{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T17:56:39Z","timestamp":1772819799357,"version":"3.50.1"},"reference-count":61,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2016,8,16]],"date-time":"2016-08-16T00:00:00Z","timestamp":1471305600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>This research integrates systemic and participatory techniques to model the Russian Federation construction innovation system. Understanding this complex construction innovation system and determining the best levers for enhancing it require the dynamic modelling of a number of factors, such as flows of resources and activities, policies, uncertainty and time. To build the foundations for such a dynamic model, the employed study method utilised an integrated stakeholder-based participatory approach coupled with structural analysis (MICMAC\u2014Matrice d'Impacts Crois\u00e9s Multiplication Appliqu\u00e9e \u00e0 un Classement Cross-Impact Matrix). This method identified the key factors of the Russian Federation construction innovation system, their causal relationship (i.e., influence\/dependence map) and, ultimately, a causal loop diagram. The generated model reveals pathways to improving construction innovation in the Russian Federation and underpins the future development of an operationalised system dynamics model.<\/jats:p>","DOI":"10.3390\/systems4030029","type":"journal-article","created":{"date-parts":[[2016,8,16]],"date-time":"2016-08-16T10:03:21Z","timestamp":1471341801000},"page":"29","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Model of the Russian Federation Construction Innovation System: An Integrated Participatory Systems Approach"],"prefix":"10.3390","volume":"4","author":[{"given":"Emiliya","family":"Suprun","sequence":"first","affiliation":[{"name":"Griffith School of Engineering, Griffith University, Gold Coast Campus, Queensland 4222, Australia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1914-5379","authenticated-orcid":false,"given":"Oz","family":"Sahin","sequence":"additional","affiliation":[{"name":"Griffith School of Engineering, Griffith University, Gold Coast Campus, Queensland 4222, Australia"},{"name":"GCCRP Griffith Systems Modelling Group, Griffith University, Gold Coast Campus, Queensland 4222, Australia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6013-3505","authenticated-orcid":false,"given":"Rodney","family":"Stewart","sequence":"additional","affiliation":[{"name":"Griffith School of Engineering, Griffith University, Gold Coast Campus, Queensland 4222, Australia"}]},{"given":"Kriengsak","family":"Panuwatwanich","sequence":"additional","affiliation":[{"name":"Griffith School of Engineering, Griffith University, Gold Coast Campus, Queensland 4222, Australia"}]}],"member":"1968","published-online":{"date-parts":[[2016,8,16]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"230","DOI":"10.1108\/09699980810867398","article-title":"Implementation of innovation by manufacturers subcontracting to construction projects","volume":"15","author":"Manley","year":"2008","journal-title":"Eng. 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