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5.7.3  Modelling approaches


               In CIS guidance 10 (Rivers and lakes – typology, reference conditions and classification systems,
               2003)   some remarks are made about modelling approaches:
                     (20)
               When adequate numbers of representative reference sites are not available in a region/type, predictive modelling, using
               the data available within a region/type or borrowing data from other similar regions/types, can be used to determine
               reference values. One of the advantages of using predictive approaches is that the number of sites needed for reliable
               estimates of mean or median and error are usually lower than those needed if spatial approaches are used. This usually
               results in fewer sites that need to be sampled, together with lower implementation costs. A second advantage of using
               predictive approaches is that the models can often be inverted to examine the likely effects of mitigation measures. It
               must be stressed that predictive models only are valid for the ecoregion and water body type for which they are created.





            5.7.4  Expert judgement                           5.8  Intercalibration



            Expert judgement usually consists of a narrative statement   Intercalibration is an important way of ensuring consistency
            of expected reference condition. Although an expert’s   in boundary setting and assessment across all European
            opinion may be expressed semi-quantitatively, qualitative   Member States. It allows the use of different assessment
            articulation is probably most common. Use of expert   methodologies but ensures consistency and comparability.
            judgment may be warranted in areas where reference sites   This is a process undertaken infrequently (at most, once per
            are few or absent.                                 WFD planning cycle) but is important to ensure comparability.


            One of the strengths of this approach is that it may also   5.8.1  Aim of
            be used in combination with other methods. For example,
            expert judgment may be used to extrapolate findings from   intercalibration
            one quality element to another (eg paleo-reconstruction
            using fossil diatom remains may be used to infer
            invertebrate community composition), or to extrapolate   Intercalibration is a component of the Water Framework
            dose-response relationships to those expected in   Directive for ensuring that every Member State’s ecological
            unperturbed sites.                                quality objectives and assessments of quality against those
                                                              objectives are consistent across the EU. This ensures that
            Another strength of this approach is that both empirical   the High-Good and Good-Moderate status boundaries for
            data and opinion can be amalgamated with present-day   each biological quality element in each water body category
            concepts of ecosystem structure and function. However,   relates to the same quality in each Member State, despite
            as a number of weaknesses are inherently associated with   differences in their biotas and assessment methods. It also
            this approach, caution should be exercised when using it   ensures that their methods comply with the normative
            as the sole means of establishing reference conditions.   definitions in the Directive (Annex V, 1.2).
            For example, subjectivity, eg the common perception
            that it was always better in the past, and bias, eg even   Different countries have different biological assessment
            sites with low diversity can be representative, may limit its   methods because they already had well-established
            usefulness. Other drawbacks include the lack of clarity   methods before WFD, because of biogeographical
            or low degree of transparency in assumptions used to   differences in their biotas, and because of differences in the
            establish reference and the lack of quantitative measures,   environmental pressures as a result of differences in human
            eg mean or median values for validation. A further   activities. Intercalibration enabled countries to continue to
            weakness of this, and many other approaches is that the   use and develop their existing methods and avoided the
            measure obtained is often static, and hence does not   need to develop new methods specifically for the Directive.
            include the dynamic, inherent variability often associated   Another strength of this approach is that both empirical data
            with natural ecosystems (CIS Guidance Nº 10).     and opinion can be amalgamated with present-day concepts
                                                              of ecosystem structure and function.








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