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zenodo36/100

Bethel Digital Lockdown: Elbow Guard by Zach H

Model of a baseball elbow guard. It is a 44 custom guard that is designed to match the uniforms for the Bethel University Baseball team. Spending a lot of time working on baseball over quarantine is why an item like this is representational to my lockdown experience. Source: Objaverse 1.0 / Sketchfab

opencc-byOct 2020View details →
zenodo36/100

Twmbarlwm Hillfort & Motte Digital Surface Model

Twmbarlwm (the bare-topped hill) is located at the southern end of the Mynydd Henllys ridge. It overlooks the Ebbw Valley and Risca in South Wales and has panoramic views in all directions. This is the digital surface model version of the drone derived data. The photo-realistic model with detailed annotations of features can be seen here https://skfb.ly/6yyxW The contrast and lighting in this model has been optimized to show the detail of the hillfort defences, the gaps in the hillfort defences which are later breaches through the rampart and the unfinished southern rampart which displays quarry hollows and dumps of spoil. Also visible are the fine parallel stripes in the southern half of the hillfort of plough grooves for undated possible tree or crop planting. The Norman period (late 11th c. AD) motte castle mound lies at the eastern end of the hillfort. Visit the Twmbarlwm Society webpage http://www.twmbarlwm.co.uk/ Source: Objaverse 1.0 / Sketchfab

opencc-byApr 2018View details →
zenodo36/100

PARSEC D(DO)MP. Project tracksheets: scholarly publications, non peer-reviewed digital outputs, dataset log, and software log.

<p>This project outcome is allied to the Data and Digital Output Management Plan for the project (Stall et al. 2023). This resource contains templates for others to use when tracking their project outcomes and usages, accompanied by filled worksheets for the PARSEC project up until the date of version 2 (30 December 2023).</p> <p>The material provided is available as examplars from the PARSEC project&nbsp;and for use by others (excel templates) for the following categories:</p> <ol> <li>Scholarly Publications&nbsp;</li> <li>Non Peer-Reviewed Digital Outputs (to include Datasets, Software, Conferences, Posters, Presentations, Training Materials, Workshop Materials, etc.)</li> <li>Datasets - working log of datasets reviewed for use by the project&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</li> <li>Software - working log for software reviewed by the project (to include Models, Notebooks, Workflow, etc.)</li> </ol> <p>V2 contains an update for non peer-reviewed digital outputs (2a) containing new and discovered outputs.</p> <p>Stall, Shelley, Specht, Alison, Corr&ecirc;a, Pedro Luiz Pizzigatti, David, Romain, Edmunds, Rorie, Mabile, Laurence, Machicao, Jeaneth, Miyairi, Nobuko, Murayama, Yasuhiro, O'Brien, Margaret, Wyborn, Lesley, &amp; Vellenich, Danton Ferreira. (2023). PARSEC Data and Digital Output Management Plan and Workbook. Zenodo. https://doi.org/<a href="https://doi.org/10.5281/zenodo.3891426">10.5281/zenodo.3891426</a>.</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Digital Map of World Countries

<p>The dataset contains the borders of the world countries. It is encoded in the Esri&trade; shapefile format. It is based on data originally downloaded by the site&nbsp;<strong><a href="https://gadm.org/download_country_v2.html">https://gadm.org/download_country_v2.html</a>.&nbsp;</strong></p> <p>The Laboratory of Geomatics at the University of Pavia edited the original data by modifying some polygons and adding&nbsp;some fields in the associated table.</p> <p>&nbsp;</p>

opencc-by-4.0Nov 2020View details →
zenodo36/100

Replication package - Potential Effectiveness and Efficiency Issues in Usability Evaluation within Digital Health: A Systematic Literature Review

<p>1. File: <strong>Maqbool_SLR_2023_JSS_Inclusion_610.xlsm.</strong></p> <p>There are two sheets in&nbsp;file. A. <strong>Final_Selected_papers</strong>, (sheet) aims to provide a comprehensive list of articles (n=610) selected for our SLR, whose process and data items specified and detailed in the article.&nbsp;</p> <p>B. <strong>Rejected_After_Full_Review</strong>, (sheet) aims to provide a comprehensive list of articles (n=153) rejected for our SLR based on inclusion or exclusion criteria after full article review process, whose process and data items specified and detailed in the article.&nbsp;</p> <p>2. File:&nbsp;<strong>Maqbool_SLR_2023_JSS_Data_Extraction_Form.pdf</strong></p> <p>This file aims to provide a comprehensive data extraction form, whose process and data items specified and detailed in the article. The form was used to elicit data relevant to answer the postulated research questions. This form served as the foundation for the additional information presented in the final paper.</p> <p>3. File:&nbsp;<strong>Bilal_SLR_JSS_Primary_Studies_References.pdf</strong></p> <p>This file contains the primary selected studies (n=610) for the systematic literature review. The systematic review aims to explore and analyse research literature related to usability evaluation methods and their effectiveness and efficiency in the context of digital health applications.&nbsp;This file will help to identity reference of the primary selected study that is cited in the paper using a prefix (S, e.g. S137). This file can be used for peer review, ensuring the reliability and correctness of findings.</p> <p>4. File:&nbsp;<strong>SLR_Analysis_updated_2023.nvp</strong></p> <p>The data extracted from each article was recorded in a worksheet (Excel) and then coded in NVivo 12/14 to categorise (classify) and compare extracted facets. Each data item's category and related paper id are coded in the given Excel file. Papers were not included in the NVivo project due to copyright concerns. Relevant papers can be tracked using the provided spreadsheet file (see Paper ID cell).<br>The file(s) are cleaned as much as reasonable and other raw data is removed. This file does not include the matrix tables or codes, which were produced and analysed run-time during the analysis phase. Although the given package allows for re-generation.</p> <p>-------- UPDATE: --------</p> <p>5. File:&nbsp;<strong>SLR_Analysis_updated_2023_for_MAC.nvpx</strong></p> <p>This is an extra copy of NVivo project, created for the MAC user.</p> <p>&nbsp;</p> <p>This replication package is produced and published here. Research conducted by Karlstad University researchers. We publish data sets to improve coverage and accessibility. For more info or concerns, contact us.</p> <p>&nbsp;</p> <p>Linked paper published at: Maqbool, Bilal, and Sebastian Herold. "Potential effectiveness and efficiency issues in usability evaluation within digital health: A systematic literature review." <em>Journal of Systems and Software</em> (2023): 111881.</p> <p>DOI: <a href="https://doi.org/10.1016/j.jss.2023.111881">https://doi.org/10.1016/j.jss.2023.111881</a><br>&nbsp;</p> <p>This work was funded, in parts, by Region V&auml;rmland through the DHINO project, Sweden (Grant: RUN/220266) and Vinnova through the DigitalWell Arena (DWA) project, Sweden (Grant: 2018-03025).</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

AfriConEU Digital Innovation Ecosystem Dataset

<p>This dataset serves as a comprehensive resource capturing the activities and events conducted under the AfriConEU initiative, contributing as a valuable tool and secondary data source for those interested in studying the digital innovation ecosystem, particularly in Africa and Europe.</p> <p><strong>Purpose:</strong> This dataset aims to facilitate research and analysis of the digital innovation landscape by providing a wealth of data on event participation, pre-event baselines, and post-event evaluations. Researchers, policymakers, and stakeholders interested in the <a href="https://africoneu.eu/">AfriConEU project</a> and digital innovation ecosystems can utilise this dataset for a deeper understanding of the subject matter.</p> <p><strong>Contents:</strong></p> <ul> <li> <p><strong>Complete Registration and Attendance Data:</strong></p> <ul> <li>Records of participation in all AfriConEU events, with missing values coded as 99.</li> </ul> </li> <li> <p><strong>Pre-Evaluation Data:</strong></p> <ul> <li>Baseline measurements obtained from pre-event evaluations.</li> </ul> </li> <li> <p><strong>Evaluation Data for Capacity-Building Events:</strong></p> </li> <li> <p><strong>Evaluation Data from AfriConEU Brokerage Event:</strong></p> <ul> <li>Separate datasets for each panel, along with an overall evaluation dataset.</li> </ul> </li> <li> <p><strong>Evaluation Data for Design-Thinking Bootcamps:</strong></p> </li> <li> <p><strong>Follow-Up Surveys:</strong></p> <ul> <li>Nine datasets capturing post-event feedback and insights.</li> </ul> </li> <li> <p><strong>Capitalisation Event Evaluation Data:</strong></p> <ul> <li>Records assessing the outcomes of the Capitalisation and Celebration event.</li> </ul> </li> <li> <p><strong>PTH Conference Evaluation Data:</strong></p> <ul> <li>Data pertaining to the evaluation of the PTH Conference.</li> </ul> </li> </ul> <p><strong>Data Processing and Anonymisation:</strong> All data included in this dataset have been meticulously treated and anonymized to comply with the General Data Protection Regulation (GDPR) guidelines.</p>

opencc-by-4.0Jan 2024View details →
dryad36/100

The impact of market integration on the digital divide: An analysis based on the heterogeneous effect of innovation resource synergy

<p>Resource market reforms have provided opportunities for reducing the digital divide (DD). In this study, we analyzed the theoretical mechanism of the impact of market integration (MI) on DD and the intermediary role of innovation resource (IR) synergy. Data from 271 cities in China were collected, and the DEA–Malmquist index and Thiel index were utilized to quantify DD among these cities during 2011–2019. The intermediary effect and SDM models were adopted for an empirical analysis. The results showed that (1) MI had a negative effect on DD in addition to significant spatial spillover effects. MI widened DD in the local city but narrowed the same in the adjacent cities. (2) IR synergy exerted positive intermediary effects, which were heterogeneous. Through human resource synergy, MI narrowed DD, through knowledge synergy, MI widened DD, and through the R&amp;D capital synergy, MI did not significantly influence DD. (3) There was no significant spatial spillover effect of the intermediary role of IR synergy.</p>

opencc-zeroJan 2024View details →
dryad36/100

Data for: Information accessibility, accounting manipulation, and sustainable development of digital enterprises: Based on double moderating effect model and panel PSM-DID method

<p>A theoretical mechanism was analyzed from the micro perspective of the enterprise to explore how information accessibility moderates the effect of accounting manipulation on the sustainable development of digital enterprises. Using data from 1200 listing digital enterprises in China and the DEA-Malmquist index method, the efficiency value of digital enterprises in 2007–2021 was estimated to represent the index of sustainable development of digital enterprises. The accounting manipulation was detected using the panel PSM-DID method based on the Administrative Measures for the Recognition of High-tech Enterprise's policy. The information accessibility value was estimated based on the MDA method. Empirical studies were conducted using text analysis, the panel PSM-DID method, and the double moderating effect model. The results showed that: (1) Accounting manipulation had a negative impact on the sustainable development of "true" digital enterprises and the "fake" digital enterprises; (2) Information accessibility directly and positively enhanced the technological progress and scale efficiency of digital enterprises, and its moderating effect was heterogeneous, with a significant moderating effect on the "true" digital enterprises and a negative effect on the "fake" ones.</p>

opencc-zeroFeb 2024View details →
dryad36/100

Detectability of unresolved particles in off-axis digital holographic microscopy

<p>Off-axis digital holographic microscopy (DHM) provides both amplitude and phase images, and so may be used for label-free 3D tracking of micro- and nano-sized particles of different compositions, including biological cells, strongly absorbing particles, and strongly scattering particles. Contrast is provided by differences in either the real or imaginary parts of the refractive index (phase contrast and absorption) and/or by scattering. While numerous studies have focused on phase contrast and improving resolution in DHM, particularly axial resolution, absent have been studies quantifying the limits of detection for unresolved particles. This limit has important implications for microbial detection, including in life-detection missions for space flight. Here we examine the limits of detection of nanosized particles as a function of particle optical properties, microscope optics (including camera well depth and substrate), and data processing techniques and find that DHM provides contrast in both amplitude and phase for unresolved spheres, in rough agreement with Mie theory scattering cross-sections. Amplitude reconstructions are more useful than phase for low-index spheres and should not be neglected in DHM analysis.</p>

opencc-zeroFeb 2024View details →
dryad36/100

Design and implementation of a brief digital mindfulness and compassion training app for health care professionals: cluster randomized controlled trial

<p><strong>Background: </strong>Several studies show that intense work schedules make health care professionals particularly vulnerable to emotional exhaustion and burnout.</p> <p><strong>Objective:</strong> In this scenario, promoting self-compassion and mindfulness may be beneficial for well-being. Notably, scalable, digital app–based methods may have the potential to enhance self-compassion and mindfulness in health care professionals.</p> <p><strong>Methods: </strong>In this study, we designed and implemented a scalable, digital app–based, brief mindfulness and compassion training program called "WellMind" for health care professionals. A total of 22 adult participants completed up to 60 sessions of WellMind training, 5-10 minutes in duration each, over 3 months. Participants completed behavioral assessments measuring self-compassion and mindfulness at baseline (preintervention), 3 months (postintervention), and 6 months (follow-up). In order to control for practice effects on the repeat assessments and calculate effect sizes, we also studied a no-contact control group of 21 health care professionals who only completed the repeated assessments but were not provided any training. Additionally, we evaluated preand postintervention neural activity in core brain networks using electroencephalography source imaging as an objective<br>neurophysiological training outcome.</p> <p><strong>Results:</strong> Findings showed a post- versus preintervention increase in self-compassion (Cohen d=0.57; P=.007) and state-mindfulness (d=0.52; P=.02) only in the WellMind training group, with improvements in self-compassion sustained at follow-up (d=0.8; P=.01). Additionally, WellMind training durations correlated with the magnitude of improvement in self-compassion across human participants (ρ=0.52; P=.01). Training-related neurophysiological results revealed plasticity specific to the default mode network (DMN) that is implicated in mind-wandering and rumination, with DMN network suppression selectively observed at the postintervention time point in the WellMind group (d=–0.87; P=.03). We also found that improvement in self-compassion was directly related to the extent of DMN suppression (ρ=–0.368; P=.04).</p> <p><strong>Conclusions:</strong> Overall, promising behavioral and neurophysiological findings from this first study demonstrate the benefits of brief digital mindfulness and compassion training for health care professionals and compel the scale-up of the digital intervention.</p>

opencc-zeroFeb 2024View details →
dryad36/100

Data from: Digital PCR quantification of ultrahigh ERBB2 copy number identifies poor breast cancer survival after trastuzumab

<p>HER2/ERBB2 evaluation is necessary for treatment decision-making in breast cancer (BC), however current methods have limitations and considerable variability exists. DNA copy number (CN) evaluation by droplet digital PCR (ddPCR) has complementary advantages for HER2/ERBB2 diagnostics. In this study, we developed a single-reaction multiplex ddPCR assay for determination of ERBB2 CN in reference to two control regions, CEP17 and a copy-number-stable region of chr. 2p13.1, validated CN estimations to clinical in situ hybridization (ISH) HER2 status, and investigated the association of ERBB2 CN with clinical outcomes. 909 primary BC tissues were evaluated and the area under the curve for concordance to HER2 status was 0.93 and 0.96 for ERBB2 CN using either CEP17 or 2p13.1 as reference, respectively. The accuracy of ddPCR ERBB2 CN was 93.7% and 94.1% in the training and validation groups, respectively. Positive and negative predictive value for the classic HER2 amplification and non-amplification groups was 97.2% and 94.8%, respectively. An identified biological "ultrahigh" ERBB2 ddPCR CN group had significantly worse survival within patients treated with adjuvant trastuzumab for both recurrence-free survival (hazard ratio, HR: 3.3; 95% CI 1.1–9.6; <em>p</em> = 0.031, multivariable Cox regression) and overall survival (HR: 3.6; 95% CI 1.1–12.6; <em>p</em> = 0.041). For validation using RNA-seq data as a surrogate, in a population-based SCAN-B cohort (NCT02306096) of 682 consecutive patients receiving adjuvant trastuzumab, the ultrahigh-ERBB2 mRNA group had significantly worse survival. Multiplex ddPCR is useful for ERBB2 CN estimation and ultrahigh ERBB2 may be a predictive factor for decreased long-term survival after trastuzumab treatment.</p>

opencc-zeroMar 2024View details →
zenodo36/100

Digitization Workflow for Data Mining in Production Technology applied to a Feed Axis of a CNC Milling Machine

<p>Dataset accompanying the publication "Digitization Workflow for Data Mining in Production Technology<br>applied to a Feed Axis of a CNC Milling Machine" (<a title="Persistent link using digital object identifier" href="https://doi.org/10.1016/j.procs.2024.01.017" target="_blank" rel="noreferrer noopener"><span>https://doi.org/10.1016/j.procs.2024.01.017</span></a>).</p>

opencc-by-4.0Mar 2024View details →
dryad36/100

Using a standardized sound set to help characterize misophonia: The international affective digitized sounds

<p>Misophonia is a condition characterized by negative affect, intolerance, and functional impairment in response to particular repetitive sounds usually made by others (e.g., chewing, sniffing, pen tapping) and associated stimuli. To date, researchers have largely studied misophonia using self-report measures. As the field is quickly expanding, assessment approaches need to advance to include more objective measures capable of differentiating those with and without misophonia. Although several studies have used sounds as experimental stimuli, few have used standardized stimuli sets with demonstrated reliability or validity. To conduct rigorous research to better understand misophonia, it is important to have an easily accessible, standardized set of acoustic stimuli for use across studies. Accordingly, in the present study, the International Affective Digitized Sounds (IADS-2), developed by Bradley and Lang [1], were used to determine whether participants with misophonia responded to certain standardized sounds differently than a control group. Participants were 377 adults (132 participants with misophonia and 245 controls) recruited from an online platform to complete several questionnaires and respond to four probes (arousal, valence, similarity to personally relevant aversive sounds, and sound avoidance) in response to normed pleasant, unpleasant, and neutral IADS-2 sounds. Findings indicated that compared to controls, participants with high misophonia symptoms rated pleasant and neutral sounds as significantly more (a) arousing and similar to trigger sounds in their everyday life, (b) unpleasant, and (c) likely to be avoided in everyday life. For future scientific and clinical innovation, we include a ranked list of IADS-2 stimuli differentiating responses in those with and without misophonia, which we call the IADS-M.</p>

opencc-zeroApr 2024View details →
zenodo36/100

Dataset: Digital Transformation in Developing Countries (A Case Study)

<p>This data represents the availability of data to support the publication of researchers' papers on digital transformation in developing countries (case study: Indonesia).</p>

opencc-by-4.0Apr 2024View details →
zenodo36/100

CSRM Level 2 dataset: Seismometer orientation measurements of broadband seismic stations in the China Digital Seismograph Network

<p>This dataset contains detailed information on the azimuths of more than one thousand stations in the China Digital Seismic Network (CDSN) since 2014. Deng <em>et al</em>. (2024) utilized 5,456,816 three-component waveform data recorded by 1,056 broadband seismic stations of the CDSN from 2014 to 2022 to evaluate and correct the azimuths of the network. The primary research method employed was far-field <em>P</em>-wave polarization analysis, including principal component analysis and minimum tangential energy methods. By integrating the advantages of these two methods, they conducted a detailed analysis of the azimuths across the CDSN and carried out in-depth examinations and cause analyses for stations with significant azimuth deviations (&gt;5&deg;). Through a comprehensive analysis of the calculation results, network operation logs, and on-site inspections, they obtained detailed information on the azimuths of more than one thousand stations in the CDSN since 2014. <strong>Appendix I</strong> lists azimuth deviations for 956 stations, while <strong>Appendix II</strong> documents temporal variations in the azimuths for 104 stations.</p> <p>本数据库包含自 2014 年以来中国数字地震台网超过千个台站方位角的详细信息。Deng等 (2024) 依托中国数字地震台网 2014 至 2022 年间 1056 个宽频带地震台站所记录的 5,456,816 个三分量波形数据, 开展了台网方位角的评估与校正工作。研究方法主要采用远场 <em>P</em> 波偏振分析, 包括主成分分析和最小切向能量法。结合这两种方法的优点, 他们对中国数字地震台网的方位角进行了详细分析, 并对方位角偏差较大的台站 (&gt;5&deg;) 进行了深入检查与原因分析。通过对计算结果、台网运维日志及现场检查的综合分析, 他们获得了自 2014 年以来中国数字地震台网超过千个台站方位角的详细信息 (<strong>附件一</strong>列出了 956 个台站的方位角偏差, <strong>附件二</strong>记录了 104 个随时间变化的方位角信息) 。</p> <p><strong>Reference</strong>: Deng, W., Han, G., Li, J., &amp; Sun, L. Seismometer Orientation Measurements of Broadband Seismic Stations in the China Digital Seismograph Network.&nbsp;<strong><a href="https://doi.org/10.1785/0120240075">Paper link</a></strong></p> <p>If you face any problem or issue in the usage of this dataset, please feel free to communicate with the corresponding author Juan Li (<strong>juanli@mail.iggcas.ac.cn</strong>).</p>

opencc-by-4.0Nov 2024View details →
zenodo36/100

A Consumer Study on the Acceptance of Digitized Packaging for Food Quality Assessment

<p>Supplementary diagrams and pre-processed dataset to reproduce the findings of the publication "A Consumer Study on the Acceptance of Digitized Packaging&nbsp;for Food Quality Assessment" by Elia Henrichs, Julia Marie Senge, and Christian Krupitzer (University of Hohenheim, Department of Food Informatics and Computational Science Hub, Fruwirthstr. 21, D-70599 Stuttgart, Germany).</p>

opencc-by-4.0Nov 2024View details →
zenodo36/100

Unlocking born-digital literary heritage: The case of the Herman de Coninck floppy disks

<p>Datasets produced in the context of the research scenario &lsquo;<a href="https://clariahvl.hypotheses.org/tag/unlocking-born-digital-literary-heritage">Unlocking born-digital literary heritage: the case of the Herman de Coninck floppy disks&rsquo;</a><strong>&nbsp;</strong>in CLARIAH-VL. The aim of the research scenario was to partially &lsquo;unlock&rsquo; the digital files stored on the floppy disks in <a href="https://collectie.letterenhuis.be/ark:/24970/37a52c26-91da-5849-bccb-9cd6b012537d">Herman de Coninck's archive</a> in the collection of the <a href="https://letterenhuis.be">Letterenhuis</a> (Antwerp) by providing insights into their contents, grouping related files and linking the files with related files in the paper archive.</p> <p>Two datasets are provided: a list of all the persons and places mentioned in the files stored on the floppy disks (excluding De Coninck&rsquo;s personal communication) and a list of documents in De Coninck's archive related to the &ldquo;De vliegende keeper&rdquo;-columns. The list of persons and places alphabetically lists all the persons and places identified in the files using NER, their frequencies and the file in which this person or place appears (note that the list may still contain errors and duplicates). The list with "De vliegende keeper"-columns lists the title of the column and indicates the file on the floppy disks that holds a version of this column, whether a version of this column is can be found as printout or as newspaper clipping in the paper archive (C33941/323, C33941/324, C33941/325) and on which page of the collection of essays <em>De vliegende keeper</em> (1995) this essay appears.</p> <p>The <a href="https://clariahvl.hypotheses.org/tag/unlocking-born-digital-literary-heritage">blog posts of this research scenario</a> on CLARIAH-VL's website provide more information on the creation of the datasets.</p> <p>After approval, the files from the floppy disks (C339941/74) can be accessed at the Letterenhuis for further research.&nbsp;</p>

opencc-by-4.0Nov 2024View details →
zenodo36/100

Dataset Scooping review digital platforms and data management in Education

<p>Dataset used for a scoping review about digital platforms and data management in education</p>

opencc-by-4.0Nov 2024View details →
zenodo36/100

La Otra Edad de Plata: Historia Cultural y Digital. Biblioteca Digital Mnemosine

<p>V&iacute;deo divulgativo sobre la Biblioteca Digital Mnemosine y su base de datos sobre La Otra Edad de Plata.</p>

opencc-by-4.0Dec 2024View details →
zenodo36/100

Mnemosine Digital Library Architecture

<p>Mnemosyne digital library architecture, identifying relationships with external systems.</p>

opencc-by-4.0Nov 2024View details →

ScienceDex guides

Understand access before you commit

These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated 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.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

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.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

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.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

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.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

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.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

ScienceDex for faculty

Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.