Assessment plots and statistical analysis
This report provides details of the assessment of mercury concentrations in plaice muscle at station North Sea (DOGGBK).
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Timeseries metadata. Key information about the timeseries.
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Assessment plot. The fitted trend (solid line) with pointwise 90% confidence bands (grey shaded areas). The trend is plotted on the log scale, with the axis labels back-transformed for ease of interpretation. The points are the annual medians of the individual log concentration measurements, with solid circles denoting uncensored values and < denoting less-than values. The assessment criteria are indicated on the right hand side of the plot and by horizontal dashed lines (if within the range of the data).
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Trend with data. The fitted trend with pointwise 90% confidence bands. The points are the individual concentration measurements, with + denoting uncensored values, d or q denoting values below the limit of detection or quantification and < denoting other less-than values.
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Auxiliary data. The individual concentration measurements with supporting information: mean length of the individuals in the sample; dry weight (%) of the sample; lipid weight (%) of the sample.
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Assessment (related compounds). Assessment plots for all the compounds in the same chemical group measured in plaice muscle at this station.
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Data (related compounds). A scatter plot matrix of all the individual concentration measurements for all the compounds in the same chemical group in plaice muscle at this station.
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Statistical analysis. This tab summarises the fits of models with different amount of smoothing. The final choice is the model with the minimum AICc (with the caveat that a linear model is always preferred to a mean model if there are sufficient years of data). The tab also gives the contrast between the fitted values at the start and end of the timeseries, and over the most recent twenty years. Finally, the tab assesses status by comparing the fitted value at the end of the timeseries to the assessment criteria.
Assessment plot
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)
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)
Auxiliary data
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)
Statistical analysis
Trend assessment
Analysis of variance
Df AIC AICc Log lik Deviance Chisq Chi df Pr(>Chisq)
mean 1 -5.743991 -2.143991 5.871995 -11.74399 NA NA NA
linear 2 -5.348201 2.651799 6.674101 -13.34820 1.604211 1 0.20530749
smooth (df = 2) 3 -6.647175 10.019491 8.323588 -16.64718 3.298974 1 0.06932318
Change in log concentration
Year start Year end Fit start Fit end Change Std error t Pr(>|t|)
overall 2014 2021 3.081327 3.362424 0.2810971 0.2082132 1.350044 0.2257031
last 20 years 2014 2021 3.081327 3.362424 0.2810971 0.2082132 1.350044 0.2257031
Status assessment
Conc fitted Conc ref Log ratio Std error t Pr(>t)
QSsp 28.85905 20 -0.3666914 0.1276684 -2.872218 9.858276e-01
MPC 28.85905 500 2.8521844 0.1276684 22.340566 2.630774e-07
Interpretation
There is no significant temporal trend in the time series (p = 0.2053).
Concentrations at the end of the time series were not significantly below the QSsp (p = 0.9858). Concentrations could therefore have harmed marine life. Concentrations were significantly below the MPC (p < 0.0001), so were unlikely to have harmed human health.