images acquisition was performed in natural light. Dataset comprises 2,476 annotated images. As well as 100 images with annotation for testing. The annotations are in YOLO and PascalVOC format.
DOI: 10.6084/m9.figshare.14350460.v1
title: Thermal Power Consumption of the Mars Express Spacecraft (60 minute resolution)

description: This data set contains telemetry data of the Mars Express Spacecraft (MEX), a spacecraft orbiting Mars andoperated by the European Space Agency. The data, in terms of context data and thermal power consumption measurements, capture the status of the spacecraft over four Martian years (from 22.8.2008 to 1.3.2016) sampled at 60 minute resolution.
DOI: 10.6084/m9.figshare.22149287.v1
title: Caillet_et_al_2023_eNeuro_supplementary_data.zip

description: This dataset was used in the following publication, which should be cited in works where the dataset is reused.<b>Larger and denser: an optimal design for surface grids of EMG electrodes to identify greater and more representative samples of motor units</b>Arnault H. Caillet, Simon Avrillon, Aritra Kundu, Tianyi Yu, Andrew T.M. Phillips, Luca Modenese, Dario FarinaeNeuro 1 September 2023, ENEURO.0064-23.2023; <b>DOI:</b> 10.1523/ENEURO.0064-23.2023Correspondance to d.farina@imperial.ac.ukThis supplementary material provides for the 6 subjects for the isometric contractions up to 30 %MVC and 50 %MVC investigated in the manuscript:all the raw and edited HDEMG datasets (spike trains) that involved the grids of 256 electrodes (36 cm2 grid size, 4 mm IED) reported in the manuscript (Figure 1A) (both when the 256 signals were decomposed simultaneously or by individual subsets of 64 electrodes).the synchronized recorded force measured by the load cell
DOI: 10.6084/m9.figshare.26367139.v2
title: Closing the Gap: A User Study on the Real-world Usefulness of AI-powered Vulnerability Detection & Repair in the IDE

description: Updated with camera-ready paper and artifact for evaluation.
DOI: 10.6084/m9.figshare.28000850.v2
title: SC-PREC4SA metadata

description: A file (.csv) that provides information about each station used for the development of a serially complete daily precipitation dataset for South America (SC-PREC4SA).
DOI: 10.17632/gbdrm5bmpn
title: The impact of green intellectual capital, green organizational culture, and frugal innovation on sustainable business model innovation: Dataset of Manufacturing Firms in Pakistan

description: Data was collected with the help of an online self-administered survey questionnaire from three major chambers of commerce (Lahore, Faisalabad, Rawalpindi) located in Punjab Province, Pakistan. The unit of analysis of the study is the organisation. Non-probability convenience sampling technique was employed to collect data form 345 middle and senior management employees working in medium and large size manufacturing firms.
DOI: 10.17632/hwsgvytvbn
title: Dataset for SLM for process monitoring

description: This dataset is used as supporting material for melt pool monitoring. Please read the Project Introduction first.
DOI: 10.6084/m9.figshare.17060072.v2
title: Quantum dot evaluation

description: Comparison analysis between QuantumPACK Easy Influenza A+B (QuantumPACK Easy; BioSquare, Hwasung, Korea), Sofia Influenza A+B FIA (Sofia; Quidel, CA, USA), and Allplex RP real-time RT-PCR assay (Seegene, Seoul, Korea)<br><b></b>
DOI: 10.6084/m9.figshare.27935451.v1
title: QADI

description: A text corpus for Arabic dialect identification task
DOI: 10.17632/4tkph3mxp9
title: Dataset to run examples in SmartPLS 3 (teaching and learning)

description: This zip file contains: - 3 .zip files = projects to be imported into SmartPLS 3 &gt;&gt;&gt; DLOQ-A model with 7 dimensions &gt;&gt;&gt; DLOQ-A model with second-order latent variable &gt;&gt;&gt; ECSI model (Tenenhaus et al., 2005) to exemplify direct, indirect and total effects, as well as importance-performance map and moderation with continuous variables. &gt;&gt;&gt; ECSI Model (Sanches, 2013) to exemplify MGA (multi-group analysis) - 5 files (csv, txt) with data to run 7 examples in SmartPLS 3 Note: - DLOQ-A = new dataset (ours) - ECSI-Tenenhaus et al. [model for mediation and moderation] = available at: http://www.smartpls.com &gt; Resources &gt; SmartPLS Project Examples - ECSI-Sanches [dataset for MGA] = available in the software R &gt; library(plspm) &gt; data(satisfaction)