cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/w5sbtwy8y9
title: Driver and Vehicle Routing Problem (DVRP) instances

description: This is a set of 81 instances for the DVRP.

There are  25 instances, wiht 10, 15, 20, and 25 nodes, used in the article:

Domínguez-Martín B., Rodríguez-Martín I., Salazar-González J.J. (2018)
The Driver and Vehicle Routing Problem.
Computers & Operations Research, vol. 92, pp.56-64.
https://doi.org/10.1016/j.cor.2017.12.010,

plus another 16 instances with 50 nodes used in:

Domínguez-Martín B., Rodríguez-Martín I., Salazar-González JJ. (2018) 
A Heuristic Approach to the Driver and Vehicle Routing Problem. 
In: Cerulli R., Raiconi A., Voß S. (eds) Computational Logistics. ICCL 2018. 
Lecture Notes in Computer Science, vol 11184, pp 295-305. Springer, Cham.
https://doi.org/10.1007/978-3-030-00898-7_19

plus another group of 40 large instances (wiht 100, 200, 300, 400, 500, 600, 800, and 1000 nodes) used in:

Domínguez-Martín B., Rodríguez-Martín I., Salazar-González JJ. (2021). 
A Two-Phase Multistart Heuristic for the Driver and Vehicle Routing Problem.
Working paper, University of La Laguna.

Instances' names give information about the number of nodes. For example, n10-1.dat 
is the first instance with 10 nodes.

In each file, the first lines contain:

NAME = the name of the instances
TYPE = does not apply here
EDGE_WEIGHT_TYPE = ‘EUC_2D’ because we use the Eucliden distance for all our instances.
DIMENSION = the number of nodes, including the depots


The lines after NODE_COORD_SECTION contain the following information:

n x y

where

n = node number 
x = x coordinate,
y = y coordinate.

Finally, DEPOT_SECTION1 and DEPOT_SECTION2 indicate that the first and the last node represent the first and the second depot, respectively.
DOI: 10.26188/26231102.v1
title: Representation Matters: VCE Literature and English Project

description: A dynamic repository of texts from the Victorian Curriculum and Assessment Association's English and Literature set textlists for senior level studies from 2000-2025. The database features over 550 distinct novels, plays, short story anthologies, poetry collections, films and other texts. It is continually updated with comprehensive profiles of the texts' characters, settings, and themes, as well as authors' demographic profiles and text metadata.
DOI: 10.6084/m9.figshare.1143942.v1
title: ART-tension: resolving the need to create and destroy

description: A visual depiction of the tension a creative/ artist faces in dealing with their work through time. This graphic explains the tension described by many artists between creation and destruction, and the steps involved in resolving that personally and professionally. In particular, it is informed by the authors' own experience, the Consilience Workflow Framework and the article 'His Own Harshest Critic: A New Look at Works Destroyed by Gerhard Richter' by Ulrike Knöfel.
DOI: 10.6084/m9.figshare.12654716.v1
title: JVASP-28817 to JVASP-29666

description: JARVIS-DFT
DOI: 10.6084/m9.figshare.14622774.v1
title: Philippines Benthic Type Reference Sample

description: This benthic reference data is intended for use as a calibration and/or validation data for global scale remote sensing image based classification of coral reef areas. The data is in a vector shapefile format consisting of polygons labelled with one of seven coral reef benthic classes that include Microalgal Mats, Coral/Algae, Rubble, Rock, Seagrass Dense, Seagrass Sparse, Sand.<br> <b>Please cite data as:</b> Lyons, M., Canto, R., Borrego-Acevedo, R., Harris, D., Kennedy, E., Kovacs, E., Markey, K., Murray, N., Ordonez Alvarez, A., Phinn, S., Roe, M., Roelfsema, C., Say, C., Tudman, P., C., Wolff, J., Yuwono, D., Bambric, B., Fox, H., Lieb, Z., Asner , G., Knapp , D., Li, J., Harris, B., Larsen, K. & Rice, K. 2021. Philippines Benthic Type Reference Sample. University of Queensland. DOI: https://doi.org/10.6084/m9.figshare.14622774 <b>Links to supplementary information:</b> Mapping methods overview (https://allencoralatlas.org/methods/) UQ mapping team web site (https://www.rsrc.org.au/globalreef) Detailed mapping methods description by Lyons et al. (https://doi.org/10.1002/rse2.157) Detailed classification scheme description by Kennedy et al. (https://doi.org/10.1038/s41597-021-00958-z) Detailed reference creation description workflow by Roelfsema et al. (https://doi.org/10.3389/fmars.2021.643381) <b>Funding:</b> Vulcan Inc., (https://vulcan.com) Great Barrier Reef Foundation (https://www.barrierreef.org/) <b>Acknowledgement:</b> This work was initiated and funded primarily through Paul Allen Philanthropies and Vulcan Inc. as part of the Allen Coral Atlas. We acknowledge the late Paul Allen and Ruth Gates for their fundamental vision and drive to enable us to work together on this critical reef mapping problem. Project partners providing financial, service and personnel include: Planet Inc., National Geographic, University of Queensland, Arizona State University, and University of Hawai'i. Significant support has also been provided by Google Inc., Great Barrier Reef Foundation, and Trimble (Ecognition). Contributors to establishing and running the project include: Vulcan Inc. [James Deutsch, Lauren Kickam, Paulina Gerstner, Charlie Whiton, Kirk Larsen, Sarah Frias Torres, Kyle Rice, Eldan Goldenberg, Janet Greenlee]; Planet Inc. [Andrew Zolli, Trevor McDonald, Joe Mascaro, Joe Kington]; University of Queensland [Chris Roelfsema, Stuart Phinn, Emma Kennedy, Mitch Lyons, Nicholas Murray, Doddy Yuwono, Dan Harris, Eva Kovacs, Rodney Borrego, Meredith Roe, Jeremy Wolff, Kathryn Markey, Alexandra Ordonez, Chantal Say, Paul Tudman]; Arizona State University [Greg Asner, Dave Knapp, Jiwei Li, Yaping Xu, Nick Fabina, Heather D'Angelo]; and National Geographic [Helen Fox, Brianna Bambic, Brian Free, Zoe Lieb] and Great Barrier Reef Foundation [Petra Lundgren, Kirsty Bevan, Sarah Castine]. Attributions of contributed field data or maps for the reference sample creation are available at: https://allencoralatlas.org/attribution/
DOI: 10.6084/m9.figshare.28349114.v1
title: Data&Code

description: The codes and data for the paper titled “Modeling Multi-Saliency-Based Navigation Cues for Human Navigation in Urban Street Environments".ContentIn the folder Code:-<i>HotspotIdentification.py </i>is used to identify hotspots and regions in the visual saliency map.-<i>StrucutalCalculation.py </i>is used for the calculation of weights.-<i>helper function.ipynb</i> helps reproduce figures and tables in the manuscript.In the folder Data, there are:<i>*.jpg:</i> 30 panoramic images of road intersections.<i>*.xlsx:</i> results obtained from Questionnaire Set 1 and 2.<i>Eye-tracking data</i> is used for fine-tuned the model.*.csv saved data that helps reproduce figures or tables.For POIs, we cannot re-distribute it online due to the T&C, one can request from AutoNavi official website.For 3D city model of study area, one can request from https://portal.csdi.gov.hk/csdi-webpage/, search for <i>3D Spatial Data 3D-BIT00</i>, click preview, and download the data according to the location.How to locate reference inforamtion mentioned in the study:Census Statistics of Hong Kong: open the url, click Major Housing Estates, select Prosperous Garden. Reference data is described in demographic and ecomonic characteristics.Usage:-Visual saliency prediction, given a street scene image:Step 1: perform Image segmentation (Mask2Former) and Saliency Object Prediction (VST) separatelly.Step2: combine above two results through salient object selection strategy for Mask GenerationStep3: perform Image impaitingStep4: execute saliency prediction (MDS-ViTNet), one can fine-tuned the model by using the eye-tracking data we provided.-Semantic saliency prediction, using the POIs data in the study area:Step1: excute POI embeddingStep2: add weighting following *.xlsx provided if your main study groups is the elderly.Step3: identify POIs that belongs to each intersection and excute average pooling.-Structural calculation:Step1: hotspot identification following the <i>HotspotIdentification.py</i>Step2: add weighting follwing the <i>StrucutalCalculation.py</i>
DOI: 10.60893/figshare.sss.28904528.v1
title: 02001-18

description: Sb LMM
DOI: 10.17632/42zgw9pkz2
title: Palaeoecological significance of the “wolf event” as revealed by skull ecometrics of the canid guilds

description: Raw data inclusive of centroid size, shape coordinates, principal component scores for the skulls of n=36 canid taxa and bioclimatic variables for 13 canid guilds are in the "Meloro_Sansalone_GmmData.xlsx".   
The file "RPhyloCanid_36_shape.nts" is an R file suitable for the package geomorph that includes canid shape variables for 36 canid taxa. Phylogeny of the 36 taxa is in nexus format ("Canidae_36Guild_Extra.nex") and figured as pdf file ("Meloro_Sansalone_36Phylogeny_Description.pdf") while the file "13Guid_Average.NTS" includes the shape coordinates for the 13 canid guilds analysed.
DOI: 10.17632/648cgcw5y6
title: Pleurotus pulmonarius proteome during PCBs degradation

description: This is the proteome of Pleurotus pulmonarius LBM 105 obtained for the mycellium of the fungus harvested from a nitrogen lacking liquid medium in presence and ausence of PCBs. The data was obtained via nanoHPCL MS/MS and by using the proteome discover software. This dataset contains the accesion number of every protein identified as well as any relevant information corresponding to it. The information of the unique peptides of each proteins is showed as well.
DOI: 10.17632/w6cdt3sn99
title: Geochemistry and microbiology of tropical serpentine soils in the Santa Elena Ophiolite, a landscape-biogeographical approach

description: Data associated with manuscript "Geochemistry and microbiology of tropical serpentine soils in the Santa Elena Ophiolite, a landscape-biogeographical approach"
DOI: 10.6084/m9.figshare.19913797.v4
title: C0ModelUedaA45.zip

description: Sample data from Ueda chaotic dynamical system
DOI: 10.6084/m9.figshare.21062977.v1
title: linguistics_distance_matrices

description: Two geographical distance matrices that serve as input for correlation plots. <br> <strong>sample_geodist</strong> Contains geographical distances (as the crow flies) between point data of language locations, obtained from www.glottolog.org. This matrix does not contain the control languages. <br> <strong>geodist_ctrl</strong> Contains geographical distances (as the crow flies) between point data of language locations, obtained from www.glottolog.org. This matrix includes control languages. <br>
DOI: 10.6084/m9.figshare.27613470.v5
title: Supplementary Files associated with manuscript: "<b>Consistent microbial insights across sequencing methods in soil studies: The role of reference taxonomies"</b>

description: The datasets are supplementary files associated with the paper titled "<b>Consistent</b><b> microbial insights across sequencing methods in soil studies: The role of reference taxonomies"</b><b>The team that worked on this immense project gives you access to this data. As such, remember to cite the paper and this dataset whenever this data is reused.</b>
DOI: 10.17632/27f6zxm563
title: Efficacy and safety of stapokibart (CM310) in adults with moderate-to-severe atopic dermatitis: a multicenter, randomized, double-blind, placebo-controlled phase 3 trial

description: Supplementary Materials for "Efficacy and safety of stapokibart (CM310) in adults with moderate-to-severe atopic dermatitis: a multicenter, randomized, double-blind, placebo-controlled phase 3 trial".
DOI: 10.17632/3yfmgkwchr
title: Body Image and Body Composition among youth in UAE

description: This study aims to explore the relationships of the body composition measures, specifically fat free mass index (FFM-I) with self-perceived body image and shape among a convenient sample of young adults in the United Arab Emirates (UAE). This cross-sectional study was carried from March to April 2019, at the University of Sharjah (UOS), UAE, using a self-administered, structured questionnaire. The aim and objectives of the research study were explained to all the participants before providing the written informed consent. Fat free mass index (FFM-I) may be a promising tool for assessing risk of body image disorders. This cross-sectional study, explored the relationships between FFM-I and self-perceived body image and shape among youngsters in United Arab Emirates. It was conducted in 2019, at University of Sharjah (n= 199 M; 203 F). Assessment was done using questionnaire on demographics and lifestyle; Stunkard Figure Rating Scale; and Body Shape. Anthropometrics were measured using BMI, waist-to-height (WtHR) ratio and FFM-I. Majority (81%) of participants had adequate muscle mass (AMM). Nearly half of them (48.5%) were concerned about their body shape. Most of the participants (76.3%) were dissatisfied with their body image and 55.2% desired to be thinner. Males had significantly higher BMI, body fat and WtHR compared to females. Participants with low muscles mass (LMM), irrespective of gender, were underweight (49% F; 40.7% M), had a normal WtHR (98% F; 81.5% M) and desired to be heavier (44.9% F; 74.1% M). Generally, the participants showed fair agreement between perceived and actual BMI (k=0.4). Nevertheless, those with LMM had lower agreement in their perceived BMI versus actual BMI (k=0.024; poor) compared with those with AMM (k=0.408; fair); and in general males had better agreement between their perceived and actual BMI compared to females (0.432, moderate vs. 0.308, fair). In conclusion, LMM and female gender were associated with poorer body image perception and lower satisfaction. Our findings highlight the importance of increasing awareness about muscle mass among youngsters, to help them improve body image perception. Ethical approval of this study was obtained from the UOS Research Ethics Committee (Ref. REC-19-03-07-03-S).
DOI: 10.6084/m9.figshare.17121275.v1
title: Example data recorded from mice with USVCAM (video and 4-ch ultrasound audio)

description: An example data for testing USVCAM analysis functions (https://github.com/MatsumotoJ/usvcam). Strain: ICR.
DOI: 10.6084/m9.figshare.2067426
title: National Prehospital Evidence-Based Guidelines Strategy: A Summary for EMS Stakeholders

description: Multiple national organizations have recommended and supported a national investment to increase the scientific evidence available to guide patient care delivered by Emergency Medical Services (EMS) and incorporate that evidence directly into EMS systems. Ongoing efforts seek to develop, implement, and evaluate prehospital evidence-based guidelines (EBGs) using the National Model Process created by a multidisciplinary panel of experts convened by the Federal Interagency Committee on EMS (FICEMS) and the National EMS Advisory Council (NEMSAC). Yet, these and other EBG efforts have occurred in relative isolation, with limited direct collaboration between national projects, and have experienced challenges in implementation of individual guidelines. There is a need to develop sustainable relationships among stakeholders that facilitate a common vision that facilitates EBG efforts. Herein, we summarize a National Strategy on EBGs developed by the National Association of EMS Physicians (NAEMSP) with involvement of 57 stakeholder organizations, and with the financial support of the National Highway Traffic Safety Administration (NHTSA) and the EMS for Children program. The Strategy proposes seven action items that support collaborative efforts in advancing prehospital EBGs. The first proposed action is creation of a Prehospital Guidelines Consortium (PGC) representing national medical and EMS organizations that have an interest in prehospital EBGs and their benefits to patient outcomes. Other action items include promoting research that supports creation and evaluates the impact of EBGs, promoting the development of new EBGs through improved stakeholder collaboration, and improving education on evidence-based medicine for all prehospital providers. The Strategy intends to facilitate implementation of EBGs by improving guideline dissemination and incorporation into protocols, and seeks to establish standardized evaluation methods for prehospital EBGs. Finally, the Strategy proposes that key stakeholder organizations financially support the Prehospital Guidelines Consortium as a means of implementing the Strategy, while together promoting additional funding for continued EBG efforts.
DOI: 10.17632/3vs8h448zk
title: Data for: Origins of homophiliy: Infants expect similar people to affiliate

description: Data for: Origins of homophiliy: Infants expect similar people to affiliate
DOI: 10.17632/dbmn5c8pv7
title: Interpretation of Photocurrent Transients at Semiconductor Electrodes: Effects of Band-Edge Unpinning (submitted to J. Electroanalytical Chemistry)

description: Appendix C. The model considers the effects of band edge unpinning on the transient photocurrent response as the result of the build up of minority carriers at the semiconductor/electrolyte interface. The approach is explained in the paper and also in the notes uploaded here. Three Matlab programs are available here to calculate transient behaviour as a function of input variables. See notes from Alison Walker on how to run the Matlab code. The submitted manuscript is also available here with examples of calculated responses.
DOI: 10.6084/m9.figshare.22178270.v1
title: LAMMPS-DeePMD

description: This dataset includes: 01_VASP: Input files for density functional theory molecular dynamics simulations using VASP 02_DP-GEN: Input files for generating training datasets using DP-GEN 03_DeePMD: Input files and datasets for constructing neural network potentials using DeePMD 04_LAMMPS: Large-scale molecular dynamics simulations using LAMMPS with network potentials 05_OUTPUT: An example of solid-liquid coexisting molecular dynamics trajectory <br> Code availability: All molecular dynamics simulations were carried out using the open-source LAMMPS code (https://www.lammps.org). Enhanced sampling is based on the open-source PLUMED library (https://www.plumed.org). These two codes are implemented in the open-source DeePMD-kit code (https://github.com/deepmodeling/deepmd-kit) for NNP construction. Active learning was performed using the open-source DP-GEN code (https://github.com/deepmodeling/dpgen). Density functional theory calculations were performed using VASP which is proprietary software available for purchase (at https://www.vasp.at).
DOI: 10.6084/m9.figshare.5121520.v1
title: Supplementary Material for: Die klinische Signifikanz des Präventionsprogramms für Expansives Problemverhalten (PEP) im Langzeitverlauf

description: <i>Hintergrund:</i> Lerntheoretisch orientierte Elterntrainings gelten als effektive Präventions- und Interventionsmethode zur Reduzierung expansiver Verhaltensauffälligkeiten im Kindesalter. Interventionseffekte werden hierbei meist im statistischen Gruppenvergleich überprüft. Unser Präventionsprogramm für Expansives Problemverhalten (PEP) war sowohl in einer Kontrollgruppenstudie als auch in einer Anwendungsstudie in der Lage, kindliches Problemverhalten zu reduzieren. Die vorliegende Analyse überprüft die langfristige klinische Signifikanz dieser Veränderungen. <i>Material und Methoden:</i> Mithilfe eines Screeninginstruments wurde eine Stichprobe expansiv auffälliger Kindergartenkinder identifiziert. In einer Kontrollgruppe (KG: n = 34), einer Erziehertrainingsgruppe (ER: n = 21) und einer Eltern-und-Erzieher-Trainingsgruppe (EL+ER: n = 38) wurde das kindliche Problemverhalten vor und bis 30 Monate nach dem PEP-Training erhoben. Die klinische Relevanz der Trainingseffekte wurde anhand des von Jacobson und Truax vorgeschlagenen Maßes für klinische Signifikanz überprüft. <i>Ergebnisse:</i> In einer Messwiederholungsvarianzanalyse zeigten sich keine gruppenspezifischen Verläufe im Untersuchungszeitraum. Klinisch signifikante Verbesserungen erzielten in der kombinierten EL+ER-Gruppe 34,2% der Kinder, in der ER-Gruppe 28,6% und in der KG je nach Instrument 17,6% bzw. 32,4%. In der EL+ER-Gruppe waren diese Verbesserungen bereits unmittelbar nach Interventionsende vorhanden (36,8% bzw. 39,5%), während sich in der KG von Prä nach Post lediglich 20,6% klinisch signifikant verbesserten. Die ER-Gruppe weist zum Postzeitpunkt 42,9% klinisch relevant gebesserte Kinder auf. <i>Schlussfolgerungen:</i> Das Problemverhalten wird in der kombinierten Interventionsgruppe früher relevant reduziert als in der Kontrollgruppe. PEP scheint somit in der Lage, eine Reduktion von Problemverhalten, die auch in der Kontrollgruppe zu beobachten ist, früher anzustoßen.
DOI: 10.17605/osf.io/vxut4
title: Financial Position Stress Depression Mediation

description: This repository has data and analysis files associated with the article " Financial stress as a mediator of financial position and depressive symptoms among rural Nepali women", by Hadd AR, Shervinskie A, and Clark CJ. Please use the "Files" tab to access these files.
DOI: 10.17632/hbhv5brnxj
title: Nader Piel 2021 ImageJ Macros

description: Image J macros used to analyse images in Nader et al. 2021, written by Mathieu Maurin, Institut Curie, Paris, France
DOI: 10.6084/m9.figshare.14724879.v2
title: Visualising post-disaster damage on maps: a user study

description: The mapping of the damage caused by natural disasters is a crucial step in deciding on the actions to take at the international, national, and local levels. The large variety of representations that we have observed leads to problems of transfer and variations in analysis. In this article, we propose a representation, Regular Dot map (<i>RD</i>), and we compare it to 4 others routinely used to visualise post-disaster damage. Our comparison is based on a user study in which a set of participants carried out various tasks on multiple datasets using the various visualisations. We then analysed the behaviour during the experiment using three approaches: (1) quantitative analysis of user answers according to the reality on the ground, (2) quantitative analysis of user preferences in terms of perceived effectiveness and appearance, and (3) qualitative analysis of the data collected using an eye tracker. The results of this study lead us to believe that <i>RD</i> is the best compromise in terms of effectiveness among the various representations studied.
DOI: 10.6084/m9.figshare.25914604.v2
title: Lean Six Sigma in Human Resources: Literature Review and Further Research

description: This database presents a state-of-the-art review considering articles where lean and six sigma tools are used to improve the conditions of Human resources. Using Systematic Literature Review, 582 articles were analyzed using Artificial Intelligence databases between 2019-2023After the article selection process, a classification and analysis were performed based on the case study, methodology, and tools employed. The selected articles were carefully examined and categorized according to the specific case studies they presented, the methodologies adopted in the research, and the tools utilized in the study. This detailed analysis aims to provide a comprehensive understanding of the various approaches and techniques employed in the articles, allowing for a deeper exploration of their practical applications and implications.In the repository, the classification is organized into tabs based on the topics covered.<br>Tab 1: Accepted articlesTab 2: Application of Lean or Lean Six Sigma in Human ResourcesTab 3: Application of Lean or Lean Six Sigma but not in Human ResourcesTab 4: Comparison of Lean Six Sigma with another methodologyTab 5: Effect of Lean Six Sigma application in Human ResourcesTab 6: History and analysis of Lean Six SigmaTab 7: Optimization of Human Resources or topics for improvement.Tab 8: Database completed
DOI: 10.60893/figshare.sss.28045328.v1
title: 01994-15

description: W MNN Augers