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Long-range ensemble forecasts are typically verified as anomalies with respect to a lead-time dependent climatological mean to remove the influence of systematic biases.
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https://www.ecmwf.int/en/publications/ifs-documentation
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Quarterly Journal of the Royal Meteorological Society
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