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PERSPECTIVES ON ANIMAL BIOSCIENCES (Open Access)

A conceptual framework for modelling the role of livestock systems in sustainable diets and a sustainable planet

J. C. H. Dougherty https://orcid.org/0000-0001-9918-4986 A * , B. Ridoutt B , M. K. Jackson https://orcid.org/0000-0001-5225-6647 C , M. Arsic https://orcid.org/0000-0001-9236-5565 A , P. Juliano D and V. H. Oddy https://orcid.org/0000-0003-1783-1049 E
+ Author Affiliations
- Author Affiliations

A CSIRO Agriculture and Food, St Lucia, Qld 4067, Australia.

B CSIRO Agriculture and Food, Clayton, Vic. 3168, Australia.

C University of Nebraska Medical Centre, Omaha, NE 68198, USA.

D CSIRO Agriculture and Food, Werribee, Vic. 3030, Australia.

E NSW Department of Primary Industries, Armidale, NSW 2350, Australia.

* Correspondence to: james.dougherty@csiro.au

Handling Editor: David Masters

Animal Production Science 63(18) 1866-1886 https://doi.org/10.1071/AN23300
Submitted: 7 September 2023  Accepted: 24 November 2023  Published: 11 December 2023

© 2023 The Author(s) (or their employer(s)). Published by CSIRO Publishing. This is an open access article distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND)

Abstract

The role of livestock in sustainable food systems and sustainable diets is a complex issue. It should be assessed in terms of its impacts on environmental, economic, and social sustainability, as well as the levels of animal performance, the human food supply, and the human food production system. However, such nuanced analyses are made difficult by the lack of multi-metric, multi-domain modelling frameworks and a lack of data on regional variation in livestock production. This paper proposes a conceptual biophysical modelling framework that could be used as a pathway to address existing methodology gaps and improve sustainability analyses across multiple levels. Realising this modelling framework requires clear, transparent, and enforceable frameworks for multi-scale sustainability assessments, as well as long-term investment into region-specific data collection, particularly from under-represented regions. To ensure representativeness and broader utility, this framework must also be able to model variation in both production systems and consumer dietary patterns, and the feedback loops between producer/consumer decisions and on-farm production. Beyond the level of science, this will also require concerted effort by the various actors in the livestock and food-chain sectors such as governmental bodies, the food production industry and local communities. Once realised, this framework could be used to assess trade-offs between potential food-system changes and to ensure that decisions are being made from a big picture, net-benefit perspective, while exploring methods for building flexible, diverse food systems that are sustainable across multiple scales.

Keywords: animal nutrition, human nutrition, life cycle assessment, livestock, modelling, sustainability, sustainable agriculture, sustainable diets, systems models, upcycling.

References

Adesogan AT, Havelaar AH, McKune SL, Eilittä M, Dahl GE (2020) Animal source foods: sustainability problem or malnutrition and sustainability solution? Perspective matters. Global Food Security 25, 100325.
| Crossref | Google Scholar |

Agriculture and Agri-Food Canada (2023) Sustainable Agriculture Strategy. Available at https://agriculture.canada.ca/en/environment/sustainable-agriculture-strategy [accessed August 2023].

Alders RG, Chadag MV, Debnath NC, Howden M, Meza F, Schipp MA, Swai ES, Wingett K (2021a) Planetary boundaries and veterinary services. OIE Scientific and Technical Review 40, 439-453.
| Crossref | Google Scholar | PubMed |

Alders RG, Campbell A, Costa R, Guèye EF, Ahasanul Hoque M, Perezgrovas-Garza R, Rota A, Wingett K (2021b) Livestock across the world: diverse animal species with complex roles in human societies and ecosystem services. Animal Frontiers 11(5), 20-29.
| Crossref | Google Scholar | PubMed |

Alhashim R, Deepa R, Anandhi A (2021) Environmental impact assessment of agricultural production using LCA: a review. Climate 9(11), 164.
| Crossref | Google Scholar |

APSIM Initiative (2023) CLEM user guide and reference manual. Available at https://www.apsim.info/clem/Content/Home.htm [accessed August 2023]

Aranda J, Zambrana-Vásquez D, Del-Busto F, Círez F (2021) Social impact analysis of products under a holistic approach: a case study in the meat product supply chain. Sustainability 13, 12163.
| Crossref | Google Scholar |

Arvidsson Segerkvist K, Hansson H, Sonesson U, Gunnarsson S (2020) Research on environmental, economic, and social sustainability in dairy farming: a systematic mapping of current literature. Sustainability 12(14), 5502.
| Crossref | Google Scholar |

Australian DAFF (2022) Delivering Ag 2030. Australian Department of Agriculture, Fisheries, and Forestry, Canberra, ACT, Australia. Available at https://www.agriculture.gov.au/agriculture-land/farm-food-drought/ag2030 [accessed August 2023]

Australian DCCEEW (2018) 2018 national waste policy: less waste, more resources. Australian Department of Climate Change, Energy, the Environment, and Water, Canberra, ACT, Australia. Available at https://www.dcceew.gov.au/environment/protection/waste/publications/national-waste-policy-2018 [accessed August 2023]

Australian DCCEEW (2019) National waste policy action plan 2019, 2022. Australian Department of Climate Change, Energy, the Environment, and Water, Canberra, ACT, Australia. Available at https://www.dcceew.gov.au/environment/protection/waste/publications/national-waste-policy-action-plan [accessed November 2023]

Australian Federal Register of Legislation (2022) Climate change act 2022. Australian Federal Government, Canberra, ACT, Australia. Available at https://www.legislation.gov.au/Details/C2022A00037 [accessed August 2023]

Baber JR, Sawyer JE, Wickersham TA (2018) Estimation of human-edible protein conversion efficiency, net protein contribution, and enteric methane production from beef production in the United States. Translational Animal Science 2(4), 439-450.
| Crossref | Google Scholar | PubMed |

Barbier EB (1987) The concept of sustainable economic development. Environmental Conservation 14(2), 101-110.
| Crossref | Google Scholar |

Beal T, Ortenzi F, Fanzo J (2023) Estimated micronutrient shortfalls of the EAT-Lancet planetary health diet. The Lancet Planetary Health 7(3), e233-e237.
| Crossref | Google Scholar | PubMed |

Biesbroek S, Kok FJ, Tufford AR, Bloem MW, Darmon N, Drewnowski A, Fan S, Fanzo J, Gordon LJ, Hu FB, Lähteenmäki L, Nnam N, Ridoutt BG, Rivera J, Swinburn B, Veer Pv (2023) Toward healthy and sustainable diets for the 21st century: importance of sociocultural and economic considerations. Proceedings of the National Academy of Sciences 120(26), e2219272120.
| Crossref | Google Scholar |

Buenavista RME, Siliveru K, Zheng Y (2021) Utilization of Distiller’s dried grains with solubles: a review. Journal of Agriculture and Food Research 5, 100195.
| Crossref | Google Scholar |

Cacau LT, De Carli E, de Carvalho AM, Lotufo PA, Moreno LA, Bensenor IM, Marchioni DM (2021) Development and validation of an index based on EAT-lancet recommendations: the planetary health diet index. Nutrients 13(5), 1698.
| Crossref | Google Scholar |

Capper JL, Cady RA (2012) A comparison of the environmental impact of Jersey compared with Holstein milk for cheese production. Journal of Dairy Science 95(1), 165-176.
| Crossref | Google Scholar | PubMed |

Chen X, Wilfart A, Puillet L, Aubin J (2017) A new method of biophysical allocation in LCA of livestock co-products: modeling metabolic energy requirements of body-tissue growth. The International Journal of Life Cycle Assessment 22, 883-895.
| Crossref | Google Scholar |

Cifelli CJ, Auestad N, Fulgoni VL, III (2022) Replacing the nutrients in dairy foods with non-dairy foods will increase cost, energy intake and require large amounts of food: National Health and Nutrition Examination Survey 2011–2014. Public Health Nutrition 25(2), 332-343.
| Crossref | Google Scholar |

Clegg ME, Tarrado Ribes A, Reynolds R, Kliem K, Stergiadis S (2021) A comparative assessment of the nutritional composition of dairy and plant-based dairy alternatives available for sale in the UK and the implications for consumers’ dietary intakes. Food Research International 148, 110586.
| Crossref | Google Scholar | PubMed |

Conrad Z, Niles MT, Neher DA, Roy ED, Tichenor NE, Jahns L (2018) Relationship between food waste, diet quality, and environmental sustainability. PLoS ONE 13(4), e0195405.
| Crossref | Google Scholar |

Cui A, Zhang T, Xiao P, Fan Z, Wang H, Zhuang Y (2023) Global and regional prevalence of vitamin D deficiency in population-based studies from 2000 to 2022: a pooled analysis of 7.9 million participants. Frontiers in Nutrition 10, 1070808.
| Crossref | Google Scholar | PubMed |

de Olde EM, Sautier M, Whitehead J (2018) Comprehensiveness or implementation: challenges in translating farm-level sustainability assessments into action for sustainable development. Ecological Indicators 85, 1107-1112.
| Crossref | Google Scholar |

de Vries M, de Boer IJM (2010) Comparing environmental impacts for livestock products: a review of life cycle assessments. Livestock Science 128(1-3), 1-11.
| Crossref | Google Scholar |

Demeter L, Molnár ÁP, Bede-Fazekas A, Öllerer K, Varga A, Szabados K, Tucakov M, Kiš A, Biró M, Marinkov J, Molnár Z (2021) Controlling invasive alien shrub species, enhancing biodiversity and mitigating flood risk: a win–win–win situation in grazed floodplain plantations. Journal of Environmental Management 295, 113053.
| Crossref | Google Scholar | PubMed |

Dougherty HC, Ahmadi A, Oltjen JW, Mitloehner FM, Kebreab E (2019a) Review: modeling production and environmental impacts of small ruminants – incorporation of existing ruminant modeling techniques, and future directions for research and extension. Applied Animal Science 35(1), 114-129.
| Crossref | Google Scholar |

Dougherty HC, Oltjen JW, Mitloehner FM, DePeters EJ, Pettey LA, Macon D, Finzel J, Rodrigues K, Kebreab E (2019b) Carbon and blue water footprints of California sheep production. Journal of Animal Science 97(2), 945-961.
| Crossref | Google Scholar | PubMed |

Eady S, Grant T, Cruypenninck H, Renouf M, Mata G (2014) AusAgLCI – a life cycle inventory database for Australian agriculture. Australian Government Rural Industries Research and Development Corporation, Armidale, NSW, Australia. Available at agrifutures.com.au [accessed August 2023]

Emerenciano MCG, Rombenso AN, Vieira FdN, Martins MA, Coman GJ, Truong HH, Noble TH, Simon CJ (2022) Intensificaiton of Penaeid shrimp culture: an applied review of advances in production systems, nutrition and breeding. Animals 12, 236.
| Crossref | Google Scholar | PubMed |

Ertl P, Klocker H, Hörtenhuber S, Knaus W, Zollitsch W (2015) The net contribution of dairy production to human food supply: the case of Austrian dairy farms. Agricultural Systems 137, 119-125.
| Crossref | Google Scholar |

European Parliament (2023) EU to ban greenwashing and improve consumer information on product durability. European Parliament News. Available at https://www.europarl.europa.eu/news/en/press-room/20230918IPR05412/eu-to-ban-greenwashing-and-improve-consumer-information-on-product-durability [accessed November 2023]

FAO (2016a) Environmental performance of large ruminant supply chains: guidelines for assessment. Livestock environmental assessment and performance partnership. FAO, Rome, Italy. Available at https://www.fao.org/3/i6494e/i6494e.pdf [accessed August 2023]

FAO (2016b) Greenhouse gas emissions and fossil energy use from poultry supply chains: guidelines for assessment. Livestock environmental assessment and performance partnership. FAO, Rome, Italy. Available at https://www.fao.org/3/i6421e/i6421e.pdf [accessed August 2023]

FAO (2016c) Environmental performance of animal feeds supply chains: guidelines for assessment. Livestock environmental assessment and performance partnership. FAO, Rome, Italy. Available at https://www.fao.org/3/i6433e/i6433e.pdf [accessed August 2023]

FAO (2020a) Land use in agriculture by the numbers. FAO Sustainable Food and Agriculture. FAO, Rome. Available at https://www.fao.org/sustainability/news/detail/en/c/1274219/ [accessed August 2023]

FAO (2020b) Addressing gender inequalities to build resilience. Food and Agriculture Organization of the United Nations. Rome, 2020. Available at https://www.fao.org/3/cb0433en/CB0433EN.pdf [accessed December 2023]

FAO (2020c) The State of Food and Agriculture 2020. Overcoming water challenges in agriculture. (FAO, Rome, Italy). 10.4060/cb1447en. Available at https://www.fao.org/3/cb1447en/cb1447en.pdf [accessed August 2023].

FAO GLEAM (2023) Global Livestock Environmental Assessment Model. (FAO: Rome, Italy). Available at https://www.fao.org/gleam/en/ [accessed August 2023].

FAOSTAT (2023) FAOSTAT statistical database: suite of food security indicators. Available at https://www.fao.org/faostat/en/ - data/FS [accessed June 2023]

FIAL (2021) The national food waste strategy feasibility study – final report. The Food and Agribusiness Growth Centre Manly, Sydney, NSW, Australia. Available at https://www.fial.com.au/sharing-knowledge/food-waste [accessed August 2023]

Forster P, Storelvmo T, Armour K, Collins W, Dufresne J-L, Frame D, Lunt DJ, Mauritsen T, Palmer MD, Watanabe M, Wild M, Zhang H (2021) The earth’s energy budget, climate feedbacks, and climate sensitivity. In ‘Climate change 2021: the physical science basis. contribution of working group I to the sixth assessment report of the intergovernmental panel on climate change’. (Eds V Masson-Delmotte, P Zhai, A Pirani, SL Connors, C Péan, S Berger, N Caud, Y Chen, L Goldfarb, MI Gomis, M Huang, K Leitzell, E Lonnoy, JBR Matthews, TK Maycock, T Waterfield, O Yelekçi, R Yu, B Zhou) pp. 923–1054. (Cambridge University Press: Cambridge, UK; and New York, NY, USA) doi:10.1017/9781009157896.009

Freer M, Moore AD, Donnelly JR (2012) The GRAZPLAN animal biology model for sheep and cattle and the GrazFeed decision support tool. CSIRO Plant Industry Technical Paper. CSIRO, Canberra, ACT, Australia. Available at https://grazplan.csiro.au/wp-content/uploads/2007/08/TechPaperMay12.pdf [accessed October 2023]

Gao Y, Cabrera Serrenho A (2023) Greenhouse gas emissions from nitrogen fertilizers could be reduced by up to one-fifth of current levels by 2050 with combined interventions. Nature Food 4, 170-178.
| Crossref | Google Scholar |

Gerber PJ, Uwizeye A, Schulte RPO, Opio CI, de Boer IJM (2014) Nutrient use efficiency: a valuable approach to benchmark the sustainability of nutrient use in global livestock production? Current Opinion in Environmental Sustainability 9-10, 122-130.
| Crossref | Google Scholar |

Ghavam S, Vahdati M, Wilson IAG, Styring P (2021) Sustainable ammonia production processes. Frontiers in Energy Research 9, 580808.
| Crossref | Google Scholar |

Grealis E, O’Donoghue C (2015) The economic impact of the Irish bio-economy. Joint report issued by the Teagasc Rural Economy Programme and the Socio-Economic Marine Research Unit (SEMRU). National University of Ireland, Galway, Ireland. Available at https://ageconsearch.umn.edu/record/210704/ [accessed September 2023]

Green A, Nemecek T, Chaudhary A, Mathys A (2020) Assessing nutritional, health, and environmental sustainability dimensions of agri-food production. Global Food Security 26, 100406.
| Crossref | Google Scholar |

Green A, Nemecek T, Smetana S, Mathys A (2021) Reconciling regionally-explicit nutritional needs with environmental protection by means of nutritional life cycle assessment. Journal of Cleaner Production 312, 127696.
| Crossref | Google Scholar |

GreenDelta (2023) openLCA – the life cycle and sustainability modeling suite. Available at https://www.openlca.org/openlca/ [accessed November 2023]

Hacking T, Guthrie P (2008) A framework for clarifying the meaning of triple bottom-line, integrated, and sustainability assessment. Environmental Impact Assessment Review 28(2-3), 73-89.
| Crossref | Google Scholar |

Hansen TL, Li M, Li J, Vankerhove CJ, Sotirova MA, Tricarico JM, Cabrera VE, Kebreab E, Reed KF (2021) The ruminant farm systems animal module: a biophysical description of animal management. Animals 11(5), 1373.
| Crossref | Google Scholar | PubMed |

Harrison MT, Cullen BR, Mayberry DE, Cowie AL, Bilotto F, Badgery WB, Liu K, Davison T, Christie KM, Muleke A, Eckard RJ (2021) Carbon myopia: the urgent need for integrated social, economic and environmental action in the livestock sector. Global Change Biology 27(22), 5726-5761.
| Crossref | Google Scholar | PubMed |

Hendrie GA, Baird D, Ridoutt B, Hadjikakou M, Noakes M (2016) Overconsumption of energy and excessive discretionary food intake inflates dietary greenhouse gas emissions in Australia. Nutrients 8(11), 690.
| Crossref | Google Scholar | PubMed |

Herrero M, Grace D, Njuki J, Johnson N, Enahoro D, Silvestri S, Rufino MC (2013) The roles of livestock in developing countries. Animal 7(S1), 3-18.
| Crossref | Google Scholar |

Herrero M, Henderson B, Havlík P, Thornton PK, Conant RT, Smith P, Wirsenius S, Hristov AN, Gerber P, Gill M, Butterbach-Bahl K, Valin H, Garnett T, Stehfest E (2016) Greenhouse gas mitigation potentials in the livestock sector. Nature Climate Change 6, 452-461.
| Crossref | Google Scholar |

Herron J, Curran TP, Moloney AP, McGee M, O’Riordan EG, O’Brien D (2021) Life cycle assessment of pasture-based suckler steer weanling-to-beef production systems: effect of breed and slaughter age. Animal 15(7), 100247.
| Crossref | Google Scholar | PubMed |

Holzworth D, Huth NI, Fainges J, Brown H, Zurcher E, Cichota R, Verrall S, Herrmann NI, Zheng B, Snow V (2018) APSIM next generation: overcoming challenges in modernising a farming systems model. Environmental Modelling & Software 103, 43-51.
| Crossref | Google Scholar |

Hunt JR, Swan AD, Fettell NA, Breust PD, Menz ID, Peoples MB, Kirkegaard JA (2016) Sheep grazing on crop residues do not reduce crop yields in no-till, controlled traffic farming systems in an equi-seasonal rainfall environment. Field Crops Research 196, 22-32.
| Crossref | Google Scholar |

Huntsinger L, Barry S (2021) Grazing in California’s mediterranean multi-firescapes. Frontiers in Sustainable Food Systems 5, 715366.
| Crossref | Google Scholar |

ILCAJ (2023) Institute of life cycle assessment, Japan databases and guidelines. Available at http://ilcaj.org/en/database.php [accessed August 2023]

ILRI (2023) Women’s Empowerment in Livestock Index (WELI). International Livestock Research Institute, Nairobi, Kenya. Available at https://www.ilri.org/womens-empowerment-livestock-index-weli [accessed August 2023]

IPCC (2022) Climate Change 2022: Impacts, Adaptation and Vulnerability. Contribution of Working Group II to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. [Pörtner H-O, Roberts DC, Tignor M, Poloczanska ES, Mintenbeck K, Alegría A, Craig M, Langsdorf S, Löschke S, Möller V, Okem A, Rama B (eds.)]. Cambridge University Press. Cambridge University Press, Cambridge, UK and New York, NY, USA, 3056 pp., 10.1017/9781009325844. Available at https://report.ipcc.ch/ar6/wg2/IPCC_AR6_WGII_FullReport.pdf [accessed August 2023]

ISO (2006a) ‘ISO 14040: Environmental management: life cycle assessment – principles and framework.’ International Organization for Standardization, Geneva, Switzerland.

ISO (2006b) ‘ISO 14044: Environmental management: life cycle assessment – requirements and guidelines.’ International Organization for Standardization, Geneva, Switzerland.

ISO (2014) ‘ISO 14046: Environmental management: water footprint – principles, requirements and guidelines.’ International Organization for Standardization, Geneva, Switzerland.

ISO (2018a) ‘ISO 14067: Greenhouse gases: carbon footprints of products – requirements and guidelines for quantification.’ International Organization for Standardization, Geneva, Switzerland.

ISO (2018b) ‘ISO 14024: Environmental labels and declarations: type I environmental labelling – principles and procedures.’ International Organization for Standardization, Geneva, Switzerland.

Japan MAFF (2021) Sustainable food systems strategy ‘MIDORI’. Japanese Ministry of Agriculture, Forestry, and Fisheries, Tokyo, Japan. Available at https://www.maff.go.jp/e/policies/env/env_policy/meadri.html [accessed August 2023]

Keats EC, Rappaport AI, Shah S, Oh C, Jain R, Bhutta ZA (2018) The dietary intake and practices of adolescent girls in low- and middle-income countries: a systematic review. Nutrients 10(12), 1978.
| Crossref | Google Scholar | PubMed |

Khan DSA, Das JK, Zareen S, Lassi ZS, Salman A, Raashid M, Dero AA, Khanzada A, Bhutta ZA (2022) Nutritional status and dietary intake of school-age children and early adolescents: systematic review in a developing country and lessons for the global perspective. Frontiers in Mutrition 8, 739447.
| Crossref | Google Scholar |

Kingwell RS, Pannell DJ (1987) ‘MIDAS – a bio-economic model of a dryland farm system.’ (Pudoc: Wageningen, The Netherlands)

Klopatek SC, Marvinney E, Duarte T, Kendall A, Yang X, Oltjen JW (2022) Grass-fed vs. grain-fed beef systems: performance, economic, and environmental trade-offs. Journal of Animal Science 100(2), skab374.
| Crossref | Google Scholar |

Komarek AM, Dunston S, Enahoro D, Godfray HCJ, Herrero M, Mason-D’Croz D, Rich KM, Scarborough P, Springmann M, Sulser TB, Wiebe K, Willenbockel D (2021) Income, consumer preferences, and the future of livestock-derived food demand. Global Environmental Change 70, 102343.
| Crossref | Google Scholar | PubMed |

Kristensen JA, Svenning J-C, Georgiou K, Malhi Y (2022) Can large herbivores enhance ecosystem carbon persistence? Trends in Ecology & Evolution 37(2), 117-128.
| Crossref | Google Scholar | PubMed |

Kyttä V, Roitto M, Astaptsev A, Saarinen M, Tuomisto HL (2022) Review and expert survey of allocation methods used in life cycle assessment of milk and beef. The International Journal of Life Cycle Assessment 27, 191-204.
| Crossref | Google Scholar |

Lark TJ, Spawn SA, Bougie M, Gibbs HK (2020) Cropland expansion in the United States produces marginal yields at high costs to wildlife. Nature Communications 11, 4295.
| Crossref | Google Scholar | PubMed |

Lebacq T, Baret PV, Stilmant D (2013) Sustainability indicators for livestock farming. A review. Agronomy for Sustainable Development 33, 311-327.
| Crossref | Google Scholar |

Lecoutere E (2017) The impact of agricultural co-operatives on women’s empowerment: evidence from Uganda. Journal of Co-operative Organization and Management 5(1), 14-27.
| Crossref | Google Scholar |

Leiman DA, Madigan K, Carlin M, Cantrell S, Palakshappa D (2022) Food Insecurity in Digestive Diseases. Gastroenterology 163(3), 547-551.e13.
| Crossref | Google Scholar |

Lemke C (2021) Conceptual framework of sustainable development. In ‘Accounting and statistical analyses for sustainable development’. Sustainable Management, Wertschöpfung und Effizienz. (Ed. C Lemke) pp. 9–39. (Springer Gabler: Wiesbaden, Germany) doi:10.1007/978-3-658-33246-4_2

Li X, Zhu W, Xu F, Du J, Tian X, Shi J, Wei G (2021) Organic amendments affect soil organic carbon sequestration and fractions in fields with long-term contrasting nitrogen applications. Agriculture, Ecosystems & Environment 322, 107643.
| Crossref | Google Scholar |

Locatelli B, Pavageau C, Pramova E, Di Gregorio M (2015) Integrating climate change mitigation and adaptation in agriculture and forestry: opportunities and trade-offs. Wires Climate Change 6(6), 585-598.
| Crossref | Google Scholar |

Maron M, Lill A (2005) The influence of livestock grazing and weed invasion on habitat use by birds in grassy woodland remnants. Biological Conservation 124(4), 439-450.
| Crossref | Google Scholar |

Marty JT (2005) Effects of cattle grazing on diversity in ephemeral wetlands. Conservation Biology 19(5), 1626-1632.
| Crossref | Google Scholar |

Mazzetto AM, Falconer S, Ledgard S (2022) Mapping the carbon footprint of milk production from cattle: a systematic review. Journal of Dairy Science 105(12), 9713-9725.
| Crossref | Google Scholar | PubMed |

McClelland SC, Arndt C, Gordon DR, Thoma G (2018) Type and number of environmental impact categories used in livestock life cycle assessment: a systematic review. Livestock Science 209, 39-45.
| Crossref | Google Scholar |

Molitorisová A, Burke C (2023) Farm to fork strategy: animal welfare, EU trade policy, and public participation. Applied Economic Perspectives and Policy 45(2), 881-910.
| Crossref | Google Scholar |

Morelli J (2011) Environmental sustainability: a definition for environmental professionals. Journal of Environmental Sustainability 1(1), 2.
| Crossref | Google Scholar |

Mota-Rojas D, Braghieri A, Álvarez-Macías A, Serrapica F, Ramírez-Bribiesca E, Cruz-Monterrosa R, Masucci F, Mora-Medina P, Napolitano F (2021) The use of draught animals in rural labour. Animals 11(9), 2683.
| Crossref | Google Scholar | PubMed |

Mottet A, de Haan C, Falcucci A, Tempio G, Opio C, Gerber P (2017) Livestock: on our plates or eating at our table? A new analysis of the feed/food debate. Global Food Security 14, 1-8.
| Crossref | Google Scholar |

Mottet A, Teillard F, Boettcher P, De’ Besi G, Besbes B (2018) Review: domestic herbivores and food security: current contribution, trends and challenges for a sustainable development. Animal 12(S2), s188-s198.
| Crossref | Google Scholar | PubMed |

Mwai O, Hanotte O, Kwon Y-J, Cho S (2015) African indigenous cattle: unique genetic resources in a rapidly changing world. Asian–Australasian Journal of Animal Sciences 28(7), 911-921.
| Crossref | Google Scholar | PubMed |

NASEM (2016) ‘Nutrient requirements of beef cattle.’ 8th edn. (National Academic Press: Washington, DC, USA)

National Pork Board (2017) Carbon footprint of pork production calculator. Pork Checkoff. Available at https://porkcheckoff.org/pork-production-management/sustainability/ [accessed August 2023]

Oliver B (2016) ‘The Earth Gives Us So Much’: agroecology and rural women’s leadership in Uruguay. Culture, Agriculture, Food and Environment 38(1), 38-47.
| Crossref | Google Scholar |

Osinga SA, Paudel D, Mouzakitis SA, Athanasiadis IN (2022) Big data in agriculture: between opportunity and solution. Agricultural Systems 195, 103298.
| Crossref | Google Scholar |

Picasso VD, Modernel PD, Becoña G, Salvo L, Gutiérrez L, Astigarraga L (2014) Sustainability of meat production beyond carbon footprint: a synthesis of case studies from grazing systems in Uruguay. Meat Science 98(3), 346-354.
| Crossref | Google Scholar | PubMed |

Pinotti L, Luciano A, Ottoboni M, Manoni M, Ferrari L, Marchis D, Tretola M (2021) Recycling food leftovers in feed as opportunity to increase the sustainability of livestock production. Journal of Cleaner Production 294, 126290.
| Crossref | Google Scholar |

Piñeiro V, Arias J, Dürr J, Elverdin P, Ibáñez AM, Kinengyere A, Opazo CM, Owoo N, Page JR, Prager SD, Torero M (2020) A scoping review on incentives for adoption of sustainable agricultural practices and their outcomes. Nature Sustainability 3, 809-820.
| Crossref | Google Scholar |

Price JN, Sitters J, Ohlert T, Tognetti PM, Brown CS, Seabloom EW, Borer ET, Prober SM, Bakker ES, MacDougall AS, Yahdjian L, Gruner DS, Olde Venterink H, Barrio IC, Graff P, Bagchi S, Arnillas CA, Bakker JD, Blumenthal DM, Boughton EH, Brudvig LA, Bugalho MN, Cadotte MW, Caldeira MC, Dickman CR, Donohue I, Grégory S, Hautier Y, Jónsdóttir IS, Lannes LS, McCulley RL, Moore JL, Power SA, Risch AC, Schütz M, Standish R, Stevens CJ, Veen GF, Virtanen R, Wardle GM (2022) Evolutionary history of grazing and resources determine herbivore exclusion effects on plant diversity. Nature Ecology & Evolution 6, 1290-1298.
| Crossref | Google Scholar | PubMed |

PRé Sustainability (2023) SimaPro. Available at https://simapro.com/about/ [accessed November 2023]

Purvis B, Mao Y, Robinson D (2019) Three pillars of sustainability: in search of conceptual origins. Sustainability Science 14, 681-695.
| Crossref | Google Scholar |

Reider CA, Chung R-Y, Devarshi PP, Grant RW, Hazels Mitmesser S (2020) Inadequacy of immune health nutrients: intakes in US adults, the 2005-2016 NHANES. Nutrients 12(6), 1735.
| Crossref | Google Scholar | PubMed |

Renouf M, Renaud-Gentié C (2023) Customised LCA tool for viticulture (VitLCA) for identifying environmental improvement opportunities. In ‘Proceedings of the 11th Australian conference on life cycle assessment. Responding to the climate emergency: metrics and tools for rational action’. p. 169. (Australian Life Cycle Assessment Society). Available at  https://www.lcaconference.com.au/_files/ugd/9ffc42_9f5474e256de4f64ac9569b159ca2d49.pdf

Ridoutt B (2021a) Bringing nutrition and life cycle assessment together (nutritional LCA): opportunities and risks. The International Journal of Life Cycle Assessment 26, 1932-1936.
| Crossref | Google Scholar |

Ridoutt B (2021b) An alternative Nutrient Rich Food index (NRF-ai) incorporating prevalence of inadequate and excessive nutrient intake. Foods 10(12), 3156.
| Crossref | Google Scholar | PubMed |

Ridoutt B, Navarro Garcia J (2020) Cropland footprints from the perspective of productive land scarcity, malnutrition-related health impacts and biodiversity loss. Journal of Cleaner Production 260, 121150.
| Crossref | Google Scholar |

Ridoutt BG, Hendrie GA, Noakes M (2017) Dietary strategies to reduce environmental impact: a critical review of the evidence base. Advances in Nutrition 8(6), 933-946.
| Crossref | Google Scholar | PubMed |

Ridoutt BG, Hadjikakou M, Nolan M, Bryan BA (2018) From water-use to water-scarcity footprinting in environmentally extended input-output analysis. Environmental Science & Technology 52, 6761-6770.
| Crossref | Google Scholar | PubMed |

Ridoutt BG, Baird D, Anastasiou K, Hendrie GA (2019) Diet quality and water scarcity: evidence from a large australian population health survey. Nutrients 11(8), 1846.
| Crossref | Google Scholar | PubMed |

Ridoutt B, Anastasiou K, Baird D, Garcia JN, Hendrie G (2020) Cropland footprints of Australian dietary choices. Nutrients 12(5), 1212.
| Crossref | Google Scholar | PubMed |

Ridoutt BG, Baird D, Hendrie GA (2021a) Diets within planetary boundaries: what is the potential of dietary change alone? Sustainable Production and Consumption 28, 802-810.
| Crossref | Google Scholar |

Ridoutt BG, Baird D, Hendrie GA (2021b) The role of dairy foods in lower greenhouse gas emission and higher diet quality dietary patterns. European Journal of Nutrition 60, 275-285.
| Crossref | Google Scholar | PubMed |

Rivera-Huerta A, de la Salud Rubio Lozano M, Padilla-Rivera A, Güereca LP (2019) Social Sustainability Assessment in Livestock Production: A Social Life Cycle Assessment Approach. Sustainability 11(16), 4419.
| Crossref | Google Scholar |

Rotz CA (2018) Modeling greenhouse gas emissions from dairy farms. Journal of Dairy Science 101(7), 6675-6690.
| Crossref | Google Scholar | PubMed |

Rotz CA, Corson MS, Chianese DS, Montes F, Hafner SD, Bonifacio HF, Coiner CU (2022) The integrated farm system model: reference manual version 4.7. United States Department of Agriculture, Agricultural Research Service, Pasture Systems and Watershed Management Research Unit, University Park, Pennsylvania, USA. Available at https://www.ars.usda.gov/ARSUserFiles/80700500/Reference%20Manual.pdf [accessed July 2023]

Ruggerio CA (2021) Sustainability and sustainable development: a review of principles and definitions. Science of The Total Environment 786, 147481.
| Crossref | Google Scholar | PubMed |

Salemdeeb R, zu Ermgassen EKHJ, Kim MH, Balmford A, Al-Tabbaa A (2017) Environmental and health impacts of using food waste as animal feed: a comparative analysis of food waste management options. Journal of Cleaner Production 140, 871-880.
| Crossref | Google Scholar | PubMed |

Sandström V, Chrysafi A, Lamminen M, Troell M, Jalava M, Piipponen J, Siebert S, van Hal O, Virkki V, Kummu M (2022) Food system by-products upcycled in livestock and aquaculture feeds can increase global food supply. Nature Food 3, 729-740.
| Crossref | Google Scholar |

Scurlock AM, Brown E, Davis CM (2022) Food insecurity in children and adults with food allergies. Annals of Allergy, Asthma & Immunology 129(4), 424-429.
| Crossref | Google Scholar | PubMed |

Seidel C (2016) The application of life cycle assessment to public policy development. The International Journal of Life Cycle Assessment 21, 337-348.
| Crossref | Google Scholar |

Sejian V, Bhatta R, Gaughan JB, Dunshea FR, Lacetera N (2018) Review: adaptation of animals to heat stress. Animal 12(S2), s431-s444.
| Crossref | Google Scholar | PubMed |

Setsoafia ED, Ma W, Renwick A (2022) Effects of sustainable agricultural practices on farm income and food security in northern Ghana. Agricultural and Food Economics 10(1), 9.
| Crossref | Google Scholar |

Shams-White MM, Pannucci TE, Lerman JL, Herrick KA, Zimmer M, Meyers Mathieu K, Stoody EE, Reedy J (2023) Healthy eating index-2020: review and update process to reflect the Dietary Guidelines for Americans, 2020-2025. Journal of the Academy of Nutrition and Dietetics 123, 1280-1288.
| Crossref | Google Scholar | PubMed |

Shirosaki Marçal de Souza L, Nunes AO, Giusti G, Saavedra YMB, Rodrigues TO, Nunes Braga TE, Lopes Silva DA (2021) Evaluating and ranking secondary data sources to be used in the Brazilian LCA database – ‘SICV Brasil’. Sustainable Production and Consumption 26, 160-171.
| Crossref | Google Scholar |

Shlisky J, Mandlik R, Askari S, Abrams S, Belizan JM, Bourassa MW, Cormick G, Driller-Colangelo A, Gomes F, Khadilkar A, Owino V, Pettifor JM, Rana ZH, Roth DE, Weaver C (2022) Calcium deficiency worldwide: prevalence of inadequate intakes and associated health outcomes. Annals of the New York Academy of Sciences 1512(1), 10-28.
| Crossref | Google Scholar |

Son HN, Chi DTL, Kingsbury A (2019) Indigenous knowledge and climate change adaptation of ethnic minorities in the mountainous regions of Vietnam: a case study of the Yao people in Bac Kan Province. Agricultural Systems 176, 102683.
| Crossref | Google Scholar |

Sphera (2023) Sphera product sustainability solutions software (Formerly known as GaBi). Available at https://sphera.com/product-sustainability-software/ [accessed November 2023]

Stavi I, Argaman E, Zaady E (2016) Positive impact of moderate stubble grazing on soil quality and organic carbon pool in dryland wheat agro-pastoral systems. Catena 146, 94-99.
| Crossref | Google Scholar |

Steenson S, Buttriss JL (2020) The challenges of defining a healthy and ‘sustainable’ diet. Nutrition Bulletin 45(2), 206-222.
| Crossref | Google Scholar |

Stelle I, Kalea AZ, Pereira DIA (2019) Iron deficiency anaemia: experiences and challenges. Proceedings of the Nutrition Society 78(1), 19-26.
| Crossref | Google Scholar |

Sugiura K, Yamatani S, Watahara M, Onodera T (2009) Ecofeed, animal feed produced from recycled food waste. Veterinaria Italiana 45(3), 397-404.
| Google Scholar | PubMed |

Sun Y-T, Ruiz-Carrascal J (2023) Home made vegan nuggets with texturized soy protein and tempeh as compared to chicken-based ones: texture, consumer perception and environmental impact. International Journal of Gastronomy and Food Science 33, 100748.
| Crossref | Google Scholar |

Tam E, Keats EC, Rind F, Das JK, Bhutta ZA (2020) Micronutrient supplementation and fortification interventions on health and development outcomes among children under-five in low- and middle-income countries: a systematic review and meta-analysis. Nutrients 12(2), 289.
| Crossref | Google Scholar | PubMed |

Tedeschi LO (2023) Review: Harnessing extant energy and protein requirement modeling for sustainable beef production. Animal 17, 100835.
| Crossref | Google Scholar |

Tepper S, Geva D, Shahar DR, Shepon A, Mendelsohn O, Golan M, Adler D, Golan R (2021) The SHED index: a tool for assessing a Sustainable HEalthy Diet. European Journal of Nutrition 60(7), 3897-3909.
| Crossref | Google Scholar | PubMed |

Thamo T, Addai D, Pannell DJ, Robertson MJ, Thomas DT, Young JM (2017) Climate change impacts and farm-level adaptation: economic analysis of a mixed cropping–livestock system. Agricultural Systems 150, 99-108.
| Crossref | Google Scholar |

Thomas DT, Beletse YG, Dominik S, Lehnert SA (2021) Net protein contribution and enteric methane production of pasture and grain-finished beef cattle supply chains. Animal 15(12), 100392.
| Crossref | Google Scholar | PubMed |

Thomas DT, Mata G, Toovey AF, Hunt PW, Wijffels G, Pirzl R, Strachan M, Ridoutt BG (2023) Climate and biodiversity credentials for Australian grass-fed beef: a review of standards, certification and assurance schemes. Sustainability 15, 13935.
| Crossref | Google Scholar |

Thompson L, Rowntree J, Windisch W, Waters SM, Shalloo L, Manzano P (2023) Ecosystem management using livestock: embracing diversity and respecting ecological principles. Animal Frontiers 13(2), 28-34.
| Crossref | Google Scholar | PubMed |

Thornton PK, Whitbread A, Baedeker T, Cairns J, Claessens L, Baethgen W, Bunn C, Friedmann M, Giller KE, Herrero M, Howden M, Kilcline K, Nangia V, Ramirez-Villegas J, Kumar S, West PC, Keating B (2018) A framework for priority-setting in climate smart agriculture research. Agricultural Systems 167, 161-175.
| Crossref | Google Scholar |

Tragnone BM, D’Eusanio M, Petti L (2022) The count of what counts in the agri-food Social Life Cycle Assessment. Journal of Cleaner Production 354, 131624.
| Crossref | Google Scholar |

Trichopoulou A, Costacou T, Bamia C, Trichopoulos D (2003) Adherence to a Mediterranean diet and survival in a Greek population. The New England Journal of Medicine 348(26), 2599-2608.
| Crossref | Google Scholar | PubMed |

Truong H, Frerichs S, Blyth D, Hines B, Bourne N, Rombenso A, Simon S (2021) Evaluating the usefulness of food waste ingredients in juvenile prawn diets. CSIRO, Australia. Available at https://uploads-ssl.webflow.com/639cdc558defc036babb846f/639ecca098945184f6209d9a_CSIRO-FR%20Prawn%20report%20June%202021%20Final.pdf [accessed August 2023]

Tsakiridis A, O’Donoghue C, Hynes S, Kilcline K (2020) A comparison of environmental and economic sustainability across seafood and livestock product value chains. Marine Policy 117, 103968.
| Crossref | Google Scholar |

UNCED (1992) Report of the United Nations Conference on Environment and Development (UNCED). United Nations (UN), Rio de Janeiro, Brazil. Available at https://www.un.org/en/conferences/environment/rio1992 [accessed October 2023]

UNEP/SETAC (2009) Guidelines for social life cycle assessment of products, France. United Nations Environment Programme – Society of Environmental Toxicology and Chemistry, United Nations, Belgium. Available at https://wedocs.unep.org/bitstream/handle/20.500.11822/7912/-Guidelines%20for%20Social%20Life%20Cycle%20Assessment%20of%20Products-20094102.pdf?sequence=3andamp%3BisAllowed= [accessed September 2023]

UNEP/SETAC (2020) Guidelines for social life cycle assessment of products, France. United Nations Environment Programme – Society of Environmental Toxicology and Chemistry, United Nations, Belgium. Available at https://wedocs.unep.org/handle/20.500.11822/34554?show=full [accessed September 2023]

United Nations (2022) World population prospects 2022. Summary of results. United Nations, New York City, USA. Available at https://www.un.org/development/desa/pd/sites/www.un.org.development.desa.pd/files/wpp2022_summary_of_results.pdf [accessed August 2023]

United Nations (2023) Global sustainable development report 2023. Advance Unedited Version. United Nations, New York City, USA. Available at https://sdgs.un.org/sites/default/files/2023-06/Advance%20unedited%20GSDR%2014June2023.pdf [accessed September 2023]

US DHHS and USDA (2020) Dietary guidelines for Americans, 2020–2025. 9th edn. Available at DietaryGuidelines.gov [accessed August 2023]

Valdivia S, Sonnemann G, Milà i Canals L (2017) LCA mainstreaming conditions in Latin America—based on learnings from 2005 to 2014. The International Journal of Life Cycle Assessment 22, 485-491.
| Crossref | Google Scholar |

Van Amburgh ME, Russomanno KL, Higgs RA, Chase LE (2019) Invited Review: modifications to the Cornell Net Carbohydrate and Protein System related to environmental issues – capability to evaluate nitrogen and phosphorus excretion and enteric carbon dioxide and methane emissions at the animal level. Applied Animal Science 35(1), 101-113.
| Crossref | Google Scholar |

van Barneveld RJ, Hewitt RJE, D’Souza DN (2023) Net protein contribution from an intensive Australian pork supply chain. Animal Production Science
| Crossref | Google Scholar |

van Hal O, Weijenberg AAA, de Boer IJM, van Zanten HHE (2019) Accounting for feed-food competition in environmental impact assessment: towards a resource efficient food-system. Journal of Cleaner Production 240, 118241.
| Crossref | Google Scholar |

van Zanten HHE, Bikker P, Meerburg BG, de Boer IJM (2018a) Attributional versus consequential life cycle assessment and feed optimization: alternative protein sources in pig diets. The International Journal of Life Cycle Assessment 23, 1-11.
| Crossref | Google Scholar |

Van Zanten HHE, Van Ittersum MK, De Boer IJM (2019) The role of farm animals in a circular food system. Global Food Security 21, 18-22.
| Crossref | Google Scholar |

von Braun J, Hendriks SL (2023) Full-cost accounting and redefining the cost of food: implications for agricultural economics research. Agricultural Economics 54(4), 451-454.
| Crossref | Google Scholar |

Weidemann S, Yan M (2014) Livestock meat processing: inventory data and methods for handling co-production for major livestock species and meat products. In ‘Proceedings of the 9th international conference on life cycle assessment in the agri-food sector’. pp. 1512–1520. Available at https://www.cabdirect.org/cabdirect/abstract/20153221306

Weinberger K, Rankine H, Amanuma N, Surendra L, Van Hull H, Foran T, Reyes R, Malik A, Murray J. (2015) Integrating the three dimensions of sustainable development: a framework and tools. Greening of economic growth series, United Nations ESCAP.

White RR, Hall MB (2017) Nutritional and greenhouse gas impacts of removing animals from US agriculture. Proceedings of the National Academy of Sciences 114(48), E10301-E10308.
| Crossref | Google Scholar | PubMed |

Wiedemann SG, Ledgard SF, Henry BK, Yan M-J, Mao N, Russell SJ (2015) Application of life cycle assessment to sheep production systems: investigating co-production of wool and meat using case studies from major global producers. The International Journal of Life Cycle Assessment 20, 463-476.
| Crossref | Google Scholar |

Wingett K, Alders R (2023) Distribution of nutrients across the edible components of a modelled typical Australian lamb: a case study. Research Directions: One Health 1, 1-9.
| Crossref | Google Scholar |

Wiseman L, Sanderson J, Zhang A, Jakku E (2019) Farmers and their data: an examination of farmers’ reluctance to share their data through the lens of the laws impacting smart farming. NJAS: Wageningen Journal of Life Sciences 90–91, 100301.
| Crossref | Google Scholar |

Witjes S, Vermeulen WJV, Cramer JM (2017) Assessing corporate sustainability integration for corporate self-reflection. Resources, Conservation and Recycling 127, 132-147.
| Crossref | Google Scholar |

Wyngaarden SL, Lightburn KK, Martin RC (2020) Optimizing livestock feed provision to improve the efficiency of the agri-food system. Agroecology and Sustainable Food Systems 44(2), 188-214.
| Crossref | Google Scholar |

Young M (2023) A new approach to farm optimisation modelling enhances strategic and tactical livestock management in Western Australian mixed farm businesses. PhD thesis, University of Western Australia, Australia.

Young M, Young J (2022) Australian farm optimisation model documentation. Available at https://australian-farm-optimising-model.readthedocs.io/en/latest/CorePyomo.html [accessed September 2023]

Young JM, Trompf J, Thompson AN (2014) The critical control points for increasing reproductive performance can be used to inform research priorities. Animal Production Science 54(6), 645-655.
| Crossref | Google Scholar |

Zavaleta N (2017) Anemia infantil: retos y oportunidades al 2021 [Childhood anemia: challenges and opportunities for 2021]. Revista Peruana de Medicina Experimental y Salud Pública 34(4), 588-589.
| Crossref | Google Scholar | PubMed |

Zhang X, Lark TJ, Clark CM, Yuan Y, LeDuc SD (2021) Grassland-to-cropland conversion increased soil, nutrient, and carbon losses in the US Midwest between 2008 and 2016. Environmental Research Letters 16, 054018.
| Crossref | Google Scholar | PubMed |

zu Ermgassen EKHJ, Phalan B, Green RE, Balmford A (2016) Reducing the land use of EU pork production: where there’s swill, there’s a way. Food Policy 58, 35-48.
| Crossref | Google Scholar |