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2,045 results for “Plan S”

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zenodo32/100

Metadata crosswalks for software management plans at NFDI4DS hackathon maSMP 2023

<p>Software Management Plans (SMPs) help formalize a set of structures and goals that ensure the research software is accessible and reusable in the short, medium and long term. Although not as common as the Data Management Plans, SMPs are gaining attention, with different communities providing examples and guidance on around it (e.g., ELIXIR SMPs, eScience Center in the Netherlands SMP Guidance and the Max Plank Digital Libraries SMP).</p><p>Machine-actionable SMPs (maSMPs) aim at providing a semantic layer on top of SMPs in the form of metadata schemas. Based on the <a href="https://doi.org/10.37044/osf.io/k8znb">ELIXIR SMPs</a> and inspired by the work done on the Research Data Alliance (RDA) <a href="https://github.com/RDA-DMP-Common/RDA-DMP-Common-Standard">machine-actionable Data Management Plan (maDMP)</a> application profile, the SemTec team at ZB MED has created an <a href="https://zenodo.org/doi/10.5281/zenodo.7806638">maSMP metadata schema</a> using <a href="https://schema.org/">schema.org</a> as base vocabulary.&nbsp;</p><p>The latest version of such maSMP metadata schema takes advantage of the crosswalks created at the NFDI4DS hackathon on maSMPs 2023.11.28 to 2023-12-01 organized by the SemTec team at ZB MED. The crosswalks data corresponding to Max Plank Digital Library SMP, <a href="https://doi.org/10.37044/osf.io/k8znb">ELIXIR SMPs</a>, and <a href="https://doi.org/10.14454/3w3z-sa82">DataCite Metadata Schema 4.4 - OutputManagementPlan</a> are included in this dataset collection. The files in the dataset collection are:</p><ul><li>"2023.11.29 maSMP crosswalk - NFDI4DS hackathon - Software.csv" - Crosswalk from the maSMP vr 2.0.0 to the Max Plank Digital Library SMP, <a href="https://github.com/KnowledgeCaptureAndDiscovery/somef">SOMEF</a>, and <a href="https://doi.org/10.37044/osf.io/k8znb">ELIXIR SMPs</a></li><li>"2023.11.29 maSMP crosswalk - NFDI4DS hackathon - MngPlan.csv" - Crosswalk from the maSMP to <a href="https://doi.org/10.14454/3w3z-sa82">DataCite Metadata Schema 4.4 - OutputManagementPlan</a> and the Max Plank Digital Library SMP</li><li>"2023.11.29 maSMP crosswalk - NFDI4DS hackathon - RDMO-SMP.csv" - Crosswalk from the Max Plank Digital Library SMP to metadata properties from different vocabularies</li><li>"Tables description.png" - Image showing a crosswalk template</li></ul><p>We acknowledge the feedback provided by other participants in the NFDI4DS hackathon on maSMPs (Esteban Gonzalez <a href="https://orcid.org/0000-0003-4112-6825">ORCID:0000-0003-4112-6825</a>, Yves Vincent Grossmann <a href="https://orcid.org/0000-0002-2880-8947">ORCID:0000-0002-2880-8947</a>, Carlos Utrilla Guerrero <a href="https://orcid.org/">ORCID:0000-0002-9994-1462</a>, Mariaisabel Gonzalez-Ocanto <a href="https://orcid.org/0000-0001-5485-9724">ORCID:0000-0001-5485-9724</a>,Thomas Pronk <a href="https://orcid.org/0000-0001-9334-7190">ORCID:0000-0001-9334-7190</a>, David Wallace <a href="https://orcid.org/0000-0001-8958-4601">ORCID:0000-0001-8958-4601</a>, Jürgen Windeck <a href="https://orcid.org/0000-0003-1909-4353">ORCID:0000-0003-1909-4353</a>).</p><p>The maSMP project is part of the NFDI4DataScience project funded by the German Research Foundation (DFG), project number 460234259. This dataset was created during the NFDI4DS hackathon on maSMPs at ZB MED 2023.</p><p>&nbsp;</p>

opencc-by-4.0Dec 2023View details →
zenodo32/100

Project J6 - Planning for Urban Freight: Putting it into Practice

<p>This document accompanies the Southeastern Transportation Research, Innovation, Development, and Education Center (STRIDE) Report number J6: <i>Planning for Urban Freight: Putting it into Practice</i>. Fulfilment of the project requirements requires that the data used be made publicly available through the Zenodo platform. Since this report details dissemination efforts to planning practitioners of prior STRIDE-funded research, the data for the report consists of the journal articles produced through those efforts. Therefore, the sources used to create these dissemination materials are listed below in fulfilment of the data sharing requirement.</p>

opencc-by-4.0Dec 2023View details →
zenodo32/100

TAX PLANNING AND MANAGEMENT: IMPERATIVES OF TAXPAYERS' INCENTIVES

<p>Understanding what is tax planning is one of the most important aspects of financial<br>planning. It is a practice where one analyzes his financial situation based on tax efficiency<br>point of view so as to invest and utilize their sources optimally. Tax planning means<br>reduction of tax liability by the way of exemptions, deductions and benefits.<br>Tax planning is the process of analyzing a financial plan or a situation from a tax<br>perspective. The objective of tax planning is to make sure there is tax efficiency. With the<br>help of tax planning, one can ensure that all elements of a financial plan can function<br>together with maximum tax-efficiency. Tax planning is a significant component of a<br>financial plan. Reducing tax liability and increasing the ability to make contributions<br>towards retirement plans are critical for success.<br>Tax planning comprises various considerations. Considerations such as size, the timing of<br>income, timing of purchases, and planning are concerned with other kinds of expenditures.<br>Also, the chosen investments and the various retirement plans should go hand-in-hand<br>with the tax filing status as well as the deductions in order to create the best possible<br>outcome.<br>Taxes can eat into your annual earnings. To counter this, tax planning is a legitimate way of<br>reducing your tax liabilities in any given financial year. It helps you utilize the tax<br>exemptions, deductions, and benefits offered by the authorities in the best possible way to<br>minimize your liability.</p>

opencc-by-4.0Dec 2022View details →
zenodo32/100

Planning resource adequacy of wind- and solar-based electricity systems: Input data and results files

<p>This record contains the input data and raw results files for the study titled "<a href="https://www.sciencedirect.com/science/article/pii/S2666792424000234">Planning reliable wind- and solar-based electricity systems</a>."</p> <p>Tyler H. Ruggles, Edgar Virg&uuml;ez, Natasha Reich, Jacqueline Dowling, Hannah Bloomfield, Enrico G.A. Antonini, Steven J. Davis, Nathan S. Lewis, Ken Caldeira, "Planning reliable wind- and solar-based electricity systems," Advances in Applied Energy, 2024, https://doi.org/10.1016/j.adapen.2024.100185.</p> <p>Additionally, csv files are provided to recreate the associated figures in the paper in the "Figures_files.zip" file.</p> <p>The input data contains&nbsp;wind and solar generation availability profiles and electricity demand profiles for the contiguous US. The profiles cover the years 1950-2022 and are calculated from the ERA5 dataset. The study only used the satellite era data from the year 1979 onward. Input profiles are presented at 4 resolutions: hourly, 2-hour, 3-hour, and 4-hour resolution.</p> <p>The results files contain some keys indicating the modeling scenario used: "SWB" = "Solar+Wind+Battery"; "SWBNG" = "Solar+Wind+Battery+Natural Gas generation"; and "SWBPGP" = "Solar+Wind+Battery+Power-to-H2-to-Power Loop". The files can be grouped into multiple categories:</p> <ol> <li>The main analysis including the initial energy system optimization results and the secondary system performance testing results. <ol> <li>Initial optimization results are found in zip files titled "Initial_Optimization_Jan29v1_*.zip"</li> <li>The testing of the optimized systems are found in the zip file "Lost_Load_Decade_Testing_Jan29v1.zip"</li> </ol> </li> <li>A secondary analysis compared systems optimized on a single year of data and tested on a single other year of data. Those results are in "Matrix_Figure_NYrs1_Aug04v1.zip"</li> <li>A supplementary analysis compared the modeled results using input data with the 4 different time resolutions. These results can be found in the zip files titled "DeltaT_Test_July08v1dt*.zip"</li> </ol>

opencc-by-4.0Dec 2023View details →
zenodo32/100

Supplementary Information of Multistage Provincial Power Expansion Planning and Market Design toward Energy Transition: A Case Study of Xinjiang in China

<p>Supplementary Information of Multistage Provincial Power Expansion Planning and Market Design toward Energy Transition: A Case Study of Xinjiang in China</p>

opencc-by-4.0Feb 2024View details →
zenodo32/100

Figure 5. Body plan reconstruction. A in Tentacular nature of the 'column' of the Cambrian diploblastic Xianguangia sinica

Figure 5. Body plan reconstruction. A, schematic drawing of the tentacle-sheath complex of Xianguangia. From left to right are shown the inside view, cross section and outside view. The tentacle consists of a proximal tentacle rod enveloped by a single outer sheath and a distal flexible portion. Ciliated pinnules emerge from tentacles laterally. B, lateral view of the whole-body shape with closed tentacle-sheath complexes.

opennotspecifiedJun 2023View details →
zenodo32/100

Strategic planning and organization of tourist destinations: a literature review and research agenda

Open the record for dataset details and reuse information.

opencc-by-4.0Mar 2024View details →
zenodo32/100

The dataset for β diversity pattern of megabenthic community on a seamount of Philippine Sea: Implications for conservation planning on the Kyushu-Palau Ridge

Open the record for dataset details and reuse information.

opencc-by-4.0Mar 2024View details →
zenodo32/100

Assessing Multiple Values of Nature in National Biodiversity Strategies and Action Plans: Coded Data

<p>We coded eleven National Biodiversity Strategies and Action Plans (NBSAPs) for the human values for nature (instrumental, instrinsic, and relational) expressed in the NBSAPs. The 11 country NBSAPs coded were: Angola, Australia, Bhutan, Czech Republic, Egypt, Germany, Guyana, Malaysia, Russia, Saint Vincent and the Grenadines, and Turkey. Each sentence, <span>defined as an orthographic unit beginning with a capital letter and ending with a full stop, was provided a value code (instrumental, intrinsic, relational, unspecified, &lsquo;not value orientation statement', or uncertain) depending on the value orientation of the statement. Coding criteria for each code is given below:&nbsp;</span></p> <p><span><span>&nbsp;</span></span></p> <table> <tbody> <tr> <td> <p><strong><span>Code</span></strong></p> </td> <td> <p><strong><span>Description</span></strong></p> </td> </tr> <tr> <td> <p><span>Instrumental</span></p> </td> <td> <p><span><span>●<span>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><span>Nature is described as valuable or useful for humans ends</span></p> <p><span><span>●<span>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><span>Mentions of provisioning services, regulating services, economic benefits, natural capital, stocks and harvests, use of nature (tourism/recreation was tagged as instrumental unless an explicit relational aspect mentioned)</span></p> </td> </tr> <tr> <td> <p><span>Intrinsic</span></p> </td> <td> <p><span><span>●<span>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><span>Nature is described as valuable regardless of humans</span></p> <p><span><span>●<span>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><span>Nature is valuable for natural (nonhuman) ends (e.g., forests must be preserved as habitats for animals)</span></p> <p><span><span>●<span>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><span>Nature as having a right to exist undisturbed by humans</span></p> </td> </tr> <tr> <td> <p><span>Relational</span></p> </td> <td> <p><span><span>●<span>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><span>Meaningful relationships with nature </span></p> <p><span><span>●<span>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><span>Links between nature and culture, identity, traditions, traditional knowledge, fairness, environmental justice and rights, sharing, future generations, heritage, responsibilities, human beings as a part of nature, and quality of life</span></p> <p><span><span>●<span>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><span>References to personified nature (e.g. &ldquo;Mother Earth&rdquo;)</span></p> </td> </tr> <tr> <td> <p><span>Unspecified</span></p> </td> <td> <p><span><span>●<span>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><span>Value or importance of nature is implied, but no direct link to instrumental, intrinsic, or relational values (e.g., &ldquo;our coastal and marine areas house important ecosystems&rdquo;; &ldquo;we have safeguarded all our key ecosystems, species and genetic diversity&rdquo;)</span></p> </td> </tr> <tr> <td> <p><span>Not value orientation statement</span></p> </td> <td> <p><span><span>●<span>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><span>Sentence does not imply value, or value statement does not link to nature. Purely biophysical language that is only descriptive (e.g., &ldquo;There are an estimated 15,000 species of plants in the country&rdquo;).</span></p> </td> </tr> </tbody> </table> <p>&nbsp;</p> <p>For a detailed overview of the methods, please refer the paper published in People and Nature.</p>

opencc-by-sa-4.0Apr 2024View details →
zenodo32/100

Ecosystem-based marine spatial planning assessment results

<p>The dataset shows the results of the assessment of the Spanish and French maritime spatial planning processes</p>

opencc-by-4.0Nov 2024View details →
zenodo32/100

Evaluating AI-generated Research Plans - Appendix

Open the record for dataset details and reuse information.

opencc-by-4.0Nov 2024View details →
dryad32/100

No evidence for future planning in Canada Jays (Perisoreus canadensis)

In the past 20 years, research in animal cognition has challenged the belief that complex cognitive processes are uniquely human. At the forefront of these challenges has been research on mental time travel and future planning in jays. We tested whether Canada Jays (<i>Perisoreus canadensis</i>) demonstrated future planning, using a procedure that had previously produced evidence of future planning in California Scrub-Jays (Aphelocoma californica). Future planning in this procedure is caching in locations where the bird will predictably experience a lack of food in the future. Canada Jays showed no evidence of future planning in this sense and instead placed caches in a location where food was usually available, the opposite of the behaviour described for California Scrub-Jays. We provide potential explanations for these differing results and suggest a re-evaluation of "complex cognition" as an explanation of caching behaviour in jays.

opencc-zeroNov 2021View details →
zenodo32/100

साँची Sānchī (Raisen, Madhya Pradesh). Plan of the site.

<p>Sānchī (Raisen, Madhya Pradesh). Plan of the site. &copy; Archaeological Survey of India.</p>

opencc-by-4.0Nov 2021View details →
zenodo32/100

A consistency evaluation of marine aquaculture with marine spatial planning by remote sensing and GIS

<p>This study used multi-phase satellite remote sensing images of Shandong Province and an automatic extraction algorithm for aquaculture to obtain aquaculture spatial distribution data. GIS spatial overlay analysis technology was used to superimpose marine functional zoning (2010&ndash;2020) data for comparative analysis to evaluate implementation effectiveness and existing problems in marine functional zoning.&nbsp;</p>

opencc-by-4.0Dec 2021View details →
dryad32/100

What can be learned from fishers' perceptions for fishery management planning? Case study insights from Sainte-Marie, Madagascar

<p>Local support is critical to the success and longevity of fishery management initiatives. Previous research suggests that how resource users perceive ecological changes, explain them, and cope with them, influences local support. The objectives of this study were two-fold. First, we collated local fishers' knowledge to characterize the long-term socio-ecological dynamics of the small-scale fishery of Sainte-Marie Island, in Madagascar. Second, we empirically assessed the individual- and site-level factors influencing support for fishery restrictions. Our results indicate that fishers observed a decline in fish abundance and catch sizes, especially in nearshore areas; many also perceived a reduction in fish sizes and the local disappearance of species. To maintain their catches, most fishers adapted by fishing harder and further offshore. Accordingly, fishers identified increased fishing effort (number of fishers and gear evolution) as the main cause of fishery changes. Collectively, our results highlight that the transition from a subsistence to commercial fishery, and resulting changes in the relationship between people and the fisheries, was an underlying driver of fishery changes. Additionally, we found that gender, membership to local associations, coping mechanisms, and perceptions of ecological health, were all interlinked and significantly associated with conservation-oriented attitudes. Conservation-oriented attitudes, however, were not associated with fishers' willingness to decrease fishing. In the short-term, area-based restrictions could contribute to building support for conservation. In the long-term, addressing the underlying causes of the decline will necessitate collaborations among the various groups involved to progressively build livelihood flexibility. Collectively, our study provides additional insights on the individual- and site-level factors influencing support for fishery restrictions. It also highlights the importance of dialoguing with fishers to ensure that fishery management plans are adapted to the local context.</p>

opencc-zeroDec 2021View details →
zenodo32/100

Planning Landscape Analysis for Self-Adaptive Systems

<p>This is the code and data for paper &quot;Planning Landscape Analysis for Self-Adaptive Systems&quot;.</p>

opencc-by-4.0Jan 2022View details →
zenodo32/100

Parameters for "Planning for the next pandemic: The Finnish colorectal cancer screening programme"

<p>Parameters used in the pape&nbsp;&quot;Planning for the next pandemic: The Finnish colorectal cancer screening programme&quot;&nbsp;</p>

opencc-by-4.0Mar 2022View details →
dryad32/100

Planning for Resilience: Incorporating scenario and model uncertainty and trade-offs when prioritizing management of climate refugia

<p>Climate change has become the greatest threat to the world's ecosystems. Locating and managing areas that contribute to the survival of key species under climate change is critical for the persistence of ecosystems in the future. Here we identify "Climate Priority" sites as coral reefs exposed to relatively low levels of climate stress that will be more likely to persist in the future. We present the first analysis of uncertainty in climate change scenarios and models, along with multiple objectives, in a marine spatial planning exercise and offer a comprehensive approach to incorporating uncertainty and trade-offs in any ecosystem. We first described each site using environmental characteristics that are associated with a higher chance of persistence (larval connectivity, hurricane influence and acute and chronic temperature conditions in the past and the future). Future temperature increases were assessed using downscaled data under four different climate scenarios (SSP1 2.6, SSP2 4.5, SSP3 7.0 and SSP5 8.5) and 57 model runs. We then prioritized sites for intervention (conservation, improved management or restoration) using robust decision-making approaches that select sites that will have a benign climate under most climate scenarios and models. The modeling work is novel because it solves two important issues. 1) It considers trade-offs between multiple planning objectives explicitly through Pareto analyses; and 2) It makes use of all the uncertainty around future climate change. Priority intervention sites identified by the model were verified and refined through local stakeholder engagement including assessments of local threats, ecological condition and government priorities. The workflow is presented for the Insular Caribbean and Florida, and at the national level for Cuba, Jamaica, Dominican Republic and Haiti. Our approach allows managers to consider uncertainty and multiple objectives for climate smart spatial management in coral reefs or any ecosystem across the globe.</p>

opencc-zeroApr 2022View details →
dryad32/100

Assessing the effectiveness of a forest Habitat Conservation Plan for a threatened seabird, the marbled murrelet

<p>Habitat Conservation Plans (HCPs) commonly facilitate habitat conservation on private land in the United States, yet the effectiveness of individual HCPs is rarely evaluated. Here, we assess the effectiveness of a high-profile HCP created by a lumber company to protect old-growth forest used for breeding by Marbled Murrelets (Brachyramphus marmoratus) on private land. We used 17 years of HCP-monitoring data to compare trends in murrelet occupancy and inland counts between private HCP areas and public reference areas over time. Based on occupancy models applied to audio-visual survey data, average occupancy was higher in public reference areas (0.85; 85% CI: 0.79-0.90) than in private HCP areas (0.46; 85% CI: 0.38-0.54). Numerically, trends in occupancy were slightly positive in public areas (λ=1.01; 85% CI: 0.94-1.08) and slightly negative in private areas (λ=0.97; 85% CI: 0.87-1.06), but confidence intervals did not preclude stable occupancy on both ownerships. Based on generalized linear mixed models applied to inland radar survey data, murrelet counts in private HCP areas (LS mean=8.7; 85% CI: 6.2-12.2) were lower than those in public reference areas (LS mean=14.8; 85% CI: 10.1-21.7), but confidence intervals overlapped. Murrelet counts declined by 12-17% annually on both ownerships over the study period based on the top model, but a closely competing interactive model suggested more rapid declines in public reference (14-20%) than in private HCP (10-15%) areas. Both models indicated that murrelet counts were negatively related to sea surface temperature, suggesting that warm ocean conditions negatively affect murrelet breeding effort. Collectively, these results suggest that while HCP habitat may be lower quality than public reference areas, the HCP has likely not exacerbated ongoing declines of murrelets in the region. This work highlights the importance of including reference areas when evaluating conservation policies. </p>

opencc-zeroApr 2022View details →
zenodo32/100

Piprahwa (Siddharthnagar district, Uttar Pradesh). Plan of the stūpa complex

<p>Piprahwa (Siddharthnagar district, Uttar Pradesh). Plan of the stūpa complex.</p>

opencc-by-4.0Apr 2022View details →

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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

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