Find research datasets worth reusing

opencc-by-4.0Feb 2023View details →

DATASET RELATED TO ARTICLE "Muscle quantitative MRI in adult SMA patients on nusinersen treatment_ a longitudinal study"

Excel file with raw data of muscle fat fraction before and after nusinersen treatment

opencc-by-4.0Dec 2022View details →

Data for the article "Emission of coherent THz magnons in an antiferromagnetic insulator triggered by ultrafast spin-phonon interactions "

Data for the article "Emission of coherent THz magnons in an antiferromagnetic insulator triggered by ultrafast spin-phonon interactions"  URL: https://arxiv.org/abs/2205.11965 DOI: In press in Nature Communications

Supplementary data to the article "The first larva of the cucujiform superfamily Cleroidea from the Mesozoic and its ecological implications (Coleoptera)"

The supplementery data to the article "The first larva of the cucujiform superfamily Cleroidea from the Mesozoic and its ecological implications (Coleoptera)" contain the 8 bit TIFF image stack obtained at the Imaging Beamline P05 (IBL) operated by the Helmholtz-Zentrum Hereon at the storage ring PETRA III (Deutsches Elektronen Synchrotron-DESY, Hamburg, Germany) using synchrotron radiation based micro-computed tomography (SRμCT). The scan of the holotype specimen of Cretorhadalus constantini Kolibáč & Prokop, 2023 was used for the segmentation and volume renders.

Master chart dor Research article

Title: Salivary Cortisol levels associated with Anxiety in Type II Diabetes Mellitus Patients before and after Complete Denture Rehabilitation. -In vivo analysis. All the observations for each patient are compiled in the data sheet

Experimental data set for the article entitled "Mathematical Model of Steam Reforming in the Anode Channel of a Molten Carbonate Fuel Cell"

Experimental data for the article: Szablowski, L.; Dybinski, O.; Szczesniak, A.; Milewski, J. Mathematical Model of Steam Reforming in the Anode Channel of a Molten Carbonate Fuel Cell. Energies 2022, 15, 608. The experiments were performed by the first two authors. These data set refer to experiments carried out on a stand used to test high-temperature fuel cells. The subject of the study was a molten carbonate fuel cell fueled with a mixture of methane and steam with steam to carbon ratio of 2.0, 2.5, 3.0 and 3.5 and at the cell operating temperature of 550°C and 650°C. Additionally, in the anode channel of the cell, there was a catalyst in the amount of 2 g. The active area of the cell was 20.25 cm2. The article that uses these research results is published in an open access journal with a CC-BY license. This research was funded by the National Science Center, Poland (Grant number 2020/39/D/ST8/02021).

Data for the article "Laser-Induced Creation of Antiferromagnetic 180-Degree Domains in NiO/Pt Bilayers"

The authors thank T. Reimer and L. Schnitzspan for skillful technical assistance and O. Gomonay for her comments. Experiments were performed at the CIRCE beamline at ALBA Synchrotron with the collaboration of ALBA staff. The authors thank HZB for the allocation of synchrotron radiation beamtime and thankfully acknowledge the financial support by HZB. The authors acknowledge the Paul Scherrer Institute, Villigen, Switzerland for the beamtime allocation under proposal 20211822 at the SIM beamline of the SLS. B.B. and A. R. acknowledge funding from the European Union’s Framework Programme for Research and Innovation Horizon 2020 (2014–2020) under the Marie Skłodowska- Curie Grant Agreement No. 860060 (ITN MagnEFi). M.K. acknowledges support from the Graduate School of Excellence Materials Science in Mainz (MAINZ) DFG 266, the DAAD (Spintronics network, Project No. 57334897 and Insulator Spin-Orbitronics, Project No. 57524834), and all groups from Mainz and Kaiserslautern acknowledge that this work was funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation), TRR 173-268565370 (Project Nos. A01, A08, B02 and B03) and KAUST (OSR-2019-CRG8-4048). B.S. further acknowledges funding by the Dynamics and Topology Research Center (TopDyn) funded by the State of Rhineland Palatinate. M.K. acknowledges financial support from the Horizon 2020 Framework Programme of the European Commission under FET-Open Grant Agreement No. 863155 (s-Nebula). This work was also supported by ERATO “Spin Quantum Rectification Project” (Grant No. JPMJER1402) and the Grant-in-Aid for Scientific Research on Innovative Area, “Nano Spin Conversion Science” (Grant No. JP26103005), Grant-in-Aid for Scientific Research (S) (Grant No. JP19H05600) from JSPS KAKENHI, Japan. M.A.N. and M.F. acknowledge Spanish ICNN funding through project ECLIPSE (PID2021- 122980OB-C54). R.R. also acknowledges support from the Grant RYC 2019-026915-I, the Project TED2021-130930B-I00 funded by thee MCIN/ AEI/10.13039/501100011033 and by the ESF investing in your future and the European Union NextGenerationEU/PRTR, the Xunta de Galicia (ED431F 2022/04, ED431B 2021/013, Centro Singular de Investigación de Galicia Accreditation 2019-2022, ED431G 2019/03) and the European Union (European Regional Development Fund - ERDF)

Case study result data set for Energy Systems (submitted) article "Influence of hydrogen import prices on hydropower systems in climate-neutral Europe"

The data set contains result data for the European system in a long term climate-neutral European energy system (scenario year 2050) as described in the publication "Influence of hydrogen import prices on hydropower systems in climate-neutral Europe". The results have been generated with the model SCOPE SD of Fraunhofer Institute for Energy Economics and Energy System Technology IEE.  Abbreviations: <ul> <li>BEV - Battery Electric Vehicles</li> <li>CCGT - Combined Cycle Gas Turbine</li> <li>CHP - Combined heat and power</li> <li>con - consumption</li> <li>gen - generation</li> <li>HighCLEQ - High import prices / clustered-equivalent hydropower units</li> <li>HighEQ - High import prices / equivalent hydropower units</li> <li>LowCLEQ - Low import prices / clustered-equivalent hydropower units</li> <li>LowEQ - Low import prices / equivalent hydropower units</li> <li>MedCLEQ - Medium import prices / clustered-equivalent hydropower units</li> <li>MedEQ - Medium import prices / equivalent hydropower units</li> <li>OCGT - Open Cycle Gas Turbine</li> <li>PHEV - Plug-In Hybrid Vehicles</li> <li>PS - Pumped Storage</li> <li>w/ - with</li> <li>w/o - without</li> <li>yr - year</li> </ul>

Dataset related to article: Cell-envelope growth of Gram-negative bacteria proceeds independently of cell-wall synthesis

Single-cell data for the article:  Enno R. Oldewurtel, Yuki Kitahara, Baptiste Cordier, Richard Wheeler, Gizem Özbaykal, Elisa Brambilla, Ivo Gomperts Boneca, Lars D. Renner, and Sven van Teeffelen Cell-envelope growth of Gram-negative bacteria proceeds independently of cell-wall synthesis. EMBO J (2023)

Code and data for journal article "Maintenance of biodiversity in multitrophic metacommunities: dispersal mode matters"

Code and data for journal article: "Maintenance of biodiversity in multitrophic metacommunities: dispersal mode matters" (Xiaozhou Ye & Shaopeng Wang, Journal of Animal Ecology, 2023). For explanation, refer to readme.txt or github (potentially more up to date): https://github.com/yxz321/fitness_dependent_dispersal

Data associated to the article "On the key role of electrolyte-electrode van der Waals interactions in the simulation of ionic liquids-based supercapacitors"

Contains input files and data used to generate the figures of the article: On the key role of electrolyte-electrode van der Waals interactions in the simulation of ionic liquids-based supercapacitors Camille Bacon, Alessandra Serva, Céline Merlet, Patrice Simon, and Mathieu Salanne, *Electrochimica Acta*, 2023 See here for a preprint: https://chemrxiv.org/engage/chemrxiv/article-details/63a0354aa53ea6785d504e28 The folder *input_files* contains input files for each system for MetalWalls, which is available at https://gitlab.com/ampere2/metalwalls The folder *raw_data* contain files with the data used to plot the Figures of the paper

opencc-by-4.0Feb 2023View details →

Dataset for "Initial insight of three modes of data sharing: Prevalence of primary reuse, data integration and dataset release in research articles"

The dataset for "Initial insight of three modes of data sharing: Prevalence of primary reuse, data integration and dataset release in research articles" is coded as follows: 01 DOI: DOI 02 article number: the accession number in Web of Science 03 article title: title of the articles 04 exclude: if the article was excluded from the sample, assign 1. 05 research_field: the categories of research fields are described in the Appendix (Table S1) 06 target_of_study: the categories of the target of studies are described in the Appendix (Table S1) 29 release_location_nameofpublicarchive: the names of the deposited public archives (comma separated) The following items, if they occur, are assigned a value of 1: 07 No_datause: The article did not use data 08 primary_reuse: primary reuse 09 primary_data_specificresarchdata: primary reuse of specific research data 10 primary_data_resource: primary reuse of resource 11 primary_source_self: primary reuse from self-constructed data 12 primary_source_citation: primary reuse from citation 13 primary_source_archive: primary reuse from an archive 14 primary_source_others: primary reuse from the other source 15 primary_souce_na: primary reuse source is not available 16 data_integration: data integration 17 integration_type_empirical: data integration as empirical type 18 integration_type_Introductionmaterialresearchmethod: data integration as introduction/material/research methods type 19 integration_type_combinedanalysis: data integration as introduction/material/research methods type 20 integration_source_self: data integration from self-constructed data 21 integration_source_citation: data integration from citation 22 integration_source_archive: data integration from  an archive 23 integration_source_others: data integration from the other source 24 integration_source_na: data integration source is not available 25 dataset_release: dataset release 26 release_location_publicarchive: dataset deposit to a public archive   27 release_location_supporting: dataset release in Supporting Information 28 release_location_onrequest: dataset release through personal contacts    The appendix includes following tables: Table S1. Coding schema for analysis Table S2. Primary reuse by research field and reused data Table S3. Primary reuse by target of study and reused data Table S4. Data integration by research field and reuse type Table S5. Data integration by target of study and reuse type Table S6. Dataset release by research field Table S7. Dataset release by target of study and methods Table S8. List of names of public data archives for dataset release

opencc-by-4.0Jun 2022View details →

Data for JGR article: Observations of elves and radio wave perturbations by intese lightning

This folder contains data used for the journal paper: Observations of elves and radio wave perturbations by lightning

Sharing data and code supporting the article entitled "Thermodynamically enhanced precipitation extremes due to counterbalancing influences of anthropogenic greenhouse gases and aerosols"

The public data repository contains the data and plotting code supporting the article entitled "Thermodynamically enhanced precipitation extremes due to counterbalancing influences of anthropogenic greenhouse gases and aerosols". The dataset includes annual maximum one-day precipitation (Rx1day), its proxy computed by a physical scaling diagnostic (scaling), and the decomposed components of the scaling (i.e., thermodynamic response, dynamic response, and their interaction). Several reanalyses (including ERA5 and JRA55) and CMIP6 simulations under several scenarios (including ALL, GHG, AER, and piControl) are applied to compute the historical Rx1day, scaling, and the associated components following a GitHub Python repository (<a href="https://github.com/oliverangelil/precip_extremes_scaling">https://github.com/oliverangelil/precip_extremes_scaling</a>). Note that the decomposed components are calculated as anomalies.  The data results of the extreme precipitation decomposition in the NetCDF format are available in zip files “ERA5”, "JRA55", "ALL", "GHG", "AER", "NAT", and "piControl". Code for visualizations is available in the "Jupyter Notebooks" zip file.

opencc-by-4.0Feb 2023View details →

Reporting quality of abstracts and inconsistencies with full text articles in pediatric orthopedic publications

Abstracts should provide a brief yet comprehensive reporting of all components of a manuscript. Inaccurate reporting may mislead readers and impact citation practices. The primary objective of this study was to investigate the reporting quality of abstracts of observational studies in three major pediatric orthopedic journals against an itemized checklist. The secondary objective was to analyze any reporting inconsistencies between the abstracts and their corresponding full-text articles. Herein, we present the raw data with explanatory comments for the above-titled research.

complete table of data for article: Changes in technical/physical performance of young soccer players throughout soccer game simulation.

The table contains the data of 21 subjects The letters in the third column indicate playing position Midfielders (M), attackers (A) and defenders (D). The abbreviations that appear in the columns are: -Goal shooting accuracy from 20 m (GSA). -Dribbling (DRIB). -Long pass accuracy from 30 m (LPA). -Speed without ball in 20 x 20 m (S). -Perception of fatigue (PF). After each abbreviation, the period in which it was measured according to phase criteria (phase 1, phase 2, phase 3) or intensities, low (L), medium (M) or high (H) is indicated. The CMJ i and CMJ f columns show the countermovement jump height values at the beginning and end of the study, respectively.

BRDF-data for the Metrologia article "Accounting for polarization–related effects in the measurement of the bidirectional reflectance distribution function"

This zip-file includes the BRDF-data used in the article "Accounting for polarization–related effects in the measurement of the bidirectional reflectance distribution function" published in Metrologia 57 (2020).

Dataset for the EPSL article: Evidence for low Vp/Vs ratios along the eastern Romanche ridge-transform intersection in the equatorial Atlantic Ocean

The obtained 3-D P-wave and S-wave velocity models in the Romanche eastern ridge-transform intersection, using arrival times from 514 microearthquakes recorded by a recent temporary array of seafloor seismometers. Related article: Yu, Z., Singh, S. C. & Maia, M. (2023). Evidence for low Vp/Vs ratios along the eastern Romanche ridge-transform intersection in the equatorial Atlantic Ocean. Earth and Planetary Science Letters, 621, 118380.

PRISMA DIAGRAM FOR ARTICLE: Lessons learned during the health crisis caused by COVID-19 in the work of the nursing professional: A systematic review

PRISMA DIAGRAM FOR ARTICLE: Lessons learned during the health crisis caused by COVID-19 in the work of the nursing professional: A systematic review

The data files for the article "Impact of the core deformation on the tidal heating and flow in Enceladus' subsurface ocean"

The data are given for each figure and each file contains a header regarding information on the columns in the data files.

Supplementary material for the ITP'23 article "Lessons for Interactive Theorem Proving Researchers from a Survey of Coq Users"

This artifact contains the supplementary files for the ITP'23 article "Lessons for Interactive Theorem Proving Researchers from a Survey of Coq Users". More specifically, it contains: <ul> <li>the Limesurvey structure exported file (<code>Limesurvey/survey-structure.lss</code>);</li> <li>the HTML print of the survey in English and Chinese (<code>Limesurvey/questionnaire_english.html</code> and <code>Limesurvey/questionnaire_chinese.html</code>);</li> <li>the Jupyter notebook (<code>Coq-survey-analysis.ipynb</code>) and the Stata code (<code>regressions/Regressions_and_Romano-Wolf.do</code>) that were used to produce the results;</li> <li>the plots for the answers to all the closed questions, as well as plots for some interactions between answers to multiple closed questions in <code>png</code> and <code>svg</code> formats (<code>assets/</code>);</li> <li>manual analysis of some open text questions (<code>coded_answers/</code>);</li> <li>answers to open text questions (<code>open_answers/</code>).</li> </ul> This artifact does not contain the full raw data from the survey. These data have been deleted, following the GDPR compliance statement that was displayed at the beginning of the survey. The open text answers that are made available through this artifact have been sanitized to remove any personally identifiable element. File listing <ul> <li>README.md: this README</li> <li>Limesurvey <ul> <li>questionnaire_english.html: survey HTML print in English</li> <li>questionnaire_chinese.html: survey HTML print in Chinese</li> <li>survey-structure.lss: Limesurvey structure export</li> </ul> </li> <li>Coq-survey-analysis.ipynb: Jupyter notebook used to produce plots</li> <li>regressions <ul> <li>Regressions_and_Romano-Wolf.do: Stata code used to do the regressions appearing in the article</li> </ul> </li> <li>assets <ul> <li>many <code>png</code> and <code>svg</code> files for plots showing quantitative results</li> </ul> </li> <li>coded_answers <ul> <li>renaming.md: manual analysis of the answers to the open text question "If you wish to elaborate on why Coq should / should not be renamed, feel free to do it here."</li> <li>renaming_choices.md: manual analysis of the answers to the open text question "If you wish to share any specific arguments in favor or against some specific name choices, please do so here."</li> <li>contributing_experience.csv: answers to the open text question "Feel free to elaborate on the contributing experience, what we can do better, or why you do not contribute." with manual analysis</li> <li>doc_improvements-grouped.docx manual analysis of the answers to the open text question "Feel free to elaborate on any of the items listed above, their importance, etc. Are there other improvements that you think would be important?" (in the context of a question on "How important are improvements to the following aspects of the Coq documentation?")</li> </ul> </li> <li>open_answers: Each table has been reordered and has a different indexing, so relating answers from different tables is not possible. Furthermore, answers have been checked and sanitized to remove any personally identifiable elements. <ul> <li>ci_feedback.csv: answers to the question "If you have general feedback on CI in the Coq ecosystem, feel free to share it here." Also shared at: <a href="https://github.com/coq-community/manifesto/issues/141">https://github.com/coq-community/manifesto/issues/141</a></li> <li>contributing_experience.csv: answers to the question "Feel free to elaborate on the contributing experience, what we can do better, or why you do not contribute."</li> <li>coqide_improvements.csv: answers to the question "What improvements, bug fixes and new features would you most like to see in CoqIDE?" Also shared at: <a href="https://github.com/coq/coq/issues/16580">https://github.com/coq/coq/issues/16580</a></li> <li>coq_improvements.csv: answers to the question "Feel free to elaborate on any of the items listed above, their importance, etc. Are there other improvements that you think would be important? Also, feel free to tell us how Coq does compared to other proof assistants you have experience with." (in the context of a question on "In order to make you more productive in Coq and to encourage others to learn and use Coq, how important are improvements in the following areas?")</li> <li>coqtail_improvements.csv: answers to the question "What improvements, bug fixes and new features would you most like to see in Coqtail?" Also shared at: <a href="https://github.com/whonore/Coqtail/issues/277">https://github.com/whonore/Coqtail/issues/277</a></li> <li>distracting_company_coq_features.csv</li> <li>doc_improvements.csv: answers to the question "Feel free to elaborate on any of the items listed above, their importance, etc. Are there other improvements that you think would be important?" (in the context of a question on "How important are improvements to the following aspects of the Coq documentation?")</li> <li>extraction_targets.csv: answers to the question "If you're interested in new extraction targets, which languages do you want?" Also analyzed quantitatively in: assets/extraction-targets-barplot.png</li> <li>jscoq_improvements.csv: answers to the question "What improvements, bug fixes and new features would you most like to see in jsCoq?" Also shared at: <a href="https://github.com/jscoq/jscoq/issues/261">https://github.com/jscoq/jscoq/issues/261</a></li> <li>jupyter_improvements.csv: answers to the question "What improvements, bug fixes and new features would you most like to see in coq_jupyter?" Also shared at: <a href="https://github.com/EugeneLoy/coq_jupyter/issues/46">https://github.com/EugeneLoy/coq_jupyter/issues/46</a></li> <li>jupyter_support.csv: answers to the question "Have you had any issues or lack of support for coq_kernel for any service? If so, feel free to share here." Also shared at: <a href="https://github.com/EugeneLoy/coq_jupyter/issues/46">https://github.com/EugeneLoy/coq_jupyter/issues/46</a></li> <li>languages.csv: answers to the question "What languages would be the most useful to support?" Also analyzed quantitatively in: assets/languages-barplot.png</li> <li>learning_experience.csv: answers to the question "How was your experience while learning Coq? For example, what were the easiest and/or most difficult parts of the process? Do you have suggestions to improve the experience?"</li> <li>proof_general_customizations.csv: answers to the question "Do you use specific customizations or fixups of Proof General or Company-Coq (in your ~/.emacs)? If yes, briefly speaking, what are these customizations and would you like to have some of them applied by default?" Also shared at: <a href="https://github.com/ProofGeneral/PG/issues/671">https://github.com/ProofGeneral/PG/issues/671</a></li> <li>proof_general_improvements.csv: answers to the question "What improvements, bug fixes and new features would you most like to see in Proof General?" Also shared at: <a href="https://github.com/ProofGeneral/PG/issues/671">https://github.com/ProofGeneral/PG/issues/671</a></li> <li>renaming.csv: answers to the question "If you wish to elaborate on why Coq should / should not be renamed, feel free to do it here."</li> <li>renaming_choices.csv: answers to the question "If you wish to share any specific arguments in favor or against some specific name choices, please do so here."</li> <li>survey_issues.csv: answers to the question "Did you encounter any issues with the survey that you'd like to report or do you have other feedback that we should hear about?"</li> <li>vim_compatibility.csv: answers to the question "What Vim / NeoVim features or plugins would you like to have better integrated with Coqtail? " Also shared at: <a href="https://github.com/whonore/Coqtail/issues/277">https://github.com/whonore/Coqtail/issues/277</a></li> <li>vscoq_improvements.csv: answers to the question "What improvements, bug fixes and new features would you most like to see in VsCoq?" Also shared at: <a href="https://github.com/coq-community/vscoq/issues/308">https://github.com/coq-community/vscoq/issues/308</a></li> </ul> </li> </ul>