2016
DOI: 10.1111/fwb.12750
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Stream diatom assemblages as predictors of climate

Abstract: 1. Benthic diatoms have been widely used as indicators of water quality in streams. New insights that diatoms may also respond to large-scale drivers, such as climate or historical factors, highlight the need to reassess the usefulness and the reliability of diatoms as bioindicators. 2. Using a suite of modelling techniques, weighted averaging (WA), weighted averaging partial least squares, modern-analogue technique (MAT) and two machine learning techniques, boosted regression trees (BRT) and random forests (R… Show more

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Cited by 16 publications
(8 citation statements)
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References 63 publications
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“…Geographical location and climatic variables are likely to portray macroclimatic effects on diatom distributions, corroborating previous findings from more southerly Fennoscandia (Pajunen et al, 2016). At this broad scale across Arctic Fennoscandia, our results suggested that the correlates of biodiversity are relatively similar between diatoms and macroinvertebrates, although there are some minor differences in the relative strength of different predictor variables.…”
Section: Discussionsupporting
confidence: 90%
“…Geographical location and climatic variables are likely to portray macroclimatic effects on diatom distributions, corroborating previous findings from more southerly Fennoscandia (Pajunen et al, 2016). At this broad scale across Arctic Fennoscandia, our results suggested that the correlates of biodiversity are relatively similar between diatoms and macroinvertebrates, although there are some minor differences in the relative strength of different predictor variables.…”
Section: Discussionsupporting
confidence: 90%
“…Climate data were related to latitude, longitude and altitude of each study site using multiple linear regression, and downscaling climate data from a 10 × 10 km resolution grid to the study site (Finnish Meteorological Institute; (Venalainen & Heikinheimo, )). We used growing degree days (GDD, defined as temperature > 5 °C), growing season precipitation (GSP; sum from May to September) and water balance (WAB) as climatic variables in this study, as they are known to have an impact on stream diatom communities in Finland (Pajunen et al ., ,b). See further details of chosen climatic variables in Pajunen et al .…”
Section: Methodsmentioning
confidence: 99%
“…We used growing degree days (GDD, defined as temperature > 5°C), growing season precipitation (GSP; sum from May to September) and water balance (WAB) as climatic variables in this study, as they are known to have an impact on stream diatom communities in Finland (Pajunen et al, 2016a,b). See further details of chosen climatic variables in Pajunen et al (2016a).…”
Section: Land Cover and Climate Datamentioning
confidence: 99%
“…For example, geographical location determines the species pool from which local communities are assembled, and thus local communities show imprints of both regional and local factors [421,432]. Recent studies have also shown that biological communities in northern freshwater ecosystems are clearly affected by climate over broad areas, as has been observed for algae [433], macroinvertebrates [434], and fish [419]. Finally, land use, land cover, and catchment heterogeneity have been found to be associated with both alpha and beta diversity variation of macrophytes (e.g., [435]) and macroinvertebrates (e.g., [428]).…”
Section: Boreal and Arctic Freshwater Habitatsmentioning
confidence: 96%