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17,039 results for “Natural”

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zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Ricardo Armando Rossow, <a href="http://www.wikidata.org/entity/Q9068947">http://www.wikidata.org/entity/Q9068947</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroAug 2023View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Bruce S. Heming, <a href="http://www.wikidata.org/entity/Q56033999">http://www.wikidata.org/entity/Q56033999</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 2024View details →
zenodo40/100

Selected Simple Natural Antimicrobial Terpenoids as Additives to Control Biodegradation of Polyhydroxy Butyrate

<p><strong>Abstract</strong></p> <div>In this experimental research, different types of essential oils (EOs) were blended with polyhydroxybutyrate (PHB) to study the influence of these additives on PHB degradation. The blends were developed by incorporating three terpenoids at two concentrations (1 and 3%). The mineralization rate obtained from CO<sub>2</sub> released from each sample was the factor that defined biodegradation. Furthermore, scanning electron microscope (SEM), differential scanning calorimetry (DSC), and dynamic mechanical analysis (DMA) were used in this research. The biodegradation percentages of PHB blended with 3% of eucalyptol, limonene, and thymol after 226 days were reached 66.4%, 73.3%, and 76.9%, respectively, while the rate for pure PHB was 100% after 198 days, and SEM images proved these results. Mechanical analysis of the samples showed that eucalyptol had the highest resistance level, even before the burial test. The other additives showed excellent mechanical properties although they had less mechanical strength than pure PHB after extrusion. The samples&rsquo; mechanical properties improved due to their crystallinity and decreased glass transition temperature (Tg). DSC results showed that blending terpenoids caused a reduction in Tg, which is evident in the DMA results, and a negligible reduction in melting point (Tm).</div> <p>&nbsp;</p> <p><strong>Open access data</strong></p> <p>The datasets for this publication can be accessed using the DOI: 10.5281/zenodo.13829790 or via the zip folder below.</p>

opencc-by-4.0Nov 2022View details →
zenodo40/100

Pre-existing natural variations of adult neurogenesis and anxiety predict hierarchical social status of inbred male mice.

<p>CVS files and image files of all data presented in the correcponding figures.&nbsp;</p>

opencc-by-4.0Sep 2024View details →
zenodo40/100

Species introductions cause phylogenetically structured successional pathways in natural wood-inhabiting fungal communities

<p>These files include the data and the scripts for reproducing the results presented in the manuscript "Species introductions cause phylogenetically structured successional pathways in natural wood-inhabiting fungal communities".</p> <p>Description of the files can be found from the README.docx file.</p>

opencc-by-4.0Sep 2024View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Joachim Oehlke, <a href="http://www.wikidata.org/entity/Q73802076">http://www.wikidata.org/entity/Q73802076</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 2024View details →
zenodo40/100

Elucidating the Hierarchical Nature of Behavior with Masked Autoencoders

<p>#########</p> <p>Elucidating the Hierarchical Nature of Behavior with Masked Autoencoders</p> <p>#########</p> <p>Authors: Lucas Stoffl, Andy Bonnetto, St&eacute;phane D'Ascoli &amp; Alexander Mathis</p> <p>Affiliation: Ecole Polytechnique de Lausanne (EPFL)</p> <p>Date: 25/09/2024</p> <p>Link to the BiorXiv article : https://doi.org/10.1101/2024.08.06.606796</p> <p>-----------------</p> <h2>Provided data (hBehaveMAE checkpoints)</h2> <p>We provide a collection of pre-trained models that were reported in our paper, allowing you to reproduce our results for MABe22, hBABEL and Shot7M2 datasets.</p> <p>Note that you can <a href="https://huggingface.co/datasets/amathislab/SHOT7M2">download Shot7M2</a> on HuggingFace and <a href="https://github.com/amathislab/BehaveMAE/tree/main/hBABEL">generate hBABEL</a> by following the instructions on the <a href="https://github.com/amathislab/BehaveMAE">github page.</a></p> <ul> <li><strong>hBehaveMAE_hBABEL.pth </strong>: checkpoint for the hBehaveMAE pre-trained on the hBABEL dataset</li> <li><strong>hBehaveMAE_Shot7M2.pth</strong> : checkpoint for the hBehaveMAE pre-trained on the Shot7M2 dataset</li> <li><strong>hBehaveMAE_MABe22.pth</strong>: checkpoint for the hBehaveMAE pre-trained on the MABe22 dataset</li> </ul> <h2>References</h2> <p>If you find our code, weights or ideas useful, please cite:</p> <table> <tbody> <tr> <td>@article {Stoffl2024hBehaveMAE,<br>&nbsp; &nbsp; author = {Stoffl, Lucas and Bonnetto, Andy and d{\textquoteright}Ascoli, St{\'e}phane and Mathis, Alexander},<br>&nbsp; &nbsp; title = {Elucidating the Hierarchical Nature of Behavior with Masked Autoencoders},<br>&nbsp; &nbsp; elocation-id = {2024.08.06.606796},<br>&nbsp; &nbsp; year = {2024},<br>&nbsp; &nbsp; doi = {10.1101/2024.08.06.606796},<br>&nbsp; &nbsp; publisher = {Cold Spring Harbor Laboratory},<br>&nbsp; &nbsp; URL = {https://www.biorxiv.org/content/early/2024/08/08/2024.08.06.606796},<br>&nbsp; &nbsp; eprint = {https://www.biorxiv.org/content/early/2024/08/08/2024.08.06.606796.full.pdf},<br>&nbsp; &nbsp; journal = {bioRxiv}<br>}</td> </tr> </tbody> </table>

openapache2.0Aug 2024View details →
zenodo40/100

Resources for "BMF CP 87: Coastal activities enabling close connections with nature, nature connectedness, and health outcomes"

<p>The current study is conducted to examine the following research questions:</p> <ul> <li>How is the relationship between general coastal activities enabling close connections and mental health in the previous year conditional on the nature connectedness?</li> <li>How is the relationship between general coastal activities enabling close connections and perceived general health in the previous year conditional on the nature connectedness?</li> </ul>

opencc-by-4.0Sep 2024View details →
zenodo40/100

Resources for "BMF CP 86: The associations between coastal activities enabling close connections to nature and health outcomes"

<p><span>The current study is conducted to examine the following research questions:</span></p> <ul> <li><span>How are coastal activities enabling close connections to nature associated with the mental health condition of the visitors in the previous year?</span></li> <li><span>How are coastal activities that have close connections to nature associated with the perceived general health condition of the visitors in the previous year?</span></li> </ul>

opencc-by-4.0Sep 2024View details →
zenodo40/100

Resources for "BMF CP 85: Childhood residential proximity to the coast, nature connectedness, and peace of mind"

<p><span>The current study is conducted to examine the following research questions:</span></p> <ul> <li><span>How are the residential proximity to the coast during childhood and nature connectedness associated with peace of mind when visiting the coast?</span></li> <li><span>Does the residential proximity to the coast during childhood moderate the relationship between nature connectedness and peace of mind when visiting the coast?</span></li> <li><span>How is the peace of mind associated with improved thinking when visiting the coast?</span></li> </ul>

opencc-by-4.0Sep 2024View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Emma Lucy Braun, <a href="http://www.wikidata.org/entity/Q5372895">http://www.wikidata.org/entity/Q5372895</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 2024View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Hans-Dietrich Kahlke, <a href="http://www.wikidata.org/entity/Q28604390">http://www.wikidata.org/entity/Q28604390</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 2023View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Charlotte Stark, <a href="http://www.wikidata.org/entity/Q130358022">http://www.wikidata.org/entity/Q130358022</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroJun 2023View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Elise Braig, <a href="http://www.wikidata.org/entity/Q129001191">http://www.wikidata.org/entity/Q129001191</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 2024View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Elisabeth Adrienne de Wiljes-Hissink, <a href="http://www.wikidata.org/entity/Q111662429">http://www.wikidata.org/entity/Q111662429</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 2024View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by R.J. Staniforth, <a href="http://www.wikidata.org/entity/Q36670186">http://www.wikidata.org/entity/Q36670186</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 2024View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Magda Hiorthøy, <a href="http://www.wikidata.org/entity/Q107552961">http://www.wikidata.org/entity/Q107552961</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 2024View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Morten Falck, <a href="http://www.wikidata.org/entity/Q15651573">http://www.wikidata.org/entity/Q15651573</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 2024View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Ludmila Reitmayerová, <a href="http://www.wikidata.org/entity/Q26179017">http://www.wikidata.org/entity/Q26179017</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 2024View details →
zenodo40/100

Natural history specimens collected and/or identified and deposited.

Natural history specimen data collected and/or identified by Edward E. Terrell, <a href="http://www.wikidata.org/entity/Q21510522">http://www.wikidata.org/entity/Q21510522</a>. Claims or attributions were made on Bionomia, <a href="http://bionomia.net">https://bionomia.net</a> using specimen data from the Global Biodiversity Information Facility, <a href="https://gbif.org">https://gbif.org</a>.

opencc-zeroSep 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.