Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
1,670
datasets available to search
ShareScore release 0.9.0
Dataset results
1,670 results for “FORCE”
Bilateral back extensor exosuit (BBEX) for multidimensional force assistance and prevention of spinal overuse injuries during lifting
<p>Lumbar spine injuries resulting from heavy or repetitive lifting remain a prevalent concern in workplaces. Back-support devices have been developed to mitigate these injuries by aiding workers during lifting tasks. However, existing devices often fall short in providing multidimensional force assistance for asymmetric lifting - an essential feature for practical workplace use. Additionally, validation of device safety across the entire human spine has been lacking. This paper introduces the Bilateral Back Extensors Exosuit (BBEX), a robotic back-support device designed to address both functionality and safety concerns. The design of the BBEX draws inspiration from the anatomical characteristics of the human spine and back extensor muscles. Employing a multi-degree-of-freedom architecture and serially connected linear actuators, the device's components are strategically arranged to closely mimic the biomechanics of the human spine and back extensor muscles. To establish the efficacy and safety of the BBEX, a series of human-subject experiments were conducted. Eleven healthy male participants engaged in symmetric and asymmetric lifting tasks while wearing the BBEX. The results confirm the ability of the BBEX to preserve the natural range of motion of the back and to provide effective multidimensional force assistance. Moreover, comprehensive safety validation was achieved through analyses of muscle fatigue in the upper and the lower erector spinae muscles, as well as mechanical loading on spinal joints during both lifting scenarios. By seamlessly integrating functionality inspired by human biomechanics with a focus on safety, this study offers a promising solution to address the persistent challenge of preventing lumbar spine injuries in demanding work environments.</p>
Compensating atmospheric adjustments reduce the volcanic forcing from Hunga stratospheric water vapor enhancement
<p>The uploaded scripts and data generate the figures of the manuscript "Compensating atmospheric adjustments reduce the volcanic forcing from Hunga stratospheric water enhancement."</p>
Energies, forces, and Born effective charges for water and MAPbI3 + Born effective charges and polarization data for a water dimer
<p>Datasets containing energies, forces, and Born effective charges for water and MAPbI3 in the VASP format (ML_AB, OUTCAR, and POSCAR), polarization data and Born effective charges for a water dimer are also included.</p> <p><strong>Energies and forces:</strong><br>H2O/MLFF/RPBE-D3/ML_AB – 64 water molecules, 654 configurations.<br>H2O/MLFF/SCAN/ML_AB – 64 water molecules, 972 configurations.<br>MAPbI3/MLFF/ML_AB – 8(MAPbI3), 1414 configurations, tetragonal and orthorhombic phase, SCAN.</p> <p><strong>Born effective charges:</strong><br>dimer/BEC/ – 2 water molecules, 150 configurations.<br>H2O/BEC/ – 64 water molecules, 100 configurations.<br>MAPbI3/BEC/ – 8(MAPbI3), 300 configurations, tetragonal, orthorhombic, and cubic phase.</p> <p><strong>Polarization:<br></strong>dimer/P/ – 2 water molecules, 1000 configurations.</p> <p>See preprint for more details: </p> <table> <tbody> <tr> <td><a href="https://doi.org/10.48550/arXiv.2404.19674">https://doi.org/10.48550/arXiv.2404.19674</a></td> </tr> </tbody> </table>
MD simulation of POPC bilayer with OPLS4 force field. Full hydration
<p>MD simulation of POPC bilayer with OPLS4 force field. Full hydration</p> <p>Dataset contains trajectories (_trj), topologies (-out.cms), input files and converted gromacs format files</p> <p>For the ease of the upload, trajectory file (_trj) is divided into 3 pieces and tarred (named desmond_md_popc_fullhydr_opls4_x-xns.tar.gz)</p> <p>System: POPC bilayer in water</p> <p>Number of lipids: 200 (100/leaflet)</p> <p>Number of waters: 9000</p> <p>Simulation time: 500 ns</p> <p>Simulation engine: Desmond 2021-3</p> <p>Temperature: 300 K</p> <p> </p>
Single particle analysis supplemental files for F-actin under myosin directed forces
<p>This dataset contains supplemental files associated with the single particle analysis for F-actin under myosin directed forces. Included are neural networks used to pick particles from 2D micrographs, flexibly fit atomic models and associated maps, and variability analysis-generated maps and associated models.</p>
Denoised tomograms and filament traces for F-actin under myosin directed forces
<p>This dataset contains the neural networks used to denoise cryo-electron tomograms of F-actin filaments under myosin directed forces as well as the denoised tomograms and filament traces.</p>
Saccharide simulations comparing CHARMM36, CHARMM36-NBFIX, and prosECCo75 force fields, part 4/4 after revisions
<p>Free energy of rotation around the glycosidic bond of (1,4)-D-GalA-D-GalA and (1,4)-D-GlcA-D-GlcNAc with three different force fields.</p>
ISMIP6 23rd Century Forcing Datasets
<p>These datasets provide the <a href="https://theghub.org/groups/ismip6/wiki/MainPage/ISMIP6Projections2300Antarctica" target="_blank" rel="external noopener">ISMIP6 Projections 2300 Antarctica</a> forcing data that focus on simulations of the Antarctica Ice Sheet (AIS) extended to year 2300.</p> <p>These simulations are based on CMIP5 and CMIP6 climate model outputs, and are a follow-on to the simulations to 2100 described in <a href="https://theghub.org/groups/ismip6/wiki/MainPage/ISMIP6-Projections-Antarctica" target="_blank" rel="external noopener">ISMIP6 Projections Antarctica</a> and the papers by <a href="https://tc.copernicus.org/articles/14/2331/2020/" target="_blank" rel="external noopener noreferrer">Nowicki et al. (2020)</a> and <a href="https://tc.copernicus.org/articles/14/3033/2020/" target="_blank" rel="external noopener noreferrer">Seroussi et al. (2020)</a>.</p> <h3>Downloading Data</h3> <p>The data can be downloaded from the <a href="sophie%20nowicki;%20ISMIP6%20Team%20(2024),%20"ISMIP6%2023rd%20Century%20Forcing%20Datasets,"%20https:/theghub.org/resources/5161.">Globus GHub-ISMIP6-Forcing-2300 endpoint</a>. Please log in and click on the Download tab to receive the Download instructions.</p>
Videos of electrochemiluminescence response for paper "Direct visualization of reactant transport in forced convection electrochemical cells and its application to Redox Flow Batteries"
<p>Videos showing the real time electrochemiluminescent light production in a serpentine flow field of a redox flow battery type system. The two videos show the difference when only an ITO electrode is used compared to when an ITO and carbon paper electrode is used.</p>
Data file for paper: Javier Rubio-Garcia; Anthony R J Kucernak, and Alexandra Charleson, "Direct visualization of reactant transport in forced convection electrochemical cells and its application to Redox Flow Batteries, Electrochemistry Communications, 2018
<p>Excel Data file containing the data presented in the figures of the paper:</p> <p>Javier Rubio-Garcia; Anthony R J Kucernak, and Alexandra Charleson, "Direct visualization of reactant transport in forced convection electrochemical cells and its application to Redox Flow Batteries</p> <p>Electrochemistry Communications, 2018,</p> <p>DOI:10.1016/j.elecom.2018.07.002</p> <p>Please cite the above reference if you wish to use this data</p>
Molecular dynamics simulations of lipid bilayers containing POPC and POPS with the lipid17 force field, NaCl and KCl salt concentrations
<p>Classical molecular dynamics simulations of various mixtures of POPC:POPS lipid bilayers in water solution at various NaCl, KCl and CaCl2 concentrations, with Na+ counterions (and K+ counterions when noted with "_KCl" suffix).</p> <p>Lipid17 force field parameters used for lipids, TIP3p water model and Dang ions.</p> <p>The file names report the number of additional cations.</p> <p>simulations performed with Gromacs 2018.0 (*.xtc files)</p> <p>simulation length 1000 ns = 1 microsecond</p> <p>temperature 298 K</p> <p>Gromacs simulation setting is in the file npt_lipid_bilayer.mdp</p>
Molecular dynamics simulations of lipid bilayers containing POPC and POPS with the lipid17 force field and ff99 ions
<p>Classical molecular dynamics simulations of various mixtures of POPC:POPS lipid bilayers in water solution at various NaCl, KCl and CaCl2 concentrations, with Na+ counterions (and K+ counterions when noted with "_KCl" suffix).</p> <p>Lipid17 force field parameters used for lipids, TIP3p water model and ff99 ions.</p> <p>The file names report the number of additional cations.</p> <p>simulations performed with Gromacs 2018.0 (*.xtc files)</p> <p>simulation length 1000 ns = 1 microsecond</p> <p>temperature 298 K</p> <p>Gromacs simulation setting is in the file npt_lipid_bilayer.mdp</p>
Molecular dynamics simulations of lipid bilayers containing POPC and POPS with the lipid17 force field, only counterions, and CaCl2 concentrations
<p>Classical molecular dynamics simulations of various mixtures of POPC:POPS lipid bilayers in water solution at various NaCl, KCl and CaCl2 concentrations, with Na+ counterions (and K+ counterions when noted with "_KCl" suffix).</p> <p>Lipid17 force field parameters used for lipids, TIP3p water model and Dang ions.</p> <p>The file names report the number of additional cations.</p> <p>simulations performed with Gromacs 2018.0 (*.xtc files)</p> <p>simulation length 1000 ns = 1 microsecond</p> <p>temperature 298 K</p> <p>Gromacs simulation setting is in the file npt_lipid_bilayer.mdp</p>
Molecular dynamics simulations of lipid bilayers containing POPC and POPS (various mixtures) with ECC-lipids force field, and Na+ (K+) counterions
<p>Classical molecular dynamics simulations of various mixtures of POPC:POPS lipid bilayers in water solution with only Na+ counterions (or with K+ counterions when noted with "_KCl" suffix).</p> <p>ECC-lipids force field parameters used for lipids, SPC/E water model and ECC-ions, all parameters available at <a href="https://github.com/jmelcr/ecc_lipids">https://github.com/jmelcr/ecc_lipids</a></p> <p>simulations performed with Gromacs 2018.0 (*.xtc files)</p> <p>simulation length 1000 ns = 1 microsecond</p> <p>temperature 298 K</p> <p>Gromacs simulation setting is in the file npt_lipid_bilayer.mdp</p>
Molecular dynamics simulations of lipid bilayers containing POPC and POPS (5:1) with ECC-lipids force field, and Na+ (K+) counterions at various CaCl2 additional concentrations
<p>Classical molecular dynamics simulations of various mixtures of POPC:POPS lipid bilayers in water solution with Na+ counterions (or with K+ counterions when noted with "_KCl" suffix) and an additional concentration of CaCl2.</p> <p>The numbers in the file names denote the number of additional Ca2+ cations.</p> <p>ECC-lipids force field parameters used for lipids, SPC/E water model and ECC-ions, all parameters available at <a href="https://github.com/jmelcr/ecc_lipids">https://github.com/jmelcr/ecc_lipids</a></p> <p>simulations performed with Gromacs 2018.0 (*.xtc files)</p> <p>simulation length 1000 ns = 1 microsecond</p> <p>temperature 298 K</p> <p>Simulations without additional salts are at a <a href="https://doi.org/10.5281/zenodo.1488094">separate deposit: 10.5281/zenodo.1488094</a>.</p>
Alveolar ridge alterations in the maxillary anterior region after tooth extraction through orthodontic forced eruption for implant site development: A prospective CBCT case series
<p>Dataset for all analyses done in the study</p>
Matlab code for the 'Force–displacement response of in-plane loaded unreinforced brick masonry walls: the Critical Diagonal Crack model'
<p>The repository contains the the Matlab code and the test data (.csv files) used for the analyses and results presented in the research article:</p> <p>Force–displacement response of in-plane loaded unreinforced brick masonry walls: the Critical Diagonal Crack model, <em>Bulletin of Earthquake Engineering</em>,<em> </em>2017, <a href="https://link.springer.com/article/10.1007%2Fs10518-016-0049-7">Link</a></p>
FIGURE 1 in Making Louis Agassiz's wish come true: combining forces and a new protocol for collecting comparative skeletal material of sharks, skates and rays, as a comment and an addition to ' The need of providing tooth morphology in descriptions of extant elasmobranch species' by Guinot et al. (2018)
FIGURE 1. Extract of a letter by Louis Agassiz to Spencer Fullerton Baird, October 18th, 1871 (Image #SIA2019-000779), courtesy of the Smithsonian Institution Archives (centre); 'Carte de visite' of L. Agassiz by E.B. Fay (c. 1870), courtesy of ERB Library (left); Cabinet card portrait (reversed) of S.F. Baird by H. Ulke (1878), courtesy of Swann Auction Galleries, sale 2344, lot 234 (right).
FIGURE 2 in Making Louis Agassiz's wish come true: combining forces and a new protocol for collecting comparative skeletal material of sharks, skates and rays, as a comment and an addition to ' The need of providing tooth morphology in descriptions of extant elasmobranch species' by Guinot et al. (2018)
FIGURE 2. Pateobatis jenkensii (Annandale, 1909), ERB 1097, male, 50.0 cm DW, 100.9 cm TL, caught off Kenya, illustrating a new protocol for collecting comparative skeletal material in sharks, skates and rays which includes photography (A–I), tissue sampling (J) and preservation of jaws at Elasmobranch Research Belgium (K); remaining voucher deposited and skeletonised at the Institut royal des Sciences naturelles de Belgique (L).
Simulation of a POPE bilayer at 310K with the CHARMM36 force field
<p>A bilayer of 144 POPE lipids (72 per leaflet) simulated in water (40 molecules per lipid) for 500 ns using the CHARMM36 force field [1] using GROMACS v. 2018.6 [2]. Topologies are obtained from CHARMM-GUI [3].</p> <p>[1] <strong>DOI: </strong>10.1021/jp101759q</p> <p>[2] <strong>DOI: </strong>10.1016/j.softx.2015.06.001</p> <p>[3] <strong>DOI: </strong>10.1021/acs.jctc.5b00935</p> <p> </p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.