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        "description": "<div class=\"o-metadata__file-usage-entry\">Data from: Inferring Continuous and Discrete Population Genetic Structure Across Space<div class=\"o-metadata__file-description\">This repo contains a snapshot of the data files, analyses, and code for the method conStruct at the time of publication.</div><div class=\"o-metadata__file-name\">conStruct.zip<br></div><div class=\"o-metadata__file-name\"></div></div><p>Funding provided by: National Science Foundation<br>Crossref Funder Registry ID: http://dx.doi.org/10.13039/100000001<br>Award Number: 1148897; 1402725 ; 1262645</p>",
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    "description": "A classic problem in population genetics is the characterization of discrete population structure in the presence of continuous patterns of genetic differentiation. Especially when sampling is discontinuous, the use of clustering or assignment methods may incorrectly ascribe differentiation due to continuous processes (e.g., geographic isolation by distance) to discrete processes, such as geographic, ecological, or reproductive barriers between populations. This reflects a shortcoming of current methods for inferring and visualizing population structure when applied to genetic data deriving from geographically distributed populations. Here, we present a statistical framework for the simultaneous inference of continuous and discrete patterns of population structure. The method estimates ancestry proportions for each sample from a set of two-dimensional population layers, and, within each layer, estimates a rate at which relatedness decays with distance. This thereby explicitly addresses the \"clines versus clusters\" problem in modeling population genetic variation, and remedies some of the overfitting to which nonspatial models are prone. The method produces useful descriptions of structure in genetic relatedness in situations where separated, geographically distributed populations interact, as after a range expansion or secondary contact. We demonstrate the utility of this approach using simulations and by applying it to empirical datasets of poplars and black bears in North America.",
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        "subject": "Populus trichocarpa"
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        "subject": "Holocene"
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