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534 results for “inclusion”
Inclusion of macroalgae Sargassum on diets for Southern Black drum
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Simulation results for "Deciphering clues regarding magma composition encoded in quartz-hosted embayments and melt inclusions through direct numerical simulations"
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A Framework to Promote Diversity & Inclusion in Workforce Development in the Southeast States
<p>The lack of workforce diversity has made it challenging for transportation agencies to incorporate resiliency into their long-term plans effectively. This project developed a framework for creating an inclusive and functional workforce environment for transportation agencies in the southeast region. The project identifies existing gaps, predicts future needs, and captures the role transportation agencies, research centers, Departments of Transportations (DOTs), and professional organizations can play to recruit, train, and maintain a diverse and inclusive workforce. This research will ultimately contribute to creating a resilient transportation workforce structure in the southeast region. The goal of this project is to present an Equity, Diversity, and Inclusion (EDI) -focused framework for promoting diversity and inclusion within the workforce. </p>
Data from: Reevaluating monotypic Eleutherostylis from New Guinea and the Moluccas, and its inclusion in Grewia (Malvaceae: Grewioideae)
<p>Morphological and molecular phylogenetic evidence indicate that <em>Eleutherostylis</em> Burret (Malvaceae: Grewioideae), a monotypic genus described from New Guinea, is best considered a synonym of <em>Grewia</em> L., a species-rich genus widespread across the paleotropics and found in Africa, Arabia, Asia, Australia, and the western Pacific. A new combination based on <em>E. renistipulata </em>Burret, <em>G. renistipulata</em> (Burret) Dorr,<strong> </strong>comb. nov., is proposed. Original material of the basionym could not be located and a neotype is designated. A lectotype is designated for <em>G. morotaiensis</em> Kosterm., a synonym of <em>G. renistipulata</em>.</p>
Subspecies-specific BayesR posterior probabilities of inclusion for a composite population of tropically adapted beef heifers
<p>Many of the world's agriculturally important plant and animal populations consist of hybrids of subspecies. Cattle in tropical and sub-tropical regions for example, originate from two subspecies, <em>Bos taurus indicus </em>(<em>Bos indicus</em>)<em> </em>and <em>Bos taurus taurus (Bos taurus). </em>Methods to derive the underlying genetic architecture for these two subspecies are essential to develop accurate genomic predictions in these hybrid populations. We propose a novel method to achieve this. First, we use haplotypes to assign SNP alleles to ancestral subspecies of origin in a multi-breed and multi-subspecies population. Then we use a BayesR framework to allow SNP alleles originating from the different subspecies differing effects. Applying this method in a composite population of <em>B. indicus</em> and <em>B. taurus </em> hybrids, our results show that there are underlying genomic differences between the two subspecies, and these effects are not identified in multi-breed genomic evaluations that do not account for subspecies of origin effects. The method slightly improved the accuracy of genomic prediction. More significantly, by allocating SNP alleles to ancestral subspecies of origin, we were able to identify four SNP with high posterior probabilities of inclusion that have not been previously associated with cattle fertility and were close to genes associated with fertility in other species. These results show that haplotypes can be used to trace subspecies of origin through the genome of this hybrid population and, in conjunction with our novel Bayesian analysis, subspecies SNP allele allocation can be used to increase the accuracy of QTL association mapping in genetically diverse populations.</p>
Supplementary Data, Figures and Code - Europium in plagioclase-hosted melt inclusions reveals mantle melting modulates oxygen fugacity
<p>Electronic supplementary data, figures and code to the article Europium in plagioclase reveals mantle melting modulates oxygen fugacity. Data tables include major and trace element analyses, replicate analyses of secondary standards, which establish trace element data quality, a summary of new plagioclase-melt major and trace element data and data compiled from the literature, and recovered temperatures and oxygen fugacities, and spatial variations of plagioclase compositions around melt inclusions in phenocrysts extracted from sample D23-2 from the Juan de Fuca ridge, which were thermally homogenized over different periods of time (30 minutes, four hours, one day, and four days). The compressed archive contains Matlab scripts which may be used to recover temperatures from trivalent REE distributions in coexisting plagioclase crystals and melt inclusions or glasses.</p>
Supplementary Data for the paper "Late Cretaceous uplift of Grand Canyon: evidence from fluid inclusions"
<p><span><span>This file contains supplemary information for the paper "Late Cretacous uplift of Grand Canyon: evidence from fluid inclusions" published in the American Journal of Science. </span></span></p> <p><span>Item S1</span><span>: Distance between compared samples and additional information about thermal histories chosen for comparison. </span></p> <p><span>Item S2</span><span>: Petrography of fluid inclusions </span></p> <p><span><span>Table S1. Sample minerology, texture, and field description</span></span></p> <p> </p> <p> </p>
Survey data from: Can community laboratory facilities increase access and inclusivity in geoscience?
<p>Geochronology and geochemistry are critical tools in geoscience research and research training, but students and faculty at many institutions have little or no access to the specialized and expensive facilities needed for sample preparation and analysis. Here, we assess whether community laboratories, dedicated to hosting visitors, can help address these inequities by increasing access to cutting-edge methods and the resulting data. We report the first three years of outcomes from such a community laboratory, the goal of which is to improve access, equity, and diversity in geoscience by making an increasingly important analytical technique more widely available. Although the community sample preparation facility we describe here focuses on the cosmogenic nuclides <sup>10</sup>Be and <sup>26</sup>Al, the model we present is viable across the geosciences. Three years of development, assessment, and refinement demonstrate that the community laboratory model shows promise for including a greater diversity of users and applications. However, challenges to fostering a diverse community still exist; the costs of supplies, isotopic analysis, and travel to the community facility are roadblocks to diversification. Our experience suggests that supporting more community laboratory facilities could be an important and efficient way to further diversify the geosciences, both in terms of the people involved and the types of research performed.</p>
Knowledge and perception of community on health-related activities of Inclusive Self Help Groups in three regions of Myanmar and ways for strengthening
<p>This data is gathered in 2019. </p>
Quantitative Study of Diversity, Equity and Inclusion in STEM Subjects in US Universities
<p>This is the complete raw data for the National Association of Scholars' 2022 Quantitative Study of Diversity, Equity and Inclusion in STEM Subjects in US Universities. It can be dropped into the project's root folder and used to recreate the files in the ./out directory, which are used to create the visualizations in the final report.</p> <p>The replication files for the project (processed data and code) are here: https://github.com/NASorg/quantdei</p> <p>Please note that it was necessary to split the data into multiple zip files in order to upload it to Zenodo.</p> <p>To get the files and replicate the analysis, these are the steps.</p> <p>1. Download all the files and put them in a folder. Navigate to that folder in the command line.</p> <p>2. Combine the files into a single zip file, like this: </p> <p>cat ./quantdei_nas_data.z0* ./quantdei_nas_data.zip > ./data.zip</p> <p>3. Unzip that amalgamated file: (gui tools won't work)</p> <p>unzip ./data.zip</p> <p>Congratulations!</p> <p>Now you should have a folder called "data" that has all of the data. </p>
FIGURE 4. A in Redescription of Microspio moorei (Gravier, 1911) (Annelida: Spionidae) with inclusion of a taxonomic key for all the species of the genus
FIGURE 4. A. Relationships between body length, and B. Thoracic width of Microspio moorei and the first segment with hooded hoods.
FIGURE 3 in Redescription of Microspio moorei (Gravier, 1911) (Annelida: Spionidae) with inclusion of a taxonomic key for all the species of the genus
FIGURE 3. Microspio moorei (Gravier, 1911). (UDEA:CEMUA:ANNE:001594): A. Anterior region, dorsal view; B. Anterior region, lateral view; C. Parapodium and branchiae from chaetigers 2–7, lateral view; D. Notopodial capillaries from anterior and posterior rows of chaetiger 7; E. Notopodial capillary of superior fascicle from middle chaetiger. F. Neuropodial chaeta from chaetiger 7; G. Neuropodial capillary of ventral region from chaetiger 7; H. Neuropodial capillary from inferior fascicle of chaetiger 29; I. Sabre chaeta from middle chaetiger; J. Hooded hooks from chaetiger 29, K. Pygidium, ventral view. Abbreviations: noL = nuchal organ, lateral band, noM = nuchal organ, medial band, tcb = transverse ciliary band. Scale bars: A, B, K: 0.125 mm; C: 0,5 mm; D–J: 0.005 mm.
FIGURE 2 in Redescription of Microspio moorei (Gravier, 1911) (Annelida: Spionidae) with inclusion of a taxonomic key for all the species of the genus
FIGURE 2. Microspio moorei (Gravier, 1911): A. Anterior region of best fixed specimen from UDEA:CEMUA:ANNE:001594, dorsal view; B. Anterior region of best fixed specimen from UDEA:CEMUA:ANNE:001595, dorsal view; C. Anterior end, ventral view, UDEA:CEMUA:ANNE:001595; D. Anterior end of best live specimen from UDEA:CEMUA:ANNE:001596, dorsal view; E. Anterior region, dorsolateral view, UDEA:CEMUA:ANNE:001595; F. Parapodium and branchiae from anterior and middle chaetigers, lateral view, UDEA:CEMUA:ANNE:001595; G. Posterior end, ventrolateral view, UDEA:CEMUA: ANNE:001595. Abbreviations: noL = nuchal organ, lateral band, noM = nuchal organ, medial band, tcb = transverse ciliary band. Scale bars: A–G: 1 mm.
FIGURE 1. A in Redescription of Microspio moorei (Gravier, 1911) (Annelida: Spionidae) with inclusion of a taxonomic key for all the species of the genus
FIGURE 1. A. Antarctic Peninsula showing King George Island (Red Mark). B. South Shetland Islands: Fildes Bay, sampling bay (Red Mark); Admiralty Bay, Type locality of Microspio moorei (Blue Mark). C. Fildes Bay: Red flags indicate Antarctic Bases (Russian: Bellingshausen Base; Chinese: Great Wall Base; Chilean: Professor Julio Escudero Base). Green star indicates collecting site for M. moorei samples.
Extreme reproductive skew at the dawn of sociality is consistent with inclusive fitness theory but problematic for routes to eusociality
<p>To understand the earliest stages of social evolution we need to identify species that are undergoing the initial steps into sociality. <em>Amphylaeus morosus</em> is the only unambiguously known social species in the bee family Colletidae and represents an independent origin of sociality within the Apoidea. This allows us to investigate the selective factors promoting the transition from solitary to social nesting. Using genome-wide SNP genotyping, we infer robust pedigree relationships to identify maternity of brood and intracolony relatedness for colonies at the end of the reproductive season. We show that <em>A. morosus</em> forms both matrifilial and full-sibling colonies, both involving complete or almost complete monopolization over reproduction. In social colonies, the reproductive primary was also the primary forager with the secondary female remaining in the nest, presumably as a guard. Social nesting provided significant protection against parasitism and increased brood survivorship in general. We show that secondary females gain large indirect fitness benefits from defensive outcomes, enough to satisfy the conditions of inclusive fitness theory, despite an over-production of males in social colonies. These results suggest an avenue to sociality that involves high relatedness and, very surprisingly, extreme reproductive skew in its earliest stages and raises important questions about the evolutionary steps in pathways to eusociality.</p>
Financial Inclusion Indicators from IMF and World Bank Datasets
<p>This dataset is a combination of IMF and World Bank financial and financial inclusion data from the years 2019 and 2017 respectively. The data is compiled for countries pursuing central bank digital currencies and is used to compare financial inclusion measures across states.</p>
Serbian Intangible Cultural Heritage in the Western Balkans: Perils and Prospects of Inclusive Research and Safeguarding (SICHWEB) project 1st year datasets
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Fostering Inclusivity and Equality in Early Childhood Education via Computational Thinking and Robotics: A Systematic Review
<p>Resources for the Systematic Literature Review (SLR) about Computational Thinking and Educational Robotics in Early Childhood Education for fostering equality and inclusion. The SLR is related to the project "COEDUIN-Alfabetización digital y STEAM en edades tempranas: propuesta co-educativa inclusiva" funded by Fundación Caja Canarias and Fundación La Caixa (ref. 2020EDU08).</p> <p>The SLR covers papers in WoS and Scopus from 2011 to 2023.</p>
Diversity and Inclusion (D&I)- Related AI Incidents Repository
<p>This is a repository of Diversity and Inclusion (D&I) related AI incidents. This repository is proposed in our recently submitted paper titled "AI for All: Identifying AI incidents Related to Diversity and Inclusion".</p>
A Framework for Improving Social Inclusion using Network Analysis and IoT-based Contact Tracing, Dataset and Source Code
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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.