Modelling complex spatial-temporal drivers of habitat suitability for an imperilled stream fish

被引:1
作者
Bzonek, Paul A. [1 ]
Drake, D. Andrew R. [1 ]
Brownscombe, Jacob W. [1 ]
机构
[1] Fisheries & Oceans Canada, Great Lakes Lab Fisheries & Aquat Sci, Burlington, ON L7S 1A1, Canada
关键词
Species at risk; Habitat modelling; Random forests; Stream fishes; NOTROPIS-PHOTOGENIS; RANDOM FORESTS; SILVER SHINER;
D O I
10.1007/s10750-023-05455-5
中图分类号
Q17 [水生生物学];
学科分类号
071004 ;
摘要
Fish populations rely on complex environmental conditions involving physical, chemical, and biological factors. Understanding the factors that control population persistence and productivity is essential for species management. We assessed the distribution and associated habitat features of a species at risk in Canada, Silver Shiner (Notropis photogenis), within Sixteen Mile Creek, a tributary of Lake Ontario. Using random forest models, we quantified a range of ecological factors (n = 25) to estimate habitat associations for sampled populations and life stages (juvenile, adult). A complex set of ecological factors were informative predictors of Silver Shiner distribution, including physical (stream morphology, water velocity, substrate type), and biological (aquatic and riparian vegetation) conditions. Juveniles were less responsive to habitat conditions but exhibited high seasonal variability in occurrence. Adults were most common in stream sections with greater than 0.5 m depth and stream velocity less than 0.6 m/s, and areas without silt substrate. Broadly, the models predicted Silver Shiner distribution with 68-92% accuracy in non-training data. Our findings describe the habitat conditions that Silver Shiner currently occupies in an urban drainage, which may serve as a point of reference for habitat protection and restoration. Further, predictive species distribution models can serve to identify habitat for further monitoring and restoration.
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页码:2279 / 2294
页数:16
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