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2,731 results for “barriers”

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zenodo44/100

MiRoR5 - P2- Overcoming Barriers to Mobilizing Collective Intelligence in Research: Qualitative Study of Researchers With Experience of Collective Intelligence.

<p>Anonymised data of&nbsp;respondents to an open-ended online survey on their experience with collective intelligence</p>

opencc-by-4.0Sep 2019View details →
zenodo44/100

Raw and analyzed data for manuscript: "An open-source surface barrier discharge plasma pretreatment for reduced cracking of outdoor wood coatings"

<p><strong>Highlights:</strong></p> <ul> <li>Surface barrier discharges are an affordable and available plasma technology for industrial, laboratory and home-workshop applications.</li> <li>Plasma pretreatments had no impact on the appearance of different protective wood coating for outdoor usage.</li> <li>The weathering performance of outdoor wood coatings improved by plasma, showing less cracks and less biotic factors.</li> </ul>

opencc-by-4.0Oct 2020View details →
zenodo44/100

Data from: "Mapping opportunities and barriers for coexistence between people and pumas in the Argentine Dry Chaco"

<p>Data from: "Mapping opportunities and barriers for coexistence between people and pumas in the Argentine Dry Chaco"</p><p>====================================================</p><p>Datasets include: &nbsp;</p><p>1. .csv file with puma occurrence data in 149 sites and analyzed covariates (pumadata.csv)</p><p>2. .txt file with puma occupancy modelling scripts (pumascript.txt).</p><p>3. .txt. file with interview data (intdataf.txt).</p><p>4. .txt file with scripts for conflict risk modelling and mapping (confscript.txt).</p><p>5. three zip files with .tiff of the three covariates used for conflict risk mapping (goat.zip, disturbedpr.zip,</p><p>pue1km.zip).</p><p>6. .csv file with protected area data: number of pixels for each landscape type within all protected areas,</p><p>strict protected areas and multiple-use protected areas (PAchaco.csv).<br>7. Read me file with more information on datasets (README.txt)</p><p>&nbsp;</p>

opencc-by-4.0Dec 2023View details →
zenodo44/100

Opportunities and barriers for promoting biodiversity in Danish beef production

<p>Code and data used in the paper "Opportunities and barriers for promoting biodiversity in Danish beef production" published in iScience.</p> <p>Pre-proof available at: <span>https://doi.org/10.1016/j.isci.2024.111422</span></p>

opencc-by-4.0Nov 2024View details →
zenodo44/100

Survey answers to identify barriers and enablers to climate change adaptation solutions (as part of the Adaptation AGORA project)

<p><span>This dataset s the result of collaborative work for Deliverable 4.1 (WP4; T4.1) of the Adaptation AGORA project. This survey aimed to capture the key factors supporting or hindering adaptation practitioners experienced with engaging citizens and stakeholders in climate change adaptation initiatives.&nbsp;</span></p> <p><span>The survey targeted <span>European adaptation practitioners, i.e., all professionals in charge of implementing climate change adaptation initiatives, and more particularly, those involved in collaborative processes engaging stakeholders and citizens </span><span>at the local and/or regional scale.</span></span></p> <p><span><span>The survev protocol can be found here: Euro-Mediterranean Center for Climate Change, University of Geneva, Stockholm Environment Institute, Barcelona Supercomputing Center, &amp; Agenzia per la Promozione della Ricerca Europea. (2024). Protocol to carry out surveys to identify barriers and enablers to climate change adaptation solutions. Zenodo. <a href="https://doi.org/10.5281/zenodo.13385305" target="_blank" rel="noopener">https://doi.org/10.5281/zenodo.13385305</a></span></span></p>

opencc-by-4.0Dec 2024View details →
zenodo44/100

Mixed methods systematic review and metasummary about barriers and facilitators for the implementation of cotrimoxazole and isoniazid - preventive therapies for people living with HIV.

<p>This is the&nbsp;minimal data set underlying the findings of our systematic review and metasummary:</p> <p>We uploaded the following data extracted from the studies included in our review:</p> <p>- Systematic Review protocol, also published in PROSPERO (CRD42019137778).</p> <p>- detailed description of studies included in our review.</p> <p>- barriers identified in the review (metasummary).</p> <p>- facilitators&nbsp;identified in the review.</p>

opencc-by-4.0Jan 2022View details →
zenodo44/100

Single molecule videos related to "MCM complexes are barriers that restrict cohesin-mediated loop extrusion" Part 2/3

<p>Videos of cohesin translocation and collisions between translocating cohesin and MCMs under physiological salt conditions collected with MicroManager 1.4 as tif image sequences. Vidoes of DNA stained with SYTOX Orange after collection of cohesin translocation are included as separate image sequences.</p>

opencc-by-4.0Apr 2022View details →
zenodo44/100

Single molecule videos related to "MCM complexes are barriers that restrict cohesin-mediated loop extrusion" Part 1/3

<p>Videos of collisions between translocating cohesin and MCMs under high salt conditions collected with MicroManager 1.4 as tif image sequences. Vidoes of DNA stained with SYTOX Orange after collection of cohesin translocation are included as separate image sequences.</p>

opencc-by-4.0Jan 2022View details →
zenodo44/100

Single molecule videos related to "MCM complexes are barriers that restrict cohesin-mediated loop extrusion" Part 3/3

<p>Videos of collisions between translocating cohesin and MCM containing the YDF motif under physiological salt conditions collected with MicroManager 1.4 as tif image sequences. Videos of DNA stained with SYTOX Orange after collection of cohesin translocation are included as separate image sequences.</p>

opencc-by-4.0Jan 2022View details →
zenodo44/100

Supplementary movies and figures for geophysical flows impacting a flexible barrier system

<p>The supplementary movies S1, S2, and S3 (presented in Figs. 1 and 2) show typical debris flow, debris avalanche, and rock avalanche impacting a flexible ring net barrier with &nbsp;vint = 6 m/s, respectively.</p> <p>As a supporting figure for Figs. 3b, 3c and 3d, Fig. S1 presents free surfaces of flowing layers and boundaries of dead zones measured at peak impacts for (a ~ d) DF, (e ~ h) DA and (i ~ l) RA cases near the slow-to-fast transitions.</p> <p>As a supplementary figure for Fig. 4, Fig. S2 presents the detailed barrier load-deformation cures until the peak barrier load is reached. It compares three Fr-dependent load-deflection&nbsp;modes of a flexible ring net barrier measured in all rock avalanche, debris avalanche and debris flow cases.</p>

opencc-by-4.0Dec 2021View details →
zenodo44/100

Even short‐distance dispersal over a barrier can affect genetic differentiation in Gyraulus, an island freshwater snail

<p>Supplementary dataset for a published paper, &quot;Saito T., Sasaki T., Tsunamoto Y., Uchida S., Satake K., Suyama Y., <em>et al.</em> (2022). Even short‐distance dispersal over a barrier can affect genetic differentiation in <em>Gyraulus</em> , an island freshwater snail. <em>Freshwater Biology</em> <strong>67</strong>, 1971&ndash;1983. <a href="https://doi.org/10.1111/fwb.13990">https://doi.org/10.1111/fwb.13990</a>&quot;</p>

opencc-by-4.0Aug 2022View details →
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Dataset for the article "Barriers and Opportunities for Sustainable Farming Practices and Crop Diversification Strategies in Mediterranean Cereal-Based Systems"

<p>Datasets from the surveys applied for the article &quot;Barriers and Opportunities for Sustainable Farming Practices and Crop Diversification Strategies in Mediterranean Cereal-Based Systems&quot;&nbsp;<a href="https://doi.org/10.3389/fenvs.2022.861225">https://doi.org/10.3389/fenvs.2022.861225</a></p>

opencc-by-4.0Sep 2022View details →
zenodo44/100

Intraspecific variation in reproductive barriers between two closely-related Arabidopsis sister species

<p>Reproductive isolation (RI) is a critical component of speciation and varies strongly in timing and strength among different sister taxa, depending e.g.<em>,</em> on the geography of speciation and divergence time. However, these factors may also produce variation in timing and strength among populations within species. Here we tested for variation in the expression of RI among replicate population pairs between the sister taxa <em>Arabidopsis lyrata</em> subsp. <em>lyrata</em> and <em>A. arenicola</em>. While the former is predominantly outcrossing, the latter is predominantly selfing<em>.</em> We focused on intrinsic prezygotic and postzygotic RI as both species occur largely in allopatry. We assessed RI by performing within-population crosses and interspecific between-population crosses, and by raising offspring. RI was generally high between all interspecific population pairs, but it varied in timing and strength depending on population history. Prezygotic isolation was strongest between the closest-related population pair, while early postzygotic isolation was high for all other population pairs. Furthermore, the timing and strength of RI depended strongly on cross direction. Our study provides empirical support that reproductive barriers between species are highly variable among population pairs and asymmetric within population pairs, and this variation seems to follow patterns typically described across species pairs.</p>

opencc-by-4.0Sep 2022View details →
zenodo44/100

High Accuracy Barrier Heights, Enthalpies, and Rate Coefficients for Chemical Reactions

<p>This Zenodo repository contains the data presented in Spiekermann, K. A.; Pattanaik, L.; Green, W. H.* <a href="https://www.nature.com/articles/s41597-022-01529-6">High Accuracy Barrier Heights, Enthalpies, and Rate Coefficients for Chemical Reactions</a>, Sci. Data 9, 417, (2022). We recommend people refer to this dataset as RDB7 i.e. a diverse reaction database whose transition states contain up to 7 heavy atoms.</p> <p>Atom-mapped SMILES, barrier heights, reaction enthalpies, and Reaction Mechanism Generator (RMG) reaction family for each reaction are listed in the comma-separated values files <strong><em>b97d3.csv</em></strong>, <strong><em>wb97xd3.csv</em></strong>, <strong><em>ccsdtf12_dz.csv</em></strong>, and<em> <strong>ccsdtf12_tz.csv</strong></em>. <em><strong>ccsdtf12_dz_individual_heats_of_formation.csv</strong></em> containing the individual heats of formation for each stable species (i.e., reactant and product). The values in all of these files are in kcal/mol. Q-Chem output files from the reoptimized products are provided for 16,302 reactions at B97-D3/def2-mSVP and for 11,926 reactions at &omega;B97X-D3/def2-TZVP level of theory. For convenience, these also include the original log files for the reactant, transition state, and non-reoptimized products from Grambow et al. (10.5281/zenodo.3715478) since they were used to calculate barrier heights, enthalpies, and rate constants in this work. The numbering of reaction indices matches that from the originally published dataset to facilitate easy comparison. MOLPRO output files from the single point calculations are provided for 11,926 reactions at the CCSD(T)-F12/cc-pVDZ-F12 level of theory as well as for the 15 validation reactions run at CCSD(T)-F12/cc-pVTZ-F12. The raw log files for all calculations are stored in&nbsp;<strong><em>b97d3.tar.gz</em></strong>, <strong><em>wb97xd3.tar.gz</em></strong>, <strong><em>ccsdtf12_dz.tar.gz</em></strong>, and <strong><em>ccsdtf12_tz.tar.gz</em></strong>. Each archive contains a separate folder for each reaction, which contains log files for the reactant, transition state, and product/s. The Q-Chem log files contain the output from a geometry optimization and harmonic vibrational analysis while the MOLPRO log files contain output from an energy calculation. Transition state theory rate constants, fitted Arrhenius parameters, and average percentage error between the calculated and fitted rate constants can be found for the rigid reactions in <strong><em>ccsdtf12_dz_rigid.csv</em></strong>. The list of 50 temperatures (K) used during Arrhenius fitting is provided in <strong><em>arkane_temperatures.csv</em></strong>, and the raw Arkane outputs are provided in <strong><em>ccsdtf12_dz_rigid.tar.gz</em></strong>.</p> <p>The improvement from fitting bond additivity corrections at&nbsp;B97-D3/def2-mSVP, &omega;B97X-D3/def2-TZVP, CCSD(T)-F12/cc-pVDZ-F12//&omega;B97X-D3/def2-TZVP, and&nbsp;CCSD(T)-F12/cc-pVTZ-F12//&omega;B97X-D3/def2-TZVP is shown in&nbsp;<strong><em>b97d3_def2msvp_BAC.csv</em></strong>, <strong><em>wb97xd3_def2tzvp_BAC.csv</em></strong>, <strong><em>ccsdtf12_ccpvdzf12__wb97xd3_def2tzvp_BAC.csv</em></strong>, and&nbsp;<strong><em>ccsdtf12_ccpvtzf12__wb97xd3_def2tzvp_BAC.csv</em></strong> respectively. The files contain the experimental and calculated enthalpies for the reference species from the RMG-database used for fitting. The correction values are publicly stored on the RMG-database GitHub on the AEC_BAC branch, though they are also provided in <strong><em>fitted_corrections.pkl</em></strong> for convenience. Further validation of the BACs at the double zeta level was done by comparing to experimental values from the Pedley set since over half of these molecules were not in the RMG-database training set used for fitting. The comparison is shown in <strong><em>ccsdtf12_dz_vs_Pedley_experimental.csv</em></strong>.</p> <p>&nbsp;</p>

opencc-by-4.0Apr 2022View details →
zenodo44/100

Barriers to Transitioning to a Circular Bio-based Economy: Findings from an Industrial Perspective

<p>The transition from a linear fossil-based to a circular bio-based economy represents an opportunity and a suitable pathway for achieving several sustainable development goals. However, the transition is a complex process since it requires transformative policies, purposeful innovation, access to finance, risk-taking capacity as well as new and sustainable business models and markets. Accordingly, the first step in this transition process is the identification of barriers that are hampering the transition to a sustainable circular bio-based economy. With this motivation in mind, this study reviews grey literature to identify barriers focusing on four critical sectors facing major challenges within the current linear economy and requiring a sustainable transition most urgently: construction, chemicals, plastics, and textile sectors. Employing an adapted STEEP methodology (Social, Technological, Economical, Environmental, Political), a total of 193 different barriers have been identified and clustered under six categories: cultural, technical, economic, environmental, governance, and structural. Regardless of the sector, cultural and structural barriers are identified as the most prominent; the lack of incentives for consumer behaviour change and lack of stakeholder collaboration were the most cited barriers among the literature records. From a value chain perspective, most of the barriers are related to the material processing and product manufacturing stage. Finally, potential solutions, extracted from the grey literature, are proposed to fill the gaps and overcome the identified barriers. Many of the identified barriers are common across the four investigated sectors, indicating the solutions or measures can be applicable in a wider perspective to promote the transition in the right direction.</p>

opencc-by-4.0Aug 2024View details →
zenodo44/100

Data and code for "First Principles Assessment of ZnTe and CdSe as Prospective Tunnel Barriers at the InAs/Al Interface"

<p>This is the complete release of data and code for publication "First Principles Assessment of ZnTe and CdSe as Prospective Tunnel Barriers at the InAs/Al Interface", <a href="https://chemrxiv.org/engage/chemrxiv/article-details/66ffec1acec5d6c1422377f8" target="_blank" rel="noopener">10.26434/chemrxiv-2024-w17ws-v2</a></p> <p>Contains VASP inputs (POSCAR, KPOINTS, INCAR) and partial data (large VASP output data files not included), post processed numpy files for plotting, python and jupyter scripts for processing and plotting, and workflows. Jupyter scripts that lead to figures in publication are labeled with figure number. Requires python packages of "<a href="https://github.com/caizefeng/vaspvis.git">https://github.com/caizefeng/vaspvis.git</a>" and "https://github.com/DerekDardzinski/OgreInterface" to plot and make structures respectively.</p> <p>Zip files each contain the different sections for the data, with bulk calculations, single material slab calculations, SM-SM bilayers, SM-Al bilayers, ZnTe and CdSe trilayers, interface matching and optimization, and OGRE structure provided.</p>

opencc-by-4.0Oct 2024View details →
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Data for "Low Barrier for Exciton Self-Trapping Enables High Photoluminescence Quantum Yield in Cs3Cu2I5"

<p>All structure files, including points along the configurational coordinate diagram, and data for optical spectra</p> <p>&nbsp;</p>

opencc-by-4.0Aug 2021View details →
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Ecological barriers mediate spatiotemporal shifts of bird communities at a continental scale

<p>### Ecological barriers mediate spatiotemporal shifts of bird communities ###</p> <p>Marjakangas, Bosco et al. 2022</p> <p>Methods explained in the publication (open access)</p> <p>--&gt; readme file explains how to use the data and code</p>

opencc-by-4.0Nov 2022View details →
zenodo44/100

ETHNA Validation Survey on Drivers and Barriers of Responsible Research & Innovation (RRI)

<p>This entry includes the ETHNA Validation Survey on Drivers and Barriers of Responsible Research &amp; Innovation (RRI) questions in PDF and the servey results in Excel. Ths survey was conducted by Centre for Social Innovation (ZSI) as part of the WP4 of the European ETHNA System project. The survey explores potential good RRI practices and possible measures to gauge the RRI institutionalisation progress at research-performing organisations.</p> <p>The online survey was sent in October 2021 to a broad group (10.000+) of potentially relevant expert stakeholders identified through a Web of Science database search with the aim of assessing the relevance of the identified drivers, barriers and good practices of RRI institutionalisation. Altogether 888 responses were received from 69 countries with a balanced gender representation, involving the opinion of mostly senior experts (55% having more than 15 years of experience).&nbsp;After filling out general demographic and organisational information, the respondents rated the perceived relevance of the RRI incentives, barriers and good practices that were the highest ranked at the end of the second consultation phase (using a Likert scale of 1-10).&nbsp;</p>

opencc-by-4.0Feb 2022View details →
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Data deposit accompanying Accurate Energy Barriers for Catalytic Reaction Pathways: An Automatic Training Protocol for Machine Learning Force Fields

<p>Dataset accompanying the paper: <em>&quot;Accurate Energy Barriers for Catalytic Reaction Pathways: An Automatic Training Protocol for Machine Learning Force Fields&quot;</em>. Contains the training sets curated during active learning as well as .xyz files used for creating the Figures.&nbsp;<br> <br> The paper highlights that the computational efficiency of ML force fields not only results in decreased computational costs for routine catalytic investigations but also facilitates more comprehensive exploration of catalytic pathways.</p> <p><strong>Published in NPJ Computational Materials</strong>:&nbsp;<a href="https://www.nature.com/articles/s41524-023-01124-2">https://www.nature.com/articles/s41524-023-01124-2</a><br> Formerly on Arxiv:&nbsp;<a href="https://arxiv.org/abs/2301.09931">https://arxiv.org/abs/2301.09931</a></p>

opencc-by-4.0Jan 2023View details →

ScienceDex guides

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

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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