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.
1,709
datasets available to search
ShareScore release 0.9.0
Dataset results
1,709 results for “Reflectivity”
Elevated Myl9 reflects the Myl9-containing microthrombi in SARS-CoV-2-induced exudative vasculitis and predicts COVID-19 severity
GEO Series GSE208337. Homo sapiens. 105 samples. Type: Expression profiling by high throughput sequencing; Other.
Identification of reactive CpGs and RNA expression in early COVID-19 through cis-eQTM analysis reflecting disease severity and recovery [RNA-seq]
GEO Series GSE300696. Homo sapiens. 346 samples. Type: Expression profiling by high throughput sequencing.
FAD4T mouse model reflects Alzheimer’s disease pathobiology in bone marrow-brain axis
GEO Series GSE214917. Mus musculus. 16 samples. Type: Expression profiling by high throughput sequencing.
Identification of reactive CpGs and RNA expression in early COVID-19 through cis-eQTM analysis reflecting disease severity and recovery [Bisulfite-Seq]
GEO Series GSE301082. Homo sapiens. 192 samples. Type: Methylation profiling by high throughput sequencing.
Primary tumor grafts as advanced models for breast cancer that authentically reflect tumor histopathology, growth, metastasis, and patient outcomes (copy number)
GEO Series GSE32530. Homo sapiens. 24 samples. Type: Genome variation profiling by SNP array.
Data for: A Pocket-Sized 3D-printed Attenuated Total Reflection-Infrared Filtometer combined with Functionalized Silica Films for Nitrate Sensing in Water
<p>Data set for 10.1016/j.snb.2020.127847</p>
Observations of near-inertial wave variability and seabed reflection
<p>From April 2008 to October 2008, our research group carried out continuous observation of moorings in the northern slope of the South China Sea. Three moorings were deployed in the southwest slope area of Dongsha Islands. One mooring was located at a depth of about 1500 meters and two moorings were located in shallow water area to obtain the near bottom current. The observation objective was to obtain the spatial-temporal evolution characteristics of internal waves in the continental slope of the South China Sea.</p>
Data from: When perception reflects reality: non-native grass invasion alters small mammal risk landscapes and survival
1. Modification of habitat structure due to invasive plants can alter the risk landscape for wildlife by, for example, changing the quality or availability of refuge habitat. Whether perceived risk corresponds with actual fitness outcomes, however, remains an important open question. We simultaneously measured how habitat changes due to a common invasive grass (cheatgrass, <i>Bromus tectorum</i>) affected the perceived risk, habitat selection, and apparent survival of a small mammal, enabling us to assess how well perceived risk influenced important behaviors and reflected actual risk. 2. We measured perceived risk by nocturnal rodents using a giving-up density foraging experiment with paired shrub (safe) and open (risky) foraging trays in cheatgrass and native habitats. We also evaluated microhabitat selection across a cheatgrass gradient as an additional assay of perceived risk and behavioral responses for deer mice (<i>Peromyscus maniculatus</i>) at two spatial scales of habitat availability. Finally, we used mark-recapture analysis to quantify deer mouse apparent survival across a cheatgrass gradient while accounting for detection probability and other habitat features. 3. In the foraging experiment, shrubs were more important as protective cover in cheatgrass dominated habitats, suggesting that cheatgrass increased perceived predation risk. Additionally, deer mice avoided cheatgrass and selected shrubs, and marginally avoided native grass, at two spatial scales. 4. Deer mouse apparent survival varied with a cheatgrass-shrub interaction, corresponding with our foraging experiment results, and providing a rare example of a native plant mediating the effects of an invasive plant on wildlife. 5. By synthesizing the results of three individual lines of evidence (foraging behavior, habitat selection, and apparent survival), we provide a rare example of linkage between behavioral responses of animals indicative of perceived predation risk and actual fitness outcomes. Moreover, our results suggest that exotic grass invasions can influence wildlife populations by altering risk landscapes and survival.
Data from: Optical and molecular signatures of dissolved organic matter reflect anthropogenic influence in a coastal river, Northeast China
Sources and molecular composition of dissolved organic matter (DOM) in coastal rivers have been tightly linked with its reactivity and fate, thus influencing element and nutrient cycling. The DOM in coastal rivers is usually sourced from both terrestrial and marine inputs, with further complication by anthropogenic activities, which is less understood in coastal rivers located near populated industrial regions. In this study, DOM in a typical anthropogenically influenced coastal river, Daliao River, was analyzed for optical analyses and for molecular composition via Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS) to give a better scope of composition and sources of DOM. The DOM was enriched in autochthonous and anthropogenic inputs at upstream sites according to high chlorophyll a concentrations, strong protein-like fluorescence, and nonoxygen heteroatomic CHOS formulae (19–24% by relative peak intensity) detected by FT-ICR MS analysis. A series of surfactant-like formulae, indicative of wastewater inputs, were identified and showed a decreasing trend from upstream to the river mouth. Compared with large world rivers, the DOM of Daliao River is characterized by higher abundances of heteroatomic (excluding O) formulae and molecular lability, which is likely caused by strong autochthonous and anthropogenic inputs. In general, we demonstrate that in addition to optical properties, the molecular composition can assess the specific anthropogenic imprints and molecular lability of DOM, which is essential for constraining sources and identifying processes during the transit of DOM from the river to estuary with increasing urbanization and industrialization.
Data from: The active participation of German-speaking countries in conferences of the Association for Medical Education in Europe (AMEE) between 2005 and 2013: a reflection of the development of medical education research?
Objectives: Medical education is gaining in significance internationally. A growing interest in the field has been observed in German-speaking countries (Austria, Germany, Switzerland) since the early 2000s. This interest is not, however, reflected in an increase in the number of publications on medical education of German-speaking authors in international professional journals. The following investigation examines the potential use of active participant numbers of German-speaking researchers at AMEE conferences as a means of measuring said development. Methods: The AMEE conference proceedings from the categories poster presentations, short communications, research papers and plenary presentations from the years 2005-2013 were examined for evidence of Austrian, German and Swiss participation. The abstracts were subsequently analysed in terms of content and categorised according to study design, methodology, object of study, and research topic. Results: Of the 9,446 analysed abstracts, 549 contributions show at least one first, last or co-author from Austria, Germany or Switzerland. The absolute number of contributions per conference varied between 44 in 2010 and 77 in 2013. The percentage fluctuated between 10% in 2005 and 4.1% in 2010. From the year 2010 onwards, however, participation increased continually. The research was predominantly descriptive (62.7%). Studies on fundamental questions of teaching and learning (clarification studies) were less frequent (4.0%). For the most part, quantitative methods (51.9%) were implemented in addressing subjects such as learning and teaching methods (33%), evaluation and assessment (22.4%) or curriculum development (14.4%). The study population was usually comprised of students (52.5%). Conclusions: The number of contributions from Austria, Germany and Switzerland peak at the beginning and at the end of the evaluated period of time. A continual increase in active participation since 2005 was not observed. These observations do not reflect the actual increase of interest in medical education research in German-speaking countries.
Reflecting aspects of gender inequality in the brazilian software development sector
<p><strong>Overview</strong><br>Welcome to the repository for the paper "Reflecting aspects of gender inequality in the brazilian software development sector"! This repository contains the Supplementary Material, which includes a spreadsheet with the general data collected in the research, a descriptive report of the results obtained, and the set of questions addressed in the questionnaire used in the survey. The raw data presented in Section 5 of the paper are also accessible. The content here is intended to support the research and facilitate further exploration and replication of the study.</p> <p><strong>Repository Organization</strong><br>The repository is organized as follows: Includes supplementary materials such as additional data and documents referenced in the paper.</p> <p><strong>File Formats:</strong> .csv and .xlsx, .pdf<br>Software Requirements: Spreadsheet editor that supports .csv and .xlsx files.</p> <p><strong>License</strong><br>This repository is licensed under the Creative Commons Attribution 4.0 International License. You are free to use, share, and adapt the materials as long as appropriate credit is given.</p> <p> </p> <p><span dir="auto"><span dir="auto">This paper has not yet been published.</span></span></p>
Pulsed 193 nm Excimer laser processing of 4H-SiC(0001) wafers with radiant exposure dependent "in situ" reflectivity studies for process optimization.
<p>Conference paper</p>
Conjugate effect of the 2011 Tohoku reflected tsunami-driven gravity waves in the ionosphere
<p>The ground-based GNSS TEC observations for the study of "Conjugate effect of the 2011 Tohoku reflected tsunami-driven gravity waves in the ionosphere" by Chou et al. (2021). All of the output data is processed by Matlab.</p> <p><a href="https://zenodo.org/api/files/dff37136-7c43-4ad9-94e9-d16da3241338/DTEC20110700460_300_geonet_gps_30.mat">DTEC20110700460_300_geonet_gps_30.mat</a> is the filtered GPS TEC data (04-60 min bandpass filtering) over Japan for Figure 1.</p> <p><a href="https://zenodo.org/api/files/dff37136-7c43-4ad9-94e9-d16da3241338/DTEC20110700460_300_gps_australia_glonass_30.mat">DTEC20110700460_300_gps_australia_glonass_30.mat</a> and <a href="https://zenodo.org/api/files/dff37136-7c43-4ad9-94e9-d16da3241338/DTEC20110700460_300_gps_australia_gps_30.mat">DTEC20110700460_300_gps_australia_gps_30.mat</a> are the filtered GNSS TEC data (04-60 min bandpass filtering) over Australia for Figure 1.</p> <p>*070.mat files are the TEC data obtained from the GPS receivers in Japan and Australia for Figure 2.</p> <p>PET070.mat file (PET station) is the TEC data for the supporting information.</p> <p> </p>
Supplemental Files for The Microbiome and Volatile Organic Compounds Reflect the State of Decomposition in an Indoor Environment
<p>Supplemental File 1: Operational taxonomic unit (OTU) matrix, taxonomy table, and metadata of decomposing swine microbiome data (uploaded file into R)</p> <p>Supplemental File 2: Volatile Organic Compounds identified in each stage of decomposition with functional group, retention time, peak area, and logarithmic value of relative peak area</p> <p>Supplemental File 3: Random forest analysis output including predictor species for each sampling location and Groupings</p>
Data from: Genetic variations in the SNP rs850807 reflect a trade-off between autism and paranoia symptom expressions: a comment on Crespi et al. 2018
[No abstract entered]
Tables from Growth and Change of the World's Chemical Literature as Reflected in Chemical Abstracts
<p>Tables 1-7 from:</p> <p>Donnell, E.P., "Growth and Change of the World’s Chemical Literature as Reflected in Chemical Abstracts." Publishing Research Quarterly 10, 38–46 (1994). https://doi.org/10.1007/BF02680377</p> <p>By Edward P. Donnell, senior advisor for public relations, CAS division of American Chemical Society, 2540 Oletangy River Road, P. O. Box 3012, Columbus, OH 43210-0012.</p> <p>Transcribed by Andrew Dalke, 6 September 2022.</p> <p>The ods spreadsheet, generated by LibreOffice, contains the following sheets:</p> <ul> <li>Table 1 - Chemical Abstracts Publication Record 1907-93</li> <li>Table 2 - Sources of Journal Literature Abstracted in Chemical Abstracts (as percentage of total journal literature abstracted)</li> <li>Table 3 - Language of Publication of Journal Literature Abstracted in Chemical Abstracts (as percentage of total journal literature abstracted)</li> <li>Table 4 - Country of Issue of Patents Abstracted in Chemical Abstracts (as a percentage of total patents abstracted)</li> <li>Table 5 - Country of Issue of Equivalent Patents Cited in Chemical Abstracts (as a percentage of total equivalent patents cited)</li> <li>Table 6 - Collective Indexes to Chemical Abstracts</li> <li>Table 7 - Growth of the CAS Chemical Registry System</li> </ul>
Consistent differences in tissue oxygen levels across 15 insect species reflect a balance between oxygen supply and demand and highlight a hitherto unknown adaptation for extracting sufficient oxygen from water
<p><span>Animals, including insects, need oxygen for aerobic respiration and eventually asphyxiate without it. Aerobic respiration, however, produces reactive oxygen species (ROS), which contribute to dysfunction and aging. Animals appear to balance risks of asphyxiation and ROS by regulating internal oxygen to low but sufficient levels. How much do levels vary among species, and how does variation depend on environment and life history? We predicted that lower internal oxygen levels occur in insects with either limited access to environmental oxygen (i.e., insects dependent on aquatic respiration, where low internal levels facilitate diffusive oxygen uptake, and reduce asphyxiation risks) or consistently low metabolic rates (i.e., inactive insects, requiring limited internal oxygen stores). Alternatively, we predicted insects with long life-stage durations would have internal oxygen levels > 1 kPa (preventing high ROS levels that are believed to occur under tissue hypoxia). We tested these predictions by measuring partial pressures of oxygen (PO<sub>2</sub>) in tissues from juvenile and adult stages across 15 species comprising nine insect orders. Tissue PO<sub>2</sub> varied greatly (from 0 to 18.8 kPa) and variation across species and life stages was significantly related to differences in habitat, activity level, and life stage duration. Individuals with aquatic respiration sustained remarkably low PO<sub>2</sub> (mean = 0.88 kPa) across all species from Ephemeroptera (mayflies), Plecoptera (stoneflies), Trichoptera (caddisflies), and Diptera (true flies), possibly reflecting a widespread, but hitherto unknown, adaptation for extracting sufficient oxygen from water. For Odonata (dragonflies), aquatic juveniles had higher PO<sub>2</sub> levels (mean = 6.12 kPa), but these were still lower compared to terrestrial adults (mean = 13.3 kPa). Follow-up tests in juvenile stoneflies showed that tissue PO<sub>2</sub> remained low even when exposed to hyperoxia, suggesting that levels were down-regulated. This was further corroborated since levels could be modulated by ambient oxygen levels in dead individuals. In addition, tissue PO<sub>2</sub> was positively related to activity levels of insect life stages across all species and was highest in stages with short durations. Combined, our results support the idea that internal PO<sub>2</sub> is an evolutionarily labile trait that reflects the balance between oxygen supply and demand within the context of the environment and life-history of an insect.</span></p>
Plant–soil interactions in a deglaciated landscape: Roots reflect environmental severity
<p>Supported data set of basic soil properties and Arctic willow roots and leaves elements and substances composition for the article "Plant–soil interactions in a deglaciated landscape: Roots reflect environmental severity" submitted to Scandinavian Journal of Forest Research.</p>
Figure 3 from: Vinarski M (2015) Conceptual shifts in animal systematics as reflected in the taxonomic history of a common aquatic snail species (Lymnaea stagnalis). Zoosystematics and Evolution 91(2): 91-103. https://doi.org/10.3897/zse.91.4509
Figure 3 - Illustrations of living Lymnaea stagnalis by Ginanni (1757).
Figure 4 from: Osikowski A, Georgiev D, Hofman S, Falniowski A (2015) Does the genetic structure of spring snail Bythinella (Caenogastropoda, Truncatelloidea) in Bulgaria reflect geological history? ZooKeys 518: 67-86. https://doi.org/10.3897/zookeys.518.10035
Figure 4 - Geographical distribution of COI clades. Compare with Figure 3.
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.