Douglas Fernando Dias, Mathias Roberto Loch, Alberto Durán González, Selma Maffei de Andrade, Arthur Eumann Mesas
Insufficient free-time physical activity and occupational factors in Brazilian public school teachers
Revista de saude publica
selection climatechange adapted ecotypes commercially valuable species date relies dnaassisted screening followed growth trials trees trials take decades hence approach supports focussing likely set candidates may save time money use nonstationary statistical analysis spatially varying coefficients identify ecotypes indicate first regions similarly adapted varieties douglasfir pseudotsuga menziesii mirbel franco north america 70000 plotlevel presenceabsences spatial differences survival response climatic conditions identified spatiallyvariable coefficient model fits data substantially better stationary ie constanteffect analysis measured aic account differences model complexity also clustering model terms identifies several potential ecotypes could derived clustering climatic conditions comparing six identified ecotypes known genetically diverging regions shows congruence well mismatches however comparing ecotypes among find clear differences climate niches approach datademanding computationally expensive increasing availability data species distributions may useful first screening step search climatechange adapted varieties unsupervised learning approach explorative finely resolved genotypic data would helpful improve quantitative validation