{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,25]],"date-time":"2026-06-25T11:52:16Z","timestamp":1782388336054,"version":"3.54.5"},"reference-count":65,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2021,5,1]],"date-time":"2021-05-01T00:00:00Z","timestamp":1619827200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2021,5,1]],"date-time":"2021-05-01T00:00:00Z","timestamp":1619827200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2021,2,23]],"date-time":"2021-02-23T00:00:00Z","timestamp":1614038400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000943","name":"CSIRO","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000943","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Agricultural Systems"],"published-print":{"date-parts":[[2021,5]]},"DOI":"10.1016\/j.agsy.2021.103120","type":"journal-article","created":{"date-parts":[[2021,3,9]],"date-time":"2021-03-09T00:13:30Z","timestamp":1615248810000},"page":"103120","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":99,"special_numbering":"C","title":["Foresighting Australian digital agricultural futures: Applying responsible innovation thinking to anticipate research and development impact under different scenarios"],"prefix":"10.1016","volume":"190","author":[{"given":"Aysha","family":"Fleming","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Emma","family":"Jakku","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Simon","family":"Fielke","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bruce M.","family":"Taylor","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Justine","family":"Lacey","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andrew","family":"Terhorst","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cara","family":"Stitzlein","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.agsy.2021.103120_bb0005","series-title":"Agricultural Commodities, Australia - Past and Present Releases","author":"ABS","year":"2018"},{"key":"10.1016\/j.agsy.2021.103120_bb2005","series-title":"Preparing NZ for shift to digital agriculture","author":"AgResearch Limited","year":"2017"},{"key":"10.1016\/j.agsy.2021.103120_bb0010","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1016\/j.njas.2018.06.001","article-title":"Digital platforms for smallholder credit access: the mediation of trust for cooperation in maize value chain financing","volume":"86\u201387","author":"Agyekumhene","year":"2018","journal-title":"NJAS - Wageningen J. Life Sci."},{"key":"10.1016\/j.agsy.2021.103120_bb0015","doi-asserted-by":"crossref","DOI":"10.1080\/23299460.2019.1603571","article-title":"Exploring the value proposition for RRI in Australia","author":"Ashworth","year":"2019","journal-title":"J. Respons. Innov."},{"key":"10.1016\/j.agsy.2021.103120_bb0020","series-title":"Responsible Innovation 3. A European Agenda?","year":"2017"},{"key":"10.1016\/j.agsy.2021.103120_bb0025","doi-asserted-by":"crossref","DOI":"10.1016\/j.njas.2019.05.001","article-title":"Supporting and practising digital innovation with advisers in smart farming","author":"Ayre","year":"2019","journal-title":"NJAS - Wageningen J. Life Sci."},{"issue":"4","key":"10.1016\/j.agsy.2021.103120_bb0050","doi-asserted-by":"crossref","first-page":"745","DOI":"10.1111\/soru.12202","article-title":"\u201cSmart\u201d farming techniques as political ontology: access, sovereignty and the performance of neoliberal and not-so-neoliberal worlds","volume":"58","author":"Carolan","year":"2018","journal-title":"Sociol. Rural."},{"key":"10.1016\/j.agsy.2021.103120_bb0055","first-page":"1","article-title":"Automated agrifood futures: robotics, labor and the distributive politics of digital agriculture","author":"Carolan","year":"2019","journal-title":"J. Peasant Stud."},{"key":"10.1016\/j.agsy.2021.103120_bb0060","author":"CSIRO"},{"issue":"1","key":"10.1016\/j.agsy.2021.103120_bb0065","first-page":"41","article-title":"The current and future state of Australian agricultural data","volume":"15","author":"Darnell","year":"2018","journal-title":"Farm Policy J."},{"key":"10.1016\/j.agsy.2021.103120_bb0070","doi-asserted-by":"crossref","first-page":"432","DOI":"10.1016\/j.techfore.2012.10.006","article-title":"Future scenarios to inspire innovation","volume":"80","author":"De Smedt","year":"2013","journal-title":"Technol. Forecast. Social Change"},{"key":"10.1016\/j.agsy.2021.103120_bb0075","author":"Digital Agriculture Convergence Lab"},{"key":"10.1016\/j.agsy.2021.103120_bb0085","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.jrurstud.2016.11.008","article-title":"Dynamics and distribution of public and private research and extension roles for technological innovation and diffusion: case studies of the implementation and adaptation of precision farming technologies","volume":"49","author":"Eastwood","year":"2017","journal-title":"J. Rural. Stud."},{"key":"10.1016\/j.agsy.2021.103120_bb0090","article-title":"Making sense in the cloud: farm advisory services in a smart farming future","volume":"90\u201391","author":"Eastwood","year":"2019","journal-title":"NJAS - Wageningen J. Life Sci."},{"key":"10.1016\/j.agsy.2021.103120_bb0095","doi-asserted-by":"crossref","DOI":"10.1007\/s10806-017-9704-5","article-title":"Managing socio-ethical challenges in the development of smart farming: from a fragmented to a comprehensive approach for responsible research and innovation","author":"Eastwood","year":"2019","journal-title":"J. Agric. Environ. Ethics"},{"key":"10.1016\/j.agsy.2021.103120_bb0100","author":"EU SCAR"},{"issue":"2","key":"10.1016\/j.agsy.2021.103120_bb0105","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1080\/07352689.2017.1336047","article-title":"From data to decisions: helping crop producers build their actionable knowledge","volume":"36","author":"Evans","year":"2017","journal-title":"Crit. Rev. Plant Sci."},{"key":"10.1016\/j.agsy.2021.103120_bb0110","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1016\/j.landusepol.2014.02.006","article-title":"The importance of farmer education in South Australia","volume":"39","author":"Fielke","year":"2014","journal-title":"Land Use Policy"},{"key":"10.1016\/j.agsy.2021.103120_bb2010","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1080\/1389224X.2017.1394885","article-title":"Lessons for co-innovation in agricultural innovation systems: a multiple case study analysis and a conceptual model","volume":"24","author":"Fielke","year":"2018","journal-title":"J. Agric. Educ. Ext."},{"key":"10.1016\/j.agsy.2021.103120_bb0120","doi-asserted-by":"crossref","DOI":"10.1016\/j.njas.2019.04.002","article-title":"Conceptualising the DAIS: implications of the \u2018Digitalisation of Agricultural Innovation Systems\u2019 on technology and policy at multiple levels","author":"Fielke","year":"2019","journal-title":"NJAS - Wageningen J. Life Sci."},{"key":"10.1016\/j.agsy.2021.103120_bb0125","doi-asserted-by":"crossref","DOI":"10.1016\/j.agsy.2019.102763","article-title":"The digitalisation of agricultural knowledge and advice networks: a state-of-the-art review","volume":"180","author":"Fielke","year":"2020","journal-title":"Agric. Syst."},{"issue":"24","key":"10.1016\/j.agsy.2021.103120_bb0130","first-page":"23","article-title":"Is big data for big farming or for everyone? Perceptions in the Australian grains industry","volume":"38","author":"Fleming","year":"2018","journal-title":"Agron. Sustain. Dev."},{"key":"10.1016\/j.agsy.2021.103120_bb0140","doi-asserted-by":"crossref","first-page":"757","DOI":"10.1016\/j.jclepro.2016.12.048","article-title":"The circular economy\u2013a new sustainability paradigm?","volume":"143","author":"Geissdoerfer","year":"2017","journal-title":"J. Clean. Prod."},{"issue":"3","key":"10.1016\/j.agsy.2021.103120_bb0145","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1177\/0030727019864978","article-title":"Rethinking technological change in smallholder agriculture","volume":"48","author":"Glover","year":"2019","journal-title":"Outlook Agric."},{"issue":"5\u20136","key":"10.1016\/j.agsy.2021.103120_bb0150","doi-asserted-by":"crossref","first-page":"673","DOI":"10.1007\/s10806-019-09808-w","article-title":"Responsible innovation for life: five challenges agriculture offers for responsible innovation in agriculture and food, and the necessity of an ethics of innovation","volume":"32","author":"Gremmen","year":"2019","journal-title":"J. Agric. Environ. Ethics"},{"key":"10.1016\/j.agsy.2021.103120_bb0155","series-title":"Rural Industry Futures: Megatrends Impacting Australian Agriculture over the Coming Twenty Years","isbn-type":"print","author":"Hajkowicz","year":"2015","ISBN":"https:\/\/id.crossref.org\/isbn\/9781742548111"},{"issue":"4","key":"10.1016\/j.agsy.2021.103120_bb0160","doi-asserted-by":"crossref","first-page":"180","DOI":"10.1177\/1946756716672477","article-title":"Designing foresight and foresighting design: opportunities for learning and collaboration via scenarios","volume":"8","author":"Hines","year":"2016","journal-title":"World Fut. Rev."},{"issue":"5","key":"10.1016\/j.agsy.2021.103120_bb0165","doi-asserted-by":"crossref","first-page":"715","DOI":"10.1016\/j.respol.2006.03.005","article-title":"Intermediation and the role of intermediaries in innovation","volume":"35","author":"Howells","year":"2006","journal-title":"Res. Policy"},{"key":"10.1016\/j.agsy.2021.103120_bb0170","doi-asserted-by":"crossref","DOI":"10.1007\/s10842-014-0190-4","article-title":"Awaiting the second big data revolution: from digital noise to value creation","volume":"15","author":"Huberty","year":"2015","journal-title":"J. Ind. Compet. Trade"},{"key":"10.1016\/j.agsy.2021.103120_bb0180","author":"IoF 2020"},{"key":"10.1016\/j.agsy.2021.103120_bb0185","doi-asserted-by":"crossref","DOI":"10.1016\/j.njas.2018.11.002","article-title":"\u201cIf they don\u2019t tell us what they do with it, why would we trust them?\u201d Trust, transparency and benefit-sharing in Smart Farming","author":"Jakku","year":"2019","journal-title":"NJAS - Wageningen J. Life Sci."},{"issue":"5","key":"10.1016\/j.agsy.2021.103120_bb0190","doi-asserted-by":"crossref","first-page":"729","DOI":"10.1287\/orsc.1070.0340","article-title":"Framing contests: strategy making under uncertainty","volume":"19","author":"Kaplan","year":"2008","journal-title":"Organ. Sci."},{"key":"10.1016\/j.agsy.2021.103120_bb0200","article-title":"Experience versus expectation: farmers\u2019 perceptions of smart farming technologies for cropping systems across Europe","author":"Kernecker","year":"2019","journal-title":"Precis. Agric."},{"key":"10.1016\/j.agsy.2021.103120_bb0205","doi-asserted-by":"crossref","DOI":"10.1016\/j.agsy.2020.102901","article-title":"Supporting food systems transformation: the what, why, who, where and how of mission-oriented agricultural innovation systems","volume":"184","author":"Klerkx","year":"2020","journal-title":"Agric. Syst."},{"issue":"6","key":"10.1016\/j.agsy.2021.103120_bb0210","doi-asserted-by":"crossref","first-page":"849","DOI":"10.1016\/j.techfore.2008.10.001","article-title":"Establishment and embedding of innovation brokers at different innovation system levels: insights from the Dutch agricultural sector","volume":"76","author":"Klerkx","year":"2009","journal-title":"Technol. Forecast. Social Change"},{"key":"10.1016\/j.agsy.2021.103120_bb0215","article-title":"Dealing with the game-changing technologies of agriculture 4.0: how do we manage diversity and responsibility in food system transition pathways?","volume":"24","author":"Klerkx","year":"2020","journal-title":"Glob. Food Security"},{"key":"10.1016\/j.agsy.2021.103120_bb0220","article-title":"A review of social science on digital agriculture, smart farming and agriculture 4.0: New contributions and a future research agenda","volume":"90","author":"Klerkx","year":"2019","journal-title":"NJAS-Wageningen J. Life Sci."},{"key":"10.1016\/j.agsy.2021.103120_bb0225","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.jrurstud.2017.07.018","article-title":"Pluralism of agricultural advisory service providers \u2013 facts and insights from Europe","volume":"55","author":"Knierim","year":"2017","journal-title":"J. Rural. Stud."},{"key":"10.1016\/j.agsy.2021.103120_bb0230","doi-asserted-by":"crossref","DOI":"10.1080\/23299460.2020.1800969","article-title":"Open science for responsible innovation in Australia: understanding the expectations and priorities of scientists and researchers","author":"Lacey","year":"2020","journal-title":"J. Respons. Innov."},{"key":"10.1016\/j.agsy.2021.103120_bb0240","series-title":"Accelerating Precision Agriculture to Decision Agriculture: Enabling Digital Agriculture in Australia","author":"Leonard","year":"2017"},{"key":"10.1016\/j.agsy.2021.103120_bb0245","author":"Lockie"},{"key":"10.1016\/j.agsy.2021.103120_bb2000","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1016\/j.futures.2017.09.005","article-title":"Radical ocean futures-scenario development using science fiction prototyping","volume":"95","author":"Merrie","year":"2018","journal-title":"Futures"},{"key":"10.1016\/j.agsy.2021.103120_bb0265","doi-asserted-by":"crossref","first-page":"917","DOI":"10.1071\/AN12347","article-title":"The evolving extension environment: implications for dairy scientists","volume":"53","author":"Murphy","year":"2013","journal-title":"Anim. Prod. Sci."},{"key":"10.1016\/j.agsy.2021.103120_bb0285","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1016\/j.jrurstud.2017.12.027","article-title":"How private-sector farm advisors change their practices: an Australian case study","volume":"58","author":"Nettle","year":"2018","journal-title":"J. Rural. Stud."},{"issue":"1","key":"10.1016\/j.agsy.2021.103120_bb0290","doi-asserted-by":"crossref","DOI":"10.1080\/23299460.2014.882064","article-title":"Responsible innovation, the art and craft of anticipation","volume":"1","author":"Nordmann","year":"2014","journal-title":"J. Respons. Innov."},{"key":"10.1016\/j.agsy.2021.103120_bb0295","series-title":"Digital Opportunities for Better Agricultural Policies","author":"OECD","year":"2019"},{"key":"10.1016\/j.agsy.2021.103120_bb0300","article-title":"The future(s) of digital agriculture and sustainable food systems: an analysis of high-level policy documents","volume":"45","author":"O\u2019Malley","year":"2020","journal-title":"Ecosyst. Services."},{"issue":"4","key":"10.1016\/j.agsy.2021.103120_bb0305","doi-asserted-by":"crossref","first-page":"32","DOI":"10.5751\/ES-07985-200432","article-title":"Participatory scenario planning in place-based social-ecological research: insights and experiences from 23 case studies","volume":"20","author":"Oteros-Rozas","year":"2015","journal-title":"Ecol. Soc."},{"key":"10.1016\/j.agsy.2021.103120_bb0310","series-title":"Responsible Innovation","first-page":"27","article-title":"A framework for responsible innovation","author":"Owen","year":"2013"},{"key":"10.1016\/j.agsy.2021.103120_bb0315","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1080\/1389224X.2017.1320642","article-title":"Enrolling advisers in governing privatised agricultural extension in Australia: challenges and opportunities for the research, development and extension system","volume":"23","author":"Paschen","year":"2017","journal-title":"J. Agric. Educ. Ext."},{"key":"10.1016\/j.agsy.2021.103120_bb0320","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1016\/j.landusepol.2016.02.018","article-title":"Performing inter-professional expertise in rural advisory networks","volume":"54","author":"Phillipson","year":"2016","journal-title":"Land Use Policy"},{"key":"10.1016\/j.agsy.2021.103120_bb0325","doi-asserted-by":"crossref","first-page":"307","DOI":"10.1007\/s10669-019-09728-0","article-title":"The provision and utility of science and uncertainty to decision-makers: earth science case studies","volume":"39","author":"Quigley","year":"2019","journal-title":"Environ. Syst. Decisions"},{"key":"10.1016\/j.agsy.2021.103120_bb0335","article-title":"Digitalisation in the New Zealand agricultural knowledge and innovation system: initial understandings and emerging organisational responses to digital agriculture","volume":"90\u201391","author":"Rijswijk","year":"2019","journal-title":"NJAS - Wageningen J. Life Sci."},{"key":"10.1016\/j.agsy.2021.103120_bb0340","first-page":"1","article-title":"Five ways to improve the agricultural innovation system in Australia","volume":"15","author":"Robertson","year":"2016","journal-title":"Farm Policy J."},{"key":"10.1016\/j.agsy.2021.103120_bb0345","doi-asserted-by":"crossref","DOI":"10.3389\/fsufs.2018.00087","article-title":"Agriculture 4.0: broadening responsible innovation in an era of smart farming","author":"Rose","year":"2018","journal-title":"Front. Sustain. Food Syst."},{"key":"10.1016\/j.agsy.2021.103120_bb0355","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.agsy.2016.10.014","article-title":"Metrics, models and foresight for European sustainable food and nutrition security: the vision of the SUSFANS project","volume":"163","author":"Rutten","year":"2018","journal-title":"Agric. Syst."},{"key":"10.1016\/j.agsy.2021.103120_bb0360","author":"Scientific Foresight Unit, (STOA)"},{"key":"10.1016\/j.agsy.2021.103120_bb0365","doi-asserted-by":"crossref","first-page":"1568","DOI":"10.1016\/j.respol.2013.05.008","article-title":"Developing a framework for responsible innovation","volume":"42","author":"Stilgoe","year":"2013","journal-title":"Res. Policy"},{"issue":"1","key":"10.1016\/j.agsy.2021.103120_bb0375","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1080\/23299460.2014.882556","article-title":"On the hermeneutic need for future anticipation","volume":"1","author":"van der Burg","year":"2014","journal-title":"J. Respons. Innov."},{"key":"10.1016\/j.agsy.2021.103120_bb0380","article-title":"Ethics of smart farming: Current questions and directions for responsible innovation towards the future","volume":"90\u201391","author":"van der Burg","year":"2019","journal-title":"NJAS - Wageningen J. Life Sci."},{"key":"10.1016\/j.agsy.2021.103120_bb0385","article-title":"Toward \u201cResponsible Foresight\u201d: developing futures that enable matching future technologies with societal demands","author":"van der Duin","year":"2018","journal-title":"World Futures Rev."},{"issue":"3","key":"10.1016\/j.agsy.2021.103120_bb0390","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1108\/14636680310698379","article-title":"A generic foresight process framework","volume":"5","author":"Voros","year":"2003","journal-title":"Foresight"},{"issue":"1","key":"10.1016\/j.agsy.2021.103120_bb0395","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1080\/23299460.2014.885176","article-title":"From foresight to hindsight: the promise of history in responsible innovation","volume":"1","author":"Wilsdon","year":"2014","journal-title":"J. Respons. Innov."},{"key":"10.1016\/j.agsy.2021.103120_bb0400","article-title":"Farmers and their data: an examination of farmers\u2019 reluctance to share their data through the lens of the laws impacting smart farming","volume":"90\u201391","author":"Wiseman","year":"2019","journal-title":"NJAS - Wageningen J. Life Sci."},{"key":"10.1016\/j.agsy.2021.103120_bb0405","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1016\/j.agsy.2017.01.023","article-title":"Big data in smart farming\u2014a review","volume":"153","author":"Wolfert","year":"2017","journal-title":"Agric. Syst."}],"container-title":["Agricultural Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0308521X21000731?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0308521X21000731?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,10,5]],"date-time":"2025-10-05T20:47:57Z","timestamp":1759697277000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0308521X21000731"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,5]]},"references-count":65,"alternative-id":["S0308521X21000731"],"URL":"https:\/\/doi.org\/10.1016\/j.agsy.2021.103120","relation":{},"ISSN":["0308-521X"],"issn-type":[{"value":"0308-521X","type":"print"}],"subject":[],"published":{"date-parts":[[2021,5]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Foresighting Australian digital agricultural futures: Applying responsible innovation thinking to anticipate research and development impact under different scenarios","name":"articletitle","label":"Article Title"},{"value":"Agricultural Systems","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.agsy.2021.103120","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2021 The Author(s). Published by Elsevier Ltd.","name":"copyright","label":"Copyright"}],"article-number":"103120"}}