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            stage of a modelling process will aid better tuning of the model with its intended use:
            either through interactions with people represented in the model, or with potential
            users. Both cases have a major concern with making viewpoints explicit.


            12.2.2.1  Case of Increasing Knowledge

            The case of use for knowledge increase builds upon the previous subsection. The key
            element treated here deals with the uncertainty of social systems. The involvement
            of stakeholders represented in the simulation model is a way to improve its
            validation or calibration. Participants may bring their knowledge to reduce or better
            qualify some uncertainties. The simulation model is then expected to give back to
            the participant’s simulation outputs based on the interactions between their pieces
            of knowledge. On the other hand, this feedback is sometimes difficult to validate
            (Manson 2002). Its presentation and discussion with stakeholders represented in
            the simulation model is a way to cope with this issue. This approach has been
            explored by Barreteau and colleagues to improve the validation of an agent-based
            model of irrigated systems in Senegal River valley (Barreteau and Bousquet 1999).
            The format of this feedback, information provided and medium of communication,
            might make the model really open to discussion.
              This joins another expectation which is probably the most common in work
            that has so far implemented such participatory approaches with a social simulation
            model: making each participant’s assumptions explicit, included the modellers (Fis-
            cher et al. 2005;Mossetal. 2000; Pahl-Wostl and Hare 2004). This is a requirement
            from the simulation modelling community: making stakeholders’ beliefs, points of
            view and tacit knowledge explicit (Barreteau et al. 2001; Cockes and Ive 1996;
            D’Aquino et al. 2003; McKinnon 2005). Moreover, so that participants might
            become part of the model, the assumptions behind the model should be made
            explicit in order to be discussed, as should the outputs of the simulations so that
            they can also be discussed, transferred and translated in new knowledge. This is to
            overcome one major pitfall identified with the development of models which is the
            underuse of decision support models because of their opacity (Loucks et al. 1985;
            Reitsma et al. 1996). This concern of making explicit assumptions in the modelling
            process is also at the heart of the participatory approach community. One aim of
            gathering people together and making them collectively discuss their situation in a
            participatory setting is to make them aware of others’ viewpoints and interests. This
            process involves and stimulates some explanation of tacit positions.
              This means that the interactive setting should allow a bidirectional transfer of
            knowledge between stakeholders and the simulation model: knowledge elicitation
            in one direction and validation and explanation of simulation outputs in the other
            direction.
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