cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28426415.v1
title: Supplementary Material for "Sequential three-way decision on Euclidean distance-based EDAS method for last-mile logistics applications"

description: As a popular approach to last-mile delivery, third-party logistics (3PL) has drawn much attention in managing supply chains. Due to the presence of multiple factors, 3PL service provider evaluation is inherently structured as a multi-criteria decision-making problem. This study contributes to the evolving literature on 3PL provider evaluation by introducing methodological improvements within the EDAS (Evaluation based on Distance from the Average Solution) method to generate more intuitive insights into decision-making. First, instead of the-metric, we introduced Euclidean-based EDAS (EDAS-E) to capture the underlying geometry of the space generated by a relatively high number of decision criteria in more comprehensive 3PL provider evaluations. Second, adopting the notion of “thinking in threes”, we developed an algorithm to implement a sequential three-way decision (3WD) that addresses ambiguity and more explainability in the evaluation process. An actual case study evaluating five 3PL service providers under 17 criteria demonstrates the efficacy of the proposed sequential 3WD-EDAS-E, aiding decision-makers to systematically distinguish between acceptable and unacceptable alternatives and those requiring further evaluation. The comparative analysis yields a high agreement between the results generated by the proposed approach and those of other multi-criteria methods. Finally, implications for the field of decision making and avenues for future research are detailed.
DOI: 10.6084/m9.figshare.26093623.v1
title: Data from collections in the Amazon region of Maranhão

description: Priority areas for conservation are largely defined based on information about biodiversity. However, the available information on species richness is heavily biased due to low sampling density, especially in hard-to-reach areas such as the Amazon region of Brazil. Here, we quantified the efforts to inventory the flora of the Maranhão Amazon, demonstrating the evolution of collection records (herbarium specimens) and recognizing the historical and contemporary figures involved in this process. Thus, we explore the hypothesis that, despite being located in a marginal area of the Amazon, the Amazon region stands out for its uniqueness and richness, but it is under-sampled in terms of research and scientific studies. We retrieved 20,181 collection records from 89 out of 108 municipalities comprising the Maranhão Amazon. The vast majority of collection records (~48%) come from São Luís Island and the municipality of Buriticupu, the former an exception in terms of sampling density when compared to other regions/municipalities possibly due to the higher number of projects and well-structured collections. In general, municipalities were under-sampled, and taxonomic groups, especially pteridophytes <i>s.lat.</i> and gymnosperms were underrepresented in the analyzed records. Angiosperms, especially legumes, represent the largest group, with collections distributed throughout the Maranhão Amazon. It is urgent to fill in the gaps identified here for the future establishment of conservation units and the recognition of Brazilian biodiversity.databda
DOI: 10.6084/m9.figshare.28382828.v1
title: Egg Counting Tool Demo Dataset

description: This dataset provides a small set of example inputs and outputs to demonstrate the functionality of the <i>Drosophila melanogaster</i> egg counting tool. It includes three backlit images of eggs laid on agarose, along with their corresponding output files:<b>Inputs:</b> The <code>inputs/</code> directory contains three raw images (<code>image_1.JPG</code>, <code>image_2.JPG</code>, <code>image_3.JPG</code>) to be analyzed by the tool.<b>Outputs:</b> The <code>outputs/</code> directory contains results for each input image, including:<b>Annotated Images (</b><code><strong>*_annotated.JPG</strong></code><b>)</b>: These images show the detected egg outlines and segmented agarose areas, along with egg counts per region.<b>Egg Count Spreadsheets (</b><code><strong>*_counts.csv</strong></code><b>)</b>: These CSV files contain numerical counts of detected eggs, segmented by the agarose regions in each image.This dataset is intended for use in the project’s README demo section, allowing users to test and visualize the tool’s capabilities.
DOI: 10.6084/m9.figshare.3846744.v2
title: Adult to Sapling Comparison in Danby Woodlot

description: <b>METADATA:</b><b>Tree Pair #:</b> the number of total trees sampled was 20, divided into 10 pairs of 1 adult tree and one sapling. All trees sampled were pairs of maple trees and no trees smaller than 0.05m were selected to participate in the study. <b>dbh: </b>(Diameter at breast height.) The diameter of 10 adult trees was measured horizontally using a transect at approximately 1.5m above ground level. An adult tree was defined as one with a diameter greater than 0.2m. <b>% Canopy Coverage:</b> The canopy coverage was estimated by looking at the relative leave coverage above compared to open space when standing directly under the adult tree in the pair. <b>Distance to Sapling:</b> The distance between the adult tree and the sapling was measured in a straight line using the transect. No pairs over a distance of 4m were selected. <b>dbh Sapling:</b> (Diameter at breast height of the sapling.) The diameter of 10 sapling trees was measured horizontally using a transect at approximately 1.5m above ground level. An sapling tree was defined as one with a diameter less than 0.2m but no trees with diameter less than 0.05m were included. <br><b>Environment: </b>The data was collected between 2:30 and 5:30pm on a sunny afternoon with no wind or cloud cover. The temperature was approximately 26 degrees Celsius. The data was collected from the Danby Woodlot on York University Keele campus while other students also surveyed similar trees. The lot consisted of maple trees as well as other non coniferous species and some ground shrubs. Canopy coverage may not be an accurate estimate as the ground was riddled with fallen leaves. <br><b>METHODS:</b>The data was collected by first seeking out a larger maple tree with a sapling within reasonable proximity. The diameter of the adult maple tree was then measured to two decimal places using a 30m transect approximately 1.5m above the ground. Next, while standing directly under the adult maple the percent canopy coverage was estimated by forming a rough 2inx3in box using our hands. Using this make shift measuring tool and looking directly up, the percent of coverage was estimated, relative to the open sky. After that, the distance from the adult maple tree to the nearest sapling was measured by placing one end of the transect at the adult tree and measuring (to two decimal places) in a straight line to the sapling. Lastly, the diameter of the sapling was also measured to two decimal places using the transect approximately 1.5m above the ground. This was repeated ten times for a total of the ten pairs. <b><br></b><b>HYPOTHESIS: </b><br>It was hypothesized that larger adult maple trees would have a greater distance to their nearest sapling and that the nearest sapling would be larger in relation because the larger adults can spread their seeds further and have existed to produce saplings longer. <br><b>PREDICTIONS: </b>1) Larger adult trees will have a greater distance to their nearest sapling.2) Larger adult trees will be paired with larger saplings. <br><br><br>
DOI: 10.6084/m9.figshare.7688351.v1
title: Supplementary data set 1 - GCMS-LCMS Data.xls

description: The following data sets regroup normalized intensities of all annotated features from GC-MS/LC-MS analysis as it has been delivered by MetaSysx GmbH<br>
DOI: 10.17632/wb98x9mgmz
title: Increasing ascorbic acid performance

description: These data contain analytical and clinical substantiation for a new patent-pending personal care technology, ACTISOLV™. In this application, ACTISOLV™ allows us to dissolve high concentrations of ascorbic acid into cosmetic formulations. While ascorbic acid formulas containing our ACTISOLV™ technology do darken as the formula ages, the ascorbic acid remain stable and clinically effective for at least 2 years (test period examined). These data include ascorbic acid assay data, color data, comparison with market samples, as well as clinical results for brightening the skin, firming the skin, and improving fine lines and wrinkles.
DOI: 10.6084/m9.figshare.25671933.v1
title: Multidimensional match performance dataset - Wyscout & Transfermarkt

description: Match performance analysis stands at the forefront of football research, offering profound insights into the dynamics of player and team behaviours. While we encourage those seeking detailed <b>event data</b> to explore the A public data set of spatio temporal match events in soccer.Our data sets allow to use original <b>event data</b> from <b>Wyscout</b>, but with our record link tables, they could incorporate information on <b>injuries </b>or <b>market values</b> from <b>Transfermarkt</b>.In this <b>Multidimensional match performance dataset</b>, we aggregated the event data at a match level by counting the total number of each event type that occured during the match.This option streamlines the initial stages of data collection and aggregation, which is particularly beneficial for those working at a higher level of analysis.The dataset contains the following fields (categorized by dimension):<br><b>Match Information(Wyscout) :</b> match_id, label, winner, coachId, side, goals_scored, goals_scored_Penalties,<br>goals_scored_HalfTime, scoreET, status, gameweek, dateutc, venue, date, referees, duration<b>Competition Information(Wyscout): </b>competition_wyId, competition_name, competition_format, competition_area, competition_type, roundId, seasonId, groupName<b>Team Information(Wyscout)</b>: teamId, teams_city, teams_name, teams_officialName, teams_area, teams_type, teamsData<b>Player Information(Wyscout):</b> player_id, shortName, firstName, middleName, lastName, weight, birthDate, height, foot,passportArea/name, passportArea/id, passportArea/alpha3code, passportArea/alpha2code,role/code2, role/code3, role/name, birthArea/name, birthArea/id, birthArea/alpha3code,birthArea/alpha2code, currentTeamId, currentNationalTeamId<b>Player Selection(Created from Wyscout):</b> selected, played, started, minutes_played, sub_in, sub_out<b>Match performances(Created from Wyscout):</b> - <b>Duels</b> : Air duel, Ground attacking duel, Ground defending duel, Ground loose ball duel<b>; </b><b>Fouls:</b><b> </b>Foul, Hand foul, Late card foul, Out of game foul, Protest, Simu-<br>lation, Time lost foul, Violent Foul; <b>Free Kicks:</b><b> </b>Corner, Free Kick, Free kick cross, Free kick shot, Goal kick,<br>Penalty, Throw in; <b>Goalkeeper leaving line; </b><b>Interruptions:</b> Ball out of the field, Whistle; <b>Offside; </b><b>Others on the ball:</b><b> </b>Acceleration, Clearance, Touch; <b>Passes:</b> Cross, Hand pass, Head pass, High pass, Launch, Simple pass,Smart pass; <b>Save attempts:</b> Reflexes, Save attempt; <b>Shots</b><b>Injury(Transfermarkt):</b> was_injured, Injury_index, Injury, Injury_from, Injury_until, Days, Games_missed<b>Market Value(Transfermarkt):</b> last_market_value_at_match_date_eur, last_market_value_at_match_date_index<br>Here are the sources of the differents datasets:Transfermarkt (Open Data)Wyscout: A public data set of spatio-temporal match events in soccer competitions<br>The scientific article explaining the data set will be available soon.
DOI: 10.6084/m9.figshare.9918773.v3
title: Dysregulation of microRNA regulatory network in Lower Extremities Arterial Disease - Supplementary File "Data Sheet2_v1.xlsx"

description: MicroRNA and gene raw reads counts resulted from RNA sequencing (Ion Torrent S5 XL platform) of PBMCs samples collected from 40 patients with LEAD (Low Extremities Arterial Diseasae) and 19 healthy volunteers (Controls).<br>This dataset is the Supplementary File "Data Sheet2_v1.xlsx" for the paper: Dysregulation of microRNA regulatory network in Lower Extremities Arterial Disease by Anna Bogucka-Kocka, Daniel P. Zalewski, Karol P. Ruszel, Andrzej Stępniewski, Dariusz Gałkowski, Jacek Bogucki, Łukasz Komsta, Przemysław Kołodziej, Tomasz Zubilewicz, Marcin Feldo and Janusz Kocki.<br>If you use this dataset, please cite this paper:<br>Bogucka-Kocka A, Zalewski DP, Ruszel KP, Stępniewski A,Gałkowski D, Bogucki J, Komsta Ł, Kołodziej P, Zubilewicz T, Feldo M and Kocki J (2019) Dysregulation of MicroRNA Regulatory Network in Lower Extremities Arterial Disease.Front. Genet. 10:1200. doi: 10.3389/fgene.2019.01200
DOI: 10.4121/uuid:c40da555-3eff-4c3c-89d6-136994a07120
title: Sand Motor gridded bathymetric and topographic survey

description: Zandmotor bathymetric and topographic survey, gridded on 20m grid Contributor: den Heijer, C. (Kees) [orcid:0000-0003-0314-2779]
DOI: 10.6084/m9.figshare.12108408.v2
title: Table 1 structures

description: Molecule structures from https://pubs.acs.org/doi/10.1021/acs.jmedchem.9b02075
DOI: 10.6084/m9.figshare.22114298.v1
title: Recall Transcripts for Event Schema Experiment

description: Transcripts of subject recalls for the experiment reported in these two publications: https://doi.org/10.1523/JNEUROSCI.0251-18.2018 https://doi.org/10.7554/eLife.70445 <br> Timestamps indicate MM:SS since the start of each of the two recall runs. Lines of the form "PROMPT: X" indicate when the name of the next story to recall was presented to the subject.
DOI: 10.6084/m9.figshare.23537670.v1
title: Paeonia ludlowii genome annotation

description: Paeonia ludlowii genome annotation dataset.
DOI: 10.6084/m9.figshare.9747638.v1
title: ALLMB database files

description: This data set contains the Newick tree ALLMB.tre v1.0 inferred by Smith & Brown (2018). Additionally provided are a tabular representation of the tree topology in CSV format, and an indexed SQLite database file.
DOI: 10.60893/figshare.jcp.28243469.v1
title: Supplimentary Figures and Tables

description: Supplimentary Material
DOI: 10.17632/kfcv24xryp
title: Openness to trade, Foreign direct investment, and economic growth in Vietnam

description: The data was collected from World Development Indicator (accessed on July 25th, 2021) for the context of Vietnam (1986-2020), including economic growth (constant 2010), FDI inflows, export, and import. 
The data was used to get the results in the manuscript. Any concerns about reproducing the results, feel free to contact the authors
DOI: 10.17632/mzm86rcxxd
title: Dataset of Human-written and Synthesized Samples of Free-Text Keystroke Dynamics to Evaluate Liveness Detection Methods

description: This dataset comprises human-written samples of free-text keystroke dynamics, in the form of sentences in natural language, together with their same-text counterparts synthesized using a variety of methods and degrees of partial knowledge of the legitimate user’s behavior. The human-written samples originate in three publicly available datasets that have been previously used in several keystroke dynamics studies, while the corresponding synthesized samples that share the same keystroke sequences have been forged using a variety of methods that were presented in Nahuel González, Enrique P. Calot, Jorge S. Ierache, Waldo Hasperué, Towards liveness detection in keystroke dynamics: Revealing synthetic forgeries, Systems and Soft Computing, Volume 4, 2022, 200037, ISSN 2772-9419, https://doi.org/10.1016/j.sasc.2022.200037.

The source datasets for human-written samples are those of Killourhy and Maxion [2], González and Calot [3], and Banerjee et al. [4]. The first one was used to determine whether composition and transcription tasks produce equivalent results when verifying the identity of the user. The second one was used to evaluate a free-text keystroke dynamics authentication method. The third one was used to find clues of deceptive intent by analyzing variations in typing patterns.

For each human-written sample of each source dataset, synthetic samples sharing the same keystroke sequence  were created with five different methods and included in the dataset here presented. The objective was to evaluate a liveness detection method that could tell apart the legitimate human from a synthetic forgery of his/her behaviour [1]. For each method, five user profiles were used to create the forgeries, representing the amount of partial knowledge of the legitimate users’ keystroke dynamics an attacker might have. These were a between-subject profile, including only samples from users other than the target were available to the attacker, and four within-subject profiles ranging in size from only 100 keystrokes to all the past samples of the legitimate user.

NOTE FOR VERSION 2: The dataset is the same as version 1, but the compression and archiving format has been changed on request of the editors of Data in Brief. The original archive for the dataset was RAR, but it was reuploaded as a ZIP file because the former is not an open access format.
DOI: 10.6084/m9.figshare.21548031.v1
title: Interview transcripts

description: Anonymised transcipts of interviews, which were recorded and transcribed manually. Personal characteristics and demographics have been removed in order to ensure anonymity.
DOI: 10.6084/m9.figshare.24456619.v1
title: Diversity Outbred mouse data and associated code for manuscript on ferroptosis in stored red blood cells

description: This project includes data and code used to generate results from the Diversity Outbred mouse population for a manuscript on ferroptosis in stored red blood cells.
DOI: 10.6084/m9.figshare.8890436.v1
title: Supplementary Material for: The Impact of Pre- and Post-Stroke Statin Use on Stroke Severity and Long-Term Outcomes: A Population-Based Cohort Study

description: <b><i>Background:</i></b> The benefit of statins on stroke incidence is well known. However, data on the relationship between pre- and post-stroke statin use, recurrence, and survival outcomes are limited. We aim to investigate the short- and long-term relationships between statin prescription, stroke recurrence, and survival in patients with first-ever ischemic stroke. <b><i>Methods:</i></b> Data were collected from the population-based South London Stroke Register for the years 1995–2015. Patients were assessed at the time of first ever stroke, 3 months, and annually thereafter. Data on vascular risk factors, treatments prescribed, sociodemographic characteristics, stroke subtype, survival, and stroke recurrence were collected. Cox proportional hazard analyses were used to assess the relationship of statin prescriptions pre- and post-stroke on stroke severity, long-term recurrence and survival. <b><i>Results:</i></b> Patients prescribed statins both pre- and post-stroke showed a 24% reduction in mortality (adjusted Hazard Ratio [aHR] 0.76, 0.60–0.97), those who were prescribed statins pre-stroke and then stopped post-stroke showed greater risk of mortality (aHR 1.85, 1.10–3.12) and stroke recurrence (aHR 3.25, 1.35–7.84) compared to those that were not prescribed statins at any time. No associations were observed between pre-stroke statin and severity of the initial stroke overall, though a protective effect against moderate/severe stroke (Glasgow Coma Scale ≤12) was observed in those aged 75+ years (aOR 0.70, 0.52–0.95). <b><i>Conclusions:</i></b> Statins play a significant role in improving the survival rates after a stroke. Adherence to the National Guidelines that promote statin treatment, primary and secondary prevention of stroke should be monitored and a focus for quality improvement programs.
DOI: 10.17632/5xx2wccn7p
title: Supplementary materials to "Security Aspects of Social Robots in Public Spaces: A Systematic Mapping Study"

description: This archive is the online supplementary material for the journal article 'Security Aspects of Social Robots in Public Spaces.'

Within this repository, you will find a comprehensive set of resources designed to support the replication of our study, further the examination of our results, and enable an in-depth exploration of our findings.

Contents of the Archive:

1. Replication Package: A collection of files and instructions necessary to reproduce the results of our study, allowing other researchers to verify our findings independently.
2. Dataset: The raw data collected and analysed during our study is presented in an accessible and well-organized format.
3. Data Extraction Checklist: A detailed guide outlining the steps and criteria used to gather data for our Systematic Mapping Study (SMS), designed to ensure transparency and reliability in our research process.
4. Primary Studies List: A complete and comprehensive list of all the primary studies consulted and analysed during this SMS.

Additional Material:
The included spreadsheet, titled 'Security Aspects Repository.xlsx,' is subdivided into four distinct sheets:

1. 'Search_Result:' Lists the results of the systematic search conducted as part of our study, along with pertinent details of each source.
2. 'Primary Studies:' Catalogs the primary studies that were integral to our analysis, complete with reference information.
3. 'Data Extraction Quotes_Summary:' Compiles key quotations and summaries extracted from the primary studies, forming the basis of our data analysis.
4. 'Component Analysis:' A detailed breakdown and analysis of the components discussed in our paper, organised for ease of reference.
Also, within this repository, you will find the Data Extraction Checklist specific to our SMS, which clearly outlines the criteria and methodology applied in the course of our research.

We invite scholars, practitioners, and interested readers to explore this archive and engage deeply with our work, and we welcome further discourse on this pivotal topic.
DOI: 10.17632/cyxcbmc5zc
title: Supplement to "Clinical and Pathologic Correlation of Cutaneous COVID-19 Vaccine Reactions including V-REPP: A Registry Based Study"

description: Supplement to "Clinical and Pathologic Correlation of Cutaneous COVID-19 Vaccine Reactions including V-REPP: A Registry Based Study"
DOI: 10.17632/mxvwntb5wy
title: Data for: Linear-Scaling Density Functional Theory (DFT) Simulations of Point, Frenkel and Schottky Defects in CeO2

description: This repository hosts computational data supporting the findings in the open-access paper: Linear-Scaling Density Functional Theory (DFT) Simulations of Point, Frenkel and Schottky Defects in CeO2, Nabeel Anwar, Robert M. Harker, Mark T. Storr, Marco Molinari and Chris-Kriton Skylaris, Comp. Mater. Sci., 2023, 229, 112396. Available from https://doi.org/10.1016/j.commatsci.2023.112396.

UK Ministry of Defence © Crown owned copyright 2023/AWE
DOI: 10.6084/m9.figshare.11353022.v1
title: GRID release 2019-12-10

description: A database of over 97,000 research institutes with persistent identifiers.<br>Release notes:<br>Institutes added from the following sources: - Various international sources<br>Metadata: - Added for GRID records without any URL and with the types "Archive, Faciltiy and Healthcare"<br>QA: - Records where the Geo information has been contradicting (coordinates vs. GeoNames) - Review of multinational companies and updates on relationships and name labels
DOI: 10.6084/m9.figshare.14036573.v2
title: OM252 16S phylogeny files and scripts

description: Files and scripts related to inference of 16S rRNA gene phylogeny
DOI: 10.6084/m9.figshare.25558914.v1
title: PTB-XL.zip

description: PTB-XL datasets.
DOI: 10.6084/m9.figshare.6452831.v1
title: Bitcoin/USD exchange rate Mar 31- Apr 3, 2016

description: Bitcoin/USD exchange rate Mar 31- Apr 3, 2016