Table 1 Results of the linear mixed-effect models (LME).

From: Carbon dioxide fluxes increase from day to night across European streams

Response variable

Fixed effect

χ2 (1)

p

Sign

(A) Testing spatial and temporal hypotheses

CO2 flux difference from day to night

Latitude

7.4207

0.006

Water temperature (day)

0.0168

0.897

 

Water temperature (day)*latitude

4.9594

0.026

+

(B) Testing physical and biogeochemical drivers of CO2 flux changes

CO2 flux difference from day to night

Δ Water pCO2

4.9497

0.026

+

Δ Gas transfer velocity k

0.5613

0.454

 

(C) Testing biogeochemical drivers of pCO2 changes

pCO2 difference from day to night

Δ Water O2 concentration

7.9879

0.005

ΔpH

0.0345

0.853

 

Δ Conductivity

0.0293

0.864

 

ΔTwTa a (proxy for heat flux)

1.6720

0.196

 

ΔWater temperature

0.8731

0.350

 

(D) Testing catchment and hydromorphological drivers of pCO2 changes

pCO2 difference from day to night

Day length

1.7244

0.189

 

Stream wetted width

0.3748

0.540

 

Discharge

3.4458

0.063

 

% forest

0.0950

0.758

 

Catchment area

2.3656

0.124

 
  1. aHeat flux calculated as water temperature (Tw) minus air temperature (Ta).
  2. (A) Marginal R2 = 0.12, conditional R2 = 0.18, sample size = 107.
  3. (B) Marginal R2 = 0.08, conditional R2 = 0.10, sample size = 77.
  4. (C) Marginal R2 = 0.13, conditional R2 = 0.33, sample size = 78.
  5. (D) Marginal R2 = 0.11, conditional R2 = 0.13, sample size = 68.
  6. The effects of latitude and water temperature during the day (A) and the effect of day-to-night differences of pCO2 and the gas transfer velocity (Δ =  night minus day values) (B) on the day-to-night difference of CO2 fluxes were tested. Furthermore, the effect of day-to-night differences of physical and biogeochemical parameters (C) and the effect of catchment and hydromorphological related parameters (D) on the day-to-night differences of pCO2 were evaluated. Stream ID was included as a random effect on the intercept. Significances of fixed effects were assessed with likelihood ratio tests with degrees of freedom  =  1. The slope direction (sign) of the effect is indicated with – or + when significant. Significant p values  <  0.05 are in bold.