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.
6,335
datasets available to search
ShareScore release 0.9.0
Dataset results
6,335 results for “direct”
Figure 6 in Paracossulus thrips (Hübner, 1818) (Cossidae) and Lignyoptera fumidaria (Hübner, 1825) (Geometridae) - two Lepidoptera genera new for Serbia with a review of the distribution of these two Habitats Directive species in the Balkan Peninsula
Figure 6. Paracossulus thrips male at Vidlič Mt., above Gulenovci Village, 967 m.
LOCALIZATION OF PRODUCTION IN INDUSTRY AT THE EXPENSE OF ATTRACTING DIRECT FOREIGN INVESTMENTS
<p><em><span>This article covers the essence of the concept of investment and investment activity, its subjects and the analysis of types of investment and investment activities on the basis of international and national legal instruments<strong>.</strong></span></em></p>
Coral: a dual context-aware basecaller for nanopore direct RNA sequencing - DRS test dataset
<p>Raw RNA sequencing data from Oxford Nanopore. The dataset is comprised of 100k randomly selected reads.</p> <p>Zebrafish's original data is from ENA accession ERX9536682. </p>
Dataset for paper "Direct multiple shooting for computationally efficient train trajectory optimization" (Kouzoupis et al.)
Open the record for dataset details and reuse information.
Direct production of fermionic superfluids in a cavity-enhanced optical dipole trap
<p>Data corresponding to the article "Direct production of fermionic superfluids in a cavity-enhanced optical dipole trap".</p>
Data from: Studying the microbiota of bats: accuracy of direct and indirect samplings
Given the recurrent bat-associated disease outbreaks in humans and recent advances in metagenomics sequencing, the microbiota of bats is increasingly being studied. However, obtaining biological samples directly from wild individuals may represent a challenge and thus, indirect passive sampling (without capturing bats) is sometimes used as an alternative. Currently, it is not known whether the bacterial community assessed using this approach provides an accurate representation of the bat microbiota. This study was designed to compare the use of direct sampling (based on bat capture and handling) and indirect sampling (collection of bat's excretions under bat colonies) in assessing bacterial communities in bats. Using high-throughput 16S rRNA sequencing of urine and faeces samples from Rousettus aegyptiacus, a cave-dwelling fruit bat species, we found evidence of niche specialization among different excreta samples, independent of the sampling approach. However, sampling approach influenced both the alpha-and beta-diversity of urinary and faecal microbiotas. In particular, increased alpha-diversity and more overlapping composition between urine and faeces samples was seen when direct sampling was used, suggesting that cross-contamination may occur when collecting samples directly from bats in hand. In contrast, results from indirect sampling in the cave may be biased by environmental contamination. Our methodological comparison suggested some influence of the sampling approach on the bat-associated microbiota, but both approaches were able to capture differences among excreta samples. Assessment of these techniques opens an avenue to use more indirect sampling, in order to explore microbial community dynamics in bats.
Distributed Subnetworks of Depression Defined by Direct Intracranial Neurophysiology
<p>SuperEEG model associated with "Scangos, K.W et al. 2021. Distributed Subnetworks of Depression Defined by Direct Intracranial Neurophysiology. Front. Hum. Neurosci."</p> <p> </p> <p>Dataset includes the following files:</p> <p> FULL_MODEL.model.npy - SuperEEG model trained on the entire study cohort. File is in Python/Numpy-readable format. Each row/column corresponds to a pair of intracranial EEG electrode contacts.</p> <p> FULL_MODEL.locs.csv - Three-dimensional coordinates of intracranial EEG electrode contacts in Montreal Neurological Institute (MNI) format. File is in a comma-separated values (CSV) format.</p>
Figure 1 from: Kamusheva M, Milushewa P (2021) Rare disease patients' needs: an up-to-date analysis and future directions. Pharmacia 68(4): 763-770. https://doi.org/10.3897/pharmacia.68.e73240
Figure 1 Rare disease – future aspects.
Figure 1 from: Deans A, Seltmann K, Yoder M, Miko I, Forshage M, Bertone M, Agosti D, Austin A, Balhoff J, Borowiec M, Brady S, Broad G, Brothers D, Burks R, Buffington M, Campbell H, Dew K, Ernst A, Fernandez-Triana J, Gates M, Gibson G, Jennings J, Johnson N, Karlsson D, Kawada R, Krogmann L, Kula R, Ohl M, Rasmussen C, Ronquist F, Schulmeister S, Sharkey M, Talamas E, Tucker E, Vilhelmsen L, Ward P, Wharton R (2012) A hymenopterists' guide to the Hymenoptera Anatomy Ontology: utility, clarification, and future directions. Journal of Hymenoptera Research 27: 67-88. https://doi.org/10.3897/jhr.27.2961
Figure 1 - Workflow for drafting a URI table.
Direct fabrication of arrays of Cu(In,Ga)Se2 micro solar cells by sputtering for micro-concentrator photovoltaics
<p>Dataset for the article entitled "Direct fabrication of arrays of Cu(In,Ga)Se2 micro solar cells by sputtering for micro-concentrator photovoltaics".</p>
Video 1: Directing 3
<p>Video 3 in: Stutz, Ulrike (2008). Performative Research in Art Education: Scenes from the Seminar "Explor­ing Performative Rituals in City Space" [36 paragraphs]. <em>Forum Qualitative Sozialforschung / Forum: Qualitative Social Research</em>, <em>9</em>(2), Art. 51, <a href="https://doi.org/10.17169/fqs-9.2.411">https://doi.org/10.17169/fqs-9.2.411</a>.</p>
Data from: Direct PCR meets high-throughput sequencing - metabarcoding of chironomid communities without DNA extraction
<p>Abstract</p> <p>Metabarcoding is a valuable tool for investigating insect community compositions. However, high-throughput applications, such as for biomonitoring, require cost-effective and user-friendly procedures. To investigate if the time-consuming and labour-intensive DNA isolation step can be omitted in metabarcoding, we studied the difference in detection rates and individual read abundance using standard DNA isolation versus direct PCR protocols. Metabarcoding with and without DNA isolation was performed on artificially created communities with known composition as well as on natural communities both of the dipteran family Chironomidae to compare detection rates, individual read abundances and presence-absence community composition. The data sets include read abundances of all artificial and natural community samples. Compositions of the samples per data set are described in the respective README files. ASVs/OTUs and their respective DNA sequences are given. R Scripts for bioinformatic processing (dada2 for ASVs, JAMP for OTUs) are provided.</p> <p>Methods</p> <p>Chironomidae were retrieved from artificial ponds of the Eußerthal Ecosystem Research Station (EERES) near Landau, Germany, in 2019 and 2020. Adult specimens were collected from passive emergence traps. Chironomid samples were stored in 70% ethanol and later dried at 60°C. Samples were then finely ground using a bead mill. PCR-grade water was added to each tissue sample and thoroughly vortexed. The tissue-water mixes were frozen at -20°C until further analysis. Artificial communities were created by pipetting tissue-water mixes of individual chironomids. Natural communities from eight ponds and five consecutive sampling dates were selected to assess the applicability of the dPCR approach compared to standard metabarcoding protocols on natural chironomid communities. Four of the artificial ponds were treated with the mosquito control agent <em>Bacillus thuringiensis israelensis</em> (Bti). Tissue-water mixes of artificial and natural communities were both directly applied to PCR and used for DNA isolation. Illumina sequencing was performed and raw data were bioinformatically prepared. For more details see "Direct PCR meets high-throughput sequencing - metabarcoding of chironomid communities without DNA extraction" (Röder & Schwenk 2023). Raw sequences are available through GenBank SRA archive (BioProject accession number PRJNA989176). </p>
Festem: Directly selecting differentially expressed genes for single-cell clustering analyses.
<p>Datasets related to article "Directly selecting differentially expressed genes for single-cell clustering analyses". Codes are available at <a href="http://github.com/XiDsLab/Festem_paper">https://github.com/XiDsLab/Festem_paper</a>.</p>
Non-Directed C-H/C-F Coupling for the Synthesis of α-Fluoro Olefinated Arenes
<p>This folder /DFT_optimized_structures/ contains the DFT-optimized geometries (in .xyz format together with the gas-phase energy, E) accompanying the paper</p> <p>"Non-Directed C-H/C-F Coupling for Regioselective Synthe-sis of α-Fluoro Olefinated Arenes "</p> <p>Where conformers occur, they are always named from the lowest Gibbs energy to the highest in ascending order from c1 (sometimes omitted), c2, c3, ...</p>
Directionals in Chadic
<p>Database for Directional in Chadic comparative morphosyntax project</p> <p>Re-submission version after review and revision</p> <p>Includes Jupyter Notebook files containing Python scripts for calculations and R scripts for maps</p>
Video Directly Observed Therapy (VDOT) to Improve Medication Adherence
ClinicalTrials.gov study NCT03970642. IPD Sharing: Not stated. Countries: 1. Publications: 0.
Direct to Patient Minimal Risk Biospecimen and Data Collection Research
ClinicalTrials.gov study NCT07128966. IPD Sharing: NO. Countries: 1. Publications: 0.
Home-based Transcranial Direct Current Stimulation Open Trial for Behavioral and Cognitive Symptoms in Huntington's Disease
ClinicalTrials.gov study NCT05326451. IPD Sharing: NO. Countries: 1. Publications: 0.
Safety Study of Pegylated Interferon Lambda Plus Single or 2 Direct Antiviral Agents With Ribavirin
ClinicalTrials.gov study NCT01309932. IPD Sharing: Not stated. Countries: 9. Publications: 0.
Transcranial Direct Current Stimulation in Clinical Setting to Reduce Pain in Older Workers
ClinicalTrials.gov study NCT05370833. IPD Sharing: YES. Countries: 1. Publications: 0.
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.