Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
12,393
datasets available to search
ShareScore release 0.9.0
Dataset results
12,393 results for “materiality”
An Overview of Limnological Studies in Brazilian Fish Farms - Supplementary Material
<p>Este repositório contém uma planilha Excel com dados complementares para o artigo <strong>"Uma visão geral dos estudos limnológicos nas pisciculturas brasileiras".</strong> A planilha inclui informações sobre a qualidade da água e parâmetros limnológicos observados em pisciculturas no Brasil, conforme discutido no artigo. Os dados abrangem variáveis como temperatura, pH, oxigênio dissolvido, entre outras, coletadas em diversas pisciculturas espalhadas pelo país.</p>
Supplementary Material - An overview of limnological studies in Brazilian fish farms
<p>Este repositório contém uma planilha Excel com dados complementares para o artigo <strong>"Uma visão geral dos estudos limnológicos nas pisciculturas brasileiras".</strong> A planilha inclui informações sobre a qualidade da água e parâmetros limnológicos observados em pisciculturas no Brasil, conforme discutido no artigo. Os dados abrangem variáveis como temperatura, pH, oxigênio dissolvido, entre outras, coletadas em diversas pisciculturas espalhadas pelo país.</p>
Supplemental Material for Astrangia poculata genome assembly
<p><span>Supplementary Table S<strong>5</strong>: GO annotations for the 143 terms enriched in the gene families unique to <em>A. poculata</em> relative to all other cnidarians included in this analysis (see Supplementary Table S2). </span><span> </span></p> <p><span>Supplementary Table S<strong>6</strong>: The gene annotations for all genes included in the gene families that were significantly different in size between <em>A. poculata</em> and <em>A. millepora</em>.</span></p> <p><span>Supplememtary Table S<strong>7</strong>: GO annotations for significantly enriched terms in the 73 gene families that were significantly larger in <em>A. millepora </em>relative to <em>A. poculata</em>.</span></p> <p><span>Supplememtary Table S<strong>8</strong>: GO annotations for significantly enriched terms in the 97 gene families that were significantly larger in <em>A. poculata </em>relative to <em>A. millepora</em>.</span></p>
Supplementary material: One of Many: A Neolithic Settlement History of the Three Lakes Region in Western Switzerland
<p>Data and code to produce the figures of the paper "One of Many: A Neolithic Settlement History of the Three Lakes Region in Western Switzerland" by Julian Laabs. In the edited book: Heitz, C., Stapfer, R., Hinz, M. (Eds.), 2024. Aufgetau(ch)t. Archäologie zu Seeufer­­siedlungen, Eisfunden und Klimawandel. Festschrift für Albert Hafner zum 65. Geburtstag. Sidestone Press, Leiden. DOI: <a href="https://doi.org/10.59641/uu545xg">10.59641/uu545xg</a><br><br></p>
Material Suplementar - Evolução da ferramenta Silver Bullet para o Guia do Conjunto de Conhecimentos em Gerenciamento de Projetos 7º edição: Um Estudo de Caso
<p>Este repositório representa o conjunto de dados obtidos através da realização de um estudo de caso na ferramenta Silver Bullet no segundo semestre de 2024.<br><br>Estão disponíveis os dados obtido através dos feedbacks da ferramenta, bem como os formulários utilizados para a coleta de dados e os dados dos mesmos.</p>
Supplementary material for "Tracing emerging contaminants from the Baltic Sea and North Sea in fjord waters in southern Norway with rare earth elements as far-field tracers"
<p><span>Dataset presented and discussed in the manuscript of the research article “</span><span>Tracing emerging contaminants from the Baltic Sea and North Sea in fjord waters in southern Norway with rare earth elements as far-field tracers</span><span><span>” by Zocher et al. The manuscript will be submitted to <em>Environmental Pollution</em> and was prepared by the following authors: </span></span></p> <p> </p> <p><span><span>Anna-Lena Zocher (1), Tomasz Maciej Ciesielski (2,3), Stefania Piarulli (4), Julia Farkas (4) and Michael Bau (1). </span></span></p> <p><span> </span></p> <p><span><span>(1) School of Science, Constructor University, Bremen, Germany</span></span></p> <p><span><span>(2) Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway</span></span></p> <p><span><span>(3) </span></span><span><span>Department of Arctic Technology, The University Centre in Svalbard (UNIS), Longyearbyen, Norway</span></span></p> <p><span><span>(4) SINTEF Ocean, Trondheim, Norway</span></span></p> <p> </p> <p><span>This work was conducted within the ELEMENTARY project, and we appreciate funding from the Norwegian Research Council (grant No. 301236).</span></p>
Supplementary material for "Rare earth elements and yttrium in Polish rivers and the input of anthropogenic gadolinium into the Baltic Sea"
<p>This dataset is presented and discussed in the research article “Rare earth elements and yttrium in Polish rivers and the input of anthropogenic gadolinium into the Baltic Sea” by Alemu et al. This manuscript will be submitted to Environmental Pollution and was prepared by the following authors: Addis Kokeb Alemu (1,2), Keran Zhang (1), David Ernst (1), and Michael Bau (1). </p> <p>1Critical Metals for Enabling Technologies – CritMET, School of Science, Constructor University, Campus Ring 1, 28759 Bremen, Germany</p> <p>2Department of Chemistry, College of Natural and Computational Sciences, University of Gondar, P.O. Box 196, Gondar, Ethiopia</p> <p> </p> <p> </p> <p>Table A1 includes the general information and data for all sampling stations and reference materials used. </p> <p>Figs. A1 and A2 show the concentrations of total Gd and anthropogenic Gd in samples from the Oder River (OD) and its major tributary, the Warta River (Wa), as well as the Vistula River (VS) and its major tributaries: San (Sn), Bug (BG), Brda (BR), and Narew (NR).</p>
Supplementary material for paper "A fresh look at the celery collenchyma and parenchyma cell walls through a combination of biochemical, histochemical, and transcriptomic analyses"
Open the record for dataset details and reuse information.
Supplemental Material: High serological barriers may contribute to restricted Influenza-A-virus transmission between pigs and humans
<p>Human-to-swine (reverse zoonotic) transmission of seasonal and pandemic human influenza A viruses (IAV) to pigs primarily replenishes the vast reservoir of genetically and antigenically heterogeneous swine (sw) IAV maintained in domestic pigs worldwide. Sporadic but regularly observed cases of pig-to-human (zoonotic) infections with swIAV tend to be discovered by chance, with children being affected disproportionately often.</p> <p>Here, a total of 3070 porcine and 333 human nasal swab samples from 135 swine farms in Germany were investigated for IAV by real time RT-PCR and full genome sequencing. In addition, swIAV sequences generated in the frame of this study were analyzed to determine potential mutations for human MxA and BTN3A3 escape. </p> <div> <p><strong>01_Table S1: </strong>Summary of information of swine holdings and RT-qPCR results. 1 indicates applicable; 0 indicates not applicable; n.d. indicates not determined.</p> <p><strong>02_Table S2</strong>: Summary of information about human samples and. 1 indicates applicable; 0 indicates not applicable; n.d. indicates not determined.</p> <p><strong>03_Table S3: A.</strong> Comparison of relevant mutations in the genome of MWP/21, swine-MWP/21, and NRW/22 generated by Flusurver (http://flusurver.bii.a-star.edu.sg). 1 indicates the presence of mutation(s), 0 indicates the absence of those mutation(s).<strong> B.</strong> Visualization of the AA differences of affected segments of the zoonotic case MWP/21 and the corresponding sequence (sw-MWP/21) generated from pigs of the related herd. </p> <p><strong>04_Table S4: </strong>Accession number (EPI_ISL) of sequences analyzed in the frame of this study. All sequences are available on GISAID EpiFLU.</p> <p><strong>05_Table S5: </strong>Amino acids on positions in the nucleoprotein (NP) sequence associated with MxA resistance and BTN3A3 resistance of selected swIAV NP sequences. "av) indicates genome segments phylogenetically associated with the avian-derived H1 (1C), "pdm" indicates those of the human pandemic A/H1N1 2009 lineage (1A). </p> <p><strong>06_Figure S1: </strong>Phylogenic tree of swIAV H1 HA gene of the clades 1A, 1B and 1C annotated by global H1-lineage nomenclature by Anderson et al. (2016). Swine derived swIAV sequences generated in the frame of this study are colored in red, zoonotic cases MWP/21 and NRW/22 are colored in green. The reverse-zoonotic case is highlighted in violet with its closest related human sequence colored in green.<strong> </strong></p> <p><strong>07_Material and Methods:</strong> Description of material used and specification of applied methods in the frame of this study.</p> <p><strong>08_Questinonaire human participants:</strong> Questionaire used in the frame of this study.</p> <p><strong>09_Questinonaire swine farms:</strong> Questionaire used in the frame of this study.</p> </div> <p> </p>
Spectrum, time course, stages, and a proposal for the diagnosis of histamine intolerance in general practice: A Nonrandomized, Quasi-Experimental Study - Supplementary material 1 and supplementary material 2 for "Spectrum, time course, stages, and a proposal for the diagnosis of histamine intolerance in general practice: A Nonrandomized, Quasi-Experimental Study"
<p><span>File name: Supplementary material 1. All data.xls</span></p> <p><span>Title of data: Questionnaire, all patients’ answers. Number of patient-doctor meetings with upper respiratory symptoms in primary care</span></p> <p><span>Description of data: The administered questionnaires (first/initial and second/post-diet). All patients’ answers. Number of patient-doctor meetings 01.09.2021-27.09.2024. with upper respiratory symptoms in primary care.</span></p> <p><span> </span></p> <p><span>File name: Supplementary material 2. Educational material and proposed questionnaire.doc</span></p> <p><span>Title of data: Proposed questionnaire for histamine intolerance in primary care. Educational material for patients with histamine intolerance</span></p> <p><span>Description of data: Proposed questionnaire for HIT in primary care. Educational material for patients to help establish </span><span>cause-and-effect relationships between their meals and their experienced symptoms. Food-symptom diary.<span><br></span></span></p>
Supplementary material: The FEniCS Project on AWS Graviton3
<p>This archive contains the manuscript source, raw data and plotting code for the paper "The FEniCS Project on AWS Graviton3".</p> <p>The associated repository is located at https://github.com/michalhabera/aws-graviton-benchmark</p>
Supplemental materials to "A quasi-2D model of convectively coupled vortices"
<p>math_derivation_note: A hand-written note of key mathematical steps, mostly about section 4 and Appendix C. </p> <p>quasi-2D model.zip: The package of the quasi-2D model code.</p> <p>postprocess_code_quasi2D.zip: The package of the postprocessing codes and intermediate files (.mat) related to the quasi-2D simulations.</p> <p>postprocess_code_CM1.zip: The package of the postprocessing codes and intermediate files (.mat) related to the CM1 simulation.</p> <p>Group_dh.avi: The Group-dh experiments with varying convective intermittency (dh/H). The first, second, and third column shows Group-dh-1, Ref, and Group-dh-2. Only the first member of each experimental ensemble is shown. The first row shows the raw vorticity normalized by f. The second shows the Gaussian-filtered vorticity (with a length scale of <em>l</em>=30 km) normalized by f. The black contour is the zero-value contour of the Gaussian-filtered vorticity.</p> <p>Group_dL.avi: The Group-<em>l</em> experiments with varying convective filter length <em>l.</em> The first, second, and third column shows Ref (<em>l</em>=30 km), Group-<em>l</em>-1 (<em>l</em>=45 km), and Group-<em>l</em>-2 (<em>l</em>=60 km). Only the first member of each experimental ensemble is shown. The first row shows the raw vorticity normalized by f. The second shows the Gaussian-filtered vorticity (with a length scale of <em>l)</em> normalized by f. The black contour is the zero-value contour of the Gaussian-filtered vorticity.</p> <p>Group_fE.avi: The Group-fE experiments with varying Coriolis parameter f and Ekman number E<em>.</em> They differ in the strength of the rotational flow. The first, second, and third column shows Group-fE-1 (f=1e-5 1/s), Ref (f=1e-4 1/s), and Group-fE-2 (f=2e-4 1/s). Only the first member of each experimental ensemble is shown. The first row shows the raw vorticity normalized by f. The second shows the Gaussian-filtered vorticity (with a length scale of <em>l=</em>30 km<em>)</em> normalized by f. The black contour is the zero-value contour of the Gaussian-filtered vorticity.</p> <p>Group_eta.avi: The Group-eta experiments with varying mesoscale feedback parameter eta<em>.</em> They differ in the strength of the mesoscale feedback. The first, second, and third column shows Group-eta-1 (eta=0), Group-eta-2 (eta=1.2), and Group-eta-3 (eta=1.4). Only the first member of each experimental ensemble is shown. The first row shows the raw vorticity normalized by f. The second shows the Gaussian-filtered vorticity (with a length scale of <em>l=</em>30 km<em>)</em> normalized by f. The black contour is the zero-value contour of the Gaussian-filtered vorticity.</p> <p>Please contact Dr. Hao Fu (haofu@uchicago.edu) if you have any questions!</p>
Supplementary material for Gender & Personality & Tears manuscript (Gadea et al. 2025)
<p>Supplementary material for the manuscript "The impact of gender stereotypes and observer personality on the perceived authenticity of tears". Consists of: </p><p>- The anonymized databases (options A & B): only the age & gender of the participants are shown as demographic data, together with the results of the Salamanca questionnaire and the answers to the questions regarding perceptions about type of emotion, sincerity, and intensity for each photograph presented. </p><p>- The 10 photographs that were used in the study (men and women), both the originals and the ones that were edited with the tear digitally erased.</p>
Examination of 6 and 12 Month Follow-up of Calcium Hydroxide and Calcium Silicate Materials Used in Direct and Indirect Pulp Capping
<p>This dataset includes data evaluating the clinical and radiographic 6 and 12-month treatment success of calcium hydroxide and calcium silicate materials in indirect pulp therapy (IPT) and direct pulp capping (DPC) applications in teeth with deep dentin caries.</p>
Ethical Requirements in the Age of Artificial Intelligence - Supplementary material
<p><strong>Context:</strong> Software developers and users are growing concerned about the ethical use of software, especially with Artificial Intelligence (AI). In this context, we investigated how ethical requirements can be elicited and incorporated into software development. <strong>Problem</strong>: The challenge is identifying and defining effective methods for eliciting and managing ethical requirements in software development. <strong>Solution</strong>: We conducted a Systematic Literature Review (SLR) to identify techniques, methods, processes, frameworks, and tools for eliciting, analyzing, and specifying ethical requirements. <strong>IS Theory</strong>: We explore the application of theories related to requirements engineering, ethics in technology, and data governance. It focuses, in particular, on ensuring that information systems comply with ethical and legal principles from the beginning of the development cycle. <strong>Method</strong>: Following the Kitchenham and Charters protocol, we conducted an SLR with stages of planning, conducting, and reporting the results. <strong>Summarization of Results</strong>: We have identified 47 primary studies. These studies address different approaches to eliciting ethical requirements, including techniques based on user stories, analysis of ethical guidelines, specific frameworks such as ECCOLA, and methods such as interviews and modeling. <strong>Contributions and Impact on the IS area</strong>: The report contributes to the field by consolidating existing practices in the literature regarding ethical requirements. It provides a comprehensive overview of the techniques and tools available for integrating ethical considerations into software systems and identifies gaps and opportunities for future research. The study significantly impacts the IS field by providing practical and theoretical guidelines for eliciting ethical requirements in information systems.</p> <p>Supplementary material of SLR.</p>
Supplementary material - Comparison of electrified vertical trash racks – electric field and effects on species-specific fish behaviours
<p><strong>Videos_Rack_Interactions - </strong>Compiled videos consisting of all individual rack interactions observed for the tested configurations. Among the exploratory setups, only increasing voltages for chub with <em>PW </em>= 1 ms, <em>f</em> = 10Hz were included. </p> <p> </p> <p> </p> <p><strong>Data.xlsm- </strong>Excel document containing the following sheets:</p> <ul> <li><strong>Fish </strong>- Length, Height and catch date of the tested Eel, Brown Trout and Chub</li> <li><strong>Experiments </strong>- Summary table which configuration and species was tested on which date. </li> <li><strong>Setups </strong>- Overview of the tested setups and naming convention used in the paper (C1- C7) compared to the convention used in the dataset (R12 - R28) </li> <li><strong>Results - </strong>Results of the experiments. Each experiment consists of three lines (three fish). For each fish, the tested configuration, lengt and height, catch date as well as reaction to the bar rack ( bypass without rack contact, bypass with rack contact, refusal and rack passage) are detailed. </li> <li><strong>Results (Filtered) - </strong>Sheet results without formatting and without invalid experiments. </li> <li><strong>TIme to reaction </strong>- Additional evaluation how much time fish spent in the experiment on average after the starting compartment was opened until a firsts interaction with the rack or bypass passage was observed. </li> </ul>
Searching for non-English literature may be unnecessary for HTA Reports - supplemental material
Open the record for dataset details and reuse information.
The Influence of Code Comments on the Perceived Helpfulness of Stack Overflow Posts (Supplementary Material)
<p>Question-and-answer platforms such as Stack Overflow have become an important way for software developers to share and retrieve knowledge. However, reusing poorly understood code can lead to serious problems, such as bugs or security vulnerabilities. To better understand the role of code comments in the perceived helpfulness of answers on Stack Overflow, we conducted an online experiment simulating a Stack Overflow environment (n=91). The results indicate that block comments in particular were perceived as significantly more helpful than uncommented source code, especially by novices. Novices also found code snippets with block comments more helpful than those with inline comments. Interestingly, other surface features, such as the position of an answer and its usefulness score, were considered less important. The content of Stack Overflow has been a major source for training large language models. Although AI-based coding assistants such as GitHub Copilot, which are based on these models, might change the way Stack Overflow is used, our findings have implications beyond this specific platform. First, the findings of this study may help improve the ongoing relevance of community-driven platforms like Stack Overflow that provide human advice and explanations of code solutions to complement AI-based support for programmers. Second, since chat-based tools can be prompted to generate code in different ways, knowing which properties influence the perceived helpfulness of code snippets is beneficial.</p>
Supporting material for: Geological analysis of the dome field in western Utopia Planitia, on Mars
<p>These are the suplementary materials for the named paper, included shapefiles, jupyter notebook and raster images used in the paper. </p>
Supplemental materials to "A Laboratory Analogy for Mixing by Shallow Cumulus Convection"
<p>These are the supplemental materials to the paper "A Laboratory Analogy for Mixing by Shallow Cumulus Convection" published in Journal of Fluid Mechanics. DOI: <span>10.1017/jfm.2025.173</span> </p> <ul> <li>code_raw_data_video_temperature.zip - The MATLAB postprocessing code, raw video, and raw temperature profile data.</li> <li>reference_exp_S3_evolution_show.mp4 - An introductory movie of the reference experiment (S3) with an illustration. </li> <li>change_heating_voltage_F1(speed_x_5.76)_F5.mp4 - A movie about experiments that change the heating power. Experiment F1 (left panel) is accelerated with a factor of 5.76.</li> <li>change_initial_thickness_T2_T4_T5_(all_speed_x_16).mp4 - A movie about experiments that change the initial thickness of the syrup layer. All experiments are accelerated with a factor of 16.</li> <li>change_syrup_concentration_S1_S3_S7_(all_speed_x_16).mp4 - A movie about experiments that change the initial syrup concentration. All experiments are accelerated with a factor of 16. </li> <li>derivation_note.pdf - A math derivation note for some equations in the manuscript.</li> </ul> <p>If you have any questions, please contact Dr. Hao Fu: haofu736@gmail.com; haofu@uchicago.edu </p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.