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McCarthy DI. Nutritional intelligence in the food system: Combining food, health, data and AI expertise. NUTR BULL 2025. [PMID: 39799464 DOI: 10.1111/nbu.12729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Revised: 10/23/2024] [Accepted: 11/27/2024] [Indexed: 01/15/2025]
Abstract
Transformative change is needed across the food system to improve health and environmental outcomes. As food, nutrition, environmental and health data are generated beyond human scale, there is an opportunity for technological tools to support multifactorial, integrated, scalable approaches to address the complexities of dietary behaviour change. Responsible technology could act as a mechanistic conduit between research, policy, industry and society, enabling timely, informed decision making and action by all stakeholders across the food system. Domain expertise in food, nutrition and health should always be integrated into both the development and continuous deployment of AI-powered nutritional intelligence (NI) to ensure it is responsible, accurate, safe, useable and effective. Dietary behaviours are complex and improving diet-related health outcomes requires socio-cultural-demographic considerations within the design and deployment of NI tools. This article describes existing examples of NI within the food system and future opportunities. Human-in-the-loop approaches with food, health and nutrition experts involved at all stages including data acquisition, processing, output validation and ongoing quality assurance are essential to ensure evidence-based practice. The same ethical considerations should apply in this domain as in any other (e.g. privacy, inclusivity, robustness, transparency and accountability) and responsible practice must encompass rigorous standards and alignment with regulatory frameworks. Critical today and in the future is accessibility to appropriate high-quality food compositional data sets, which include up-to-date information on commercially available products that reflect the constantly evolving food landscape to realise the potential of responsible AI to help address the existing food system challenges.
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Affiliation(s)
- Danielle I McCarthy
- Queen's University Belfast, Belfast, UK
- Spoon Guru, London, UK
- Nutrition Talent, Bangor, UK
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Benton TG, Harwatt H, Høyer-Lund A, Meltzer HM, Trolle E, Blomhoff R. An overview of approaches for assessing the environmental sustainability of diets - a scoping review for Nordic Nutrition Recommendations 2023. Food Nutr Res 2024; 68:10453. [PMID: 39781270 PMCID: PMC11708501 DOI: 10.29219/fnr.v68.10453] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Revised: 05/15/2023] [Accepted: 12/20/2023] [Indexed: 01/12/2025] Open
Abstract
Assessing the environmental impacts of food, food systems and diets is highly complex due to the multitude of processes involved, the uncertainty in assessment models, the variability in production systems and the large range of products available. No single assessment method alone can provide a complete evidence base. The increasing number of Life Cycle Assessment and food system analyses, and more recently the integration of planetary boundaries offer insights from which we can draw some robust high-level conclusions, whilst recognising there is a need for more detailed analysis to capture the inherent nuances of more location and context-specific situations. Despite the complexity of assessing the environmental sustainability of food, diets and food systems, there are a number of key considerations that could be used to guide this process, and in doing so, they help to increase utility of the outcomes and limit unintended adverse consequences. We identified five key considerations that can be applied (consider the thresholds, consider the system, consider the variables, consider the context and consider the spillover) to ensure assessments are comprehensive.
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Affiliation(s)
- Tim G. Benton
- Royal Institute of International Affairs, Chatham House, London, UK
| | - Helen Harwatt
- Royal Institute of International Affairs, Chatham House, London, UK
| | | | - Helle Margrete Meltzer
- Division of Climate and Environmental Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Ellen Trolle
- National Food Institute, Technical University of Denmark (DTU), Kgs. Lyngby, Denmark
| | - Rune Blomhoff
- The Norwegian Directorate of Health, Oslo, Norway
- Department of Nutrition, University of Oslo, Oslo, Norway
- Division of Cancer Medicine, Oslo University Hospital, Oslo, Norway
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Aceves-Martins M, Lofstedt A, Godina Flores NL, Ortiz Hernández DM, de Roos B. What Environmental Metrics Are Used in Scientific Research to Estimate the Impact of Human Diets? Nutrients 2024; 16:3166. [PMID: 39339766 PMCID: PMC11435316 DOI: 10.3390/nu16183166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2024] [Revised: 09/16/2024] [Accepted: 09/17/2024] [Indexed: 09/30/2024] Open
Abstract
BACKGROUND/OBJECTIVES Metrics drive diagnosis, and metrics will also drive our response to the challenge of climate change. Recognising how current scientific research defines and uses metrics of the environmental impact of human diets is essential to understand which foods, food groups, or dietary patterns are associated with a higher environmental impact. METHODS This research, aided by artificial intelligence (AI), aimed to search, map, and synthesise current evidence on the commonly used definitions and metrics of the environmental impacts of human diets. RESULTS We identified 466 studies measuring the environmental impact of diets. Most studies were from North American or European countries (67%), with data mainly from high-income countries (81%). Most studies did not include methods to recall the provenance of the foods consumed. Most (53%) of the studies only used one metric to estimate the environmental impact of human diets, with 82% of the studies using GHGE. CONCLUSIONS Agreement on how the environmental impact of diets is measured and more comprehensive and accurate data on the environmental impact of single foods is essential to better understand what changes in food systems are needed, at a consumer and policy level, to make a well-meaning change towards a more sustainable diet.
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Affiliation(s)
| | - Anneli Lofstedt
- The Rowett Institute, University of Aberdeen, Foresterhill, Aberdeen AB25 2ZD, UK
| | | | | | - Baukje de Roos
- The Rowett Institute, University of Aberdeen, Foresterhill, Aberdeen AB25 2ZD, UK
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Kårlund A, Kyttä V, Pellinen T, Tuomisto HL, Pajari AM, Kolehmainen M, Saarinen M. Validating nutrient selection for product-group-specific nutrient indices for use as functional units in life cycle assessment of foods. Br J Nutr 2024; 131:2049-2057. [PMID: 38606563 PMCID: PMC11361913 DOI: 10.1017/s0007114524000709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 02/23/2024] [Accepted: 03/13/2024] [Indexed: 04/13/2024]
Abstract
The ability to provide adequate nutrition is considered a key factor in evaluating the sustainability of foods and diets. Nutrient indices are used as functional units (FU) in life cycle assessment of foods to include nutritional performance in the environmental assessment of a product. Several general and food-group-specific nutrient indices exist but many lack validation, particularly when used as FU. In addition, the nutrient selection strategies and reference units for nutrient intake can vary considerably among studies. To validate intake-based product-group-specific nutrient indices previously developed for protein (NR-FIprot) and carbohydrate (NR-FIcarb) foods and for fruits and vegetables (NR-FIveg), we applied principal component analysis to investigate correlations between nutrients in foods and dishes representing a typical Finnish diet. The reference amounts for meal components were based on a plate model that reflected Finnish dietary recommendations. The portion sizes for the different food groups were anchored at 100 g, 135 g and 350 g for proteins, carbohydrates and fruits/vegetables, respectively. Statistical modelling largely validated the NR-FI indices, highlighting protein foods as sources of niacin, vitamin B12 and Se, carbohydrate foods as sources of Mg, Fe and phosphorous, and fruits/vegetables as sources of potassium, vitamin K, vitamin C, fibre and thiamine. However, in contrast to the intake-based approach applied in NR-FIprot, the dietary recommendation-based validation process suggested that fruits and vegetables should be favoured as sources of riboflavin and vitamin B6.
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Affiliation(s)
- Anna Kårlund
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- Department of Life Technologies, University of Turku, Turku, Finland
| | - Venla Kyttä
- Natural Resources Institute Finland (Luke), Helsinki, Finland
| | - Tiina Pellinen
- Department of Food and Nutrition, University of Helsinki, Helsinki, Finland
| | - Hanna L. Tuomisto
- Natural Resources Institute Finland (Luke), Helsinki, Finland
- Department of Agricultural Sciences, University of Helsinki, Helsinki, Finland
- Helsinki Institute of Sustainability Science, University of Helsinki, Helsinki, Finland
| | - Anne-Maria Pajari
- Department of Food and Nutrition, University of Helsinki, Helsinki, Finland
| | - Marjukka Kolehmainen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Merja Saarinen
- Natural Resources Institute Finland (Luke), Helsinki, Finland
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Woodside JV, Lindberg L, Nugent AP. Harnessing the power on our plates: sustainable dietary patterns for public and planetary health. Proc Nutr Soc 2023; 82:437-453. [PMID: 37905409 DOI: 10.1017/s0029665123004809] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2023]
Abstract
Globally, diet quality is poor, with populations failing to achieve national dietary guidelines. Such failure has been consistently linked with malnutrition and poorer health outcomes. In addition to the impact of diet on health outcomes, it is now accepted that what we eat, and the resulting food system, has significant environmental or planetary health impacts. Changes are required to our food systems to reduce these impacts and mitigate the impact of climate change on our food supply. Given the complexity of the interactions between climate change, food and health, and the different actors and drivers that influence these, a systems-thinking approach to capture such complexity is essential. Such an approach will help address the challenges set by the UN 2030 Agenda for sustainable development in the form of the sustainable development goals (SDG). Progress against SDG has been challenging, with an ultimate target of 2030. While the scientific uncertainties regarding diet and public and planetary health need to be addressed, equal attention needs to be paid to the structures and systems, as there is a need for multi-level, coherent and sustained structural interventions and policies across the full food system/supply chain to effect behaviour change. Such systems-level change must always keep nutritional status, including impact on micronutrient status, in mind. However, benefits to both population and environmental health could be expected from achieving dietary behaviour change towards more sustainable diets.
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Affiliation(s)
- Jayne V Woodside
- Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Belfast BT12 6BJ, UK
- Institute for Global Food Security, School of Biological Sciences, Queen's University Belfast, Belfast, UK
| | - Leona Lindberg
- Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Belfast BT12 6BJ, UK
- Institute for Global Food Security, School of Biological Sciences, Queen's University Belfast, Belfast, UK
| | - Anne P Nugent
- Institute for Global Food Security, School of Biological Sciences, Queen's University Belfast, Belfast, UK
- Institute of Food and Health, School of Agriculture and Food Science, University College Dublin, Dublin, Ireland
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Craig WJ, Messina V, Rowland I, Frankowska A, Bradbury J, Smetana S, Medici E. Plant-Based Dairy Alternatives Contribute to a Healthy and Sustainable Diet. Nutrients 2023; 15:3393. [PMID: 37571331 PMCID: PMC10421454 DOI: 10.3390/nu15153393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 07/21/2023] [Accepted: 07/26/2023] [Indexed: 08/13/2023] Open
Abstract
Plant-based foods are increasing in popularity as more and more people are concerned about personal and planetary health. The consumption of plant-based dairy alternatives (PBDAs) has assumed a more significant dietary role in populations shifting to more sustainable eating habits. Plant-based drinks (PBDs) made from soya and other legumes have ample protein levels. PBDs that are appropriately fortified have adequate levels of important vitamins and minerals comparable to dairy milk. For the PBDs examined, the greenhouse gas emissions were diminished by 59-71% per 250 mL, and the land use and eutrophication impact was markedly less than the levels displayed by dairy milk. The water usage for the oat and soya drinks, but not rice drinks, was substantially lower compared to dairy milk. When one substitutes the 250 mL serving of dairy milk allowed within the EAT Lancet Planetary Health Diet for a fortified plant-based drink, we found that the nutritional status is not compromised but the environmental footprint is reduced. Combining a nutrient density score with an environmental index can easily lead to a misclassification of food when the full nutrition profile is not utilized or only a selection of environmental factors is used. Many PBDAs have been categorized as ultra-processed foods (UPFs). Such a classification, with the implied adverse nutritional and health associations, is inconsistent with current findings regarding the nutritional quality of such products and may discourage people from transitioning to a plant-based diet with its health and environmental advantages.
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Affiliation(s)
- Winston J. Craig
- Center for Nutrition, Healthy Lifestyle, and Disease Prevention, School of Public Health, Loma Linda University, Loma Linda, CA 93254, USA
| | - Virginia Messina
- Nutrition Consultant, Nutrition Matters, Inc., Pittsfield, MA 01201, USA;
| | - Ian Rowland
- Department of Food and Nutritional Sciences, University of Reading, Reading RG6 6DH, UK;
| | - Angelina Frankowska
- Independent Research Consultant, Environmental Sustainability Assessment, Bedford MK45 4BX, UK;
| | - Jane Bradbury
- School of Medicine, Edge Hill University, Ormskirk L39 4QP, UK;
| | - Sergiy Smetana
- German Institute of Food Technologies (DIL e.v.), 49610 Quakenbrueck, Germany;
| | - Elphee Medici
- Nutrition & Sustainable Diets Consultant, Nutrilicious Ltd., London N2 0EF, UK;
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Kirwan LB, Walton J, Flynn A, Nugent AP, Kearney J, Holden NM, McNulty BA. Assessment of the Environmental Impact of Food Consumption in Ireland-Informing a Transition to Sustainable Diets. Nutrients 2023; 15:nu15040981. [PMID: 36839346 PMCID: PMC9958966 DOI: 10.3390/nu15040981] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 02/13/2023] [Accepted: 02/14/2023] [Indexed: 02/18/2023] Open
Abstract
Dietary changes are required to mitigate the climatic impact of food consumption. Food consumption databases can support the development of sustainable food based dietary guidelines (SFBDG) when linked to environmental indicators. An improved knowledge base is crucial to the transition to sustainable diets, and multiple environmental indicators should be considered to ensure this transition is evidence based and accounts for trade-offs. The current study aimed to quantify the environmental impact of daily diets across population groups in Ireland. Nationally representative food consumption surveys for Irish children (NCFSII; 2017-2018), teenagers (NTFSII; 2019-2020), and adults (NANS; 2008-2010) were used in this analysis. Blue water use (L) and greenhouse gas emissions (GHGe; kgCO2eq) were assigned at food level to all surveys. Cropland (m2), nitrogen (kgN/t), and phosphorous use (kgP/t) were assigned at the agricultural level for adults. Multiple linear regressions, Spearman correlations, and ANCOVAs with Bonferroni corrections were conducted. Higher environmental impact diets were significantly associated with demographic factors such as age, education status, residential location, and sex, but these associations were not consistent across population groups. The median greenhouse gas emissions were 2.77, 2.93, and 4.31 kgCO2eq, and freshwater use per day was 88, 144, and 307 L for children, teenagers, and adults, respectively. The environmental impact of the Irish population exceeded the planetary boundary for GHGe by at least 148% for all population groups, however the boundary for blue water use was not exceeded. Meat and meat alternatives (27-44%); eggs, dairy, and dairy alternatives (15-21%); and starchy staples (10-20%) were the main contributors to GHGe. For blue water use, the highest contributors were meat and meat alternatives in children; savouries, snacks, nuts, and seeds in teenagers; and eggs, dairy, and dairy alternatives in adults (29-52%). In adults, cropland use, nitrogen use, and phosphorous use exceeded planetary boundaries by 277-382%. Meat, dairy, and grains were the main contributors to cropland, nitrogen, and phosphorous use (79-88%). The quantified environmental impact of Irish diets provides a baseline analysis, against which it will be possible to track progress towards sustainable diets, and the basis for the development of Sustainable Food Based Dietary Guidelines in Ireland.
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Affiliation(s)
- Laura B. Kirwan
- School of Agriculture & Food Science, University College Dublin, Belfield, D04 V1W8 Dublin, Ireland
| | - Janette Walton
- Department of Biological Sciences, Munster Technological University, T12 P928 Cork, Ireland
| | - Albert Flynn
- School of Food and Nutritional Sciences, University College Cork, T12 K8AF Cork, Ireland
| | - Anne P. Nugent
- School of Agriculture & Food Science, University College Dublin, Belfield, D04 V1W8 Dublin, Ireland
- School of Biological Sciences, Institute for Global Food Security, Queens University Belfast, Belfast BT7 1NN, UK
| | - John Kearney
- School of Biological & Health Sciences, Technological University Dublin, D07 EWV4 Dublin, Ireland
| | - Nicholas M. Holden
- School of Biosystems and Food Engineering, University College Dublin, Belfield, D04 V1W8 Dublin, Ireland
| | - Breige A. McNulty
- School of Agriculture & Food Science, University College Dublin, Belfield, D04 V1W8 Dublin, Ireland
- Correspondence:
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'Nutritional Footprint' in the Food, Meals and HoReCa Sectors: A Review. Foods 2023; 12:foods12020409. [PMID: 36673501 PMCID: PMC9857950 DOI: 10.3390/foods12020409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 01/05/2023] [Accepted: 01/12/2023] [Indexed: 01/18/2023] Open
Abstract
Nowadays, the food industry is integrating environmental, social, and health parameters to increase its sustainable impact. To do this, they are using new tools to calculate the potential efficiency of nutritional products with lower levels of environmental impact. One of these tools is called the 'nutritional footprint', created by Wuppertal Institute for Climate, Environment and Energy GmbH. This study aims to review this concept and clarify its historical development, its use in several sectors of the food industry, and its transformation from a manual to an online tool. Results reflected that it is a suitable indicator that integrates nutritional, environmental, and social-economic dimensions to help the decision-making process in the procurement of more sustainable products and, although it is limited to Germany due to the use of the national standard nutritional intakes of Germany, its importance lies in the fact that is a promising instrument to promote environmental sustainability in the context of food, meals, and the hotel, restaurant and catering (HoReCa) sectors.
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Overcoming barriers to sustainable, healthy diets. FOOD SCIENCE AND TECHNOLOGY 2022. [DOI: 10.1002/fsat.3601_11.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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Hebinck A, Zurek M, Achterbosch T, Forkman B, Kuijsten A, Kuiper M, Nørrung B, Veer PV’, Leip A. A Sustainability Compass for policy navigation to sustainable food systems. GLOBAL FOOD SECURITY 2021; 29:100546. [PMID: 34178596 PMCID: PMC8204684 DOI: 10.1016/j.gfs.2021.100546] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 05/01/2021] [Accepted: 05/02/2021] [Indexed: 01/26/2023]
Abstract
Growing acknowledgement that food systems require transformation, demands comprehensive sustainability assessments that can support decision-making and sustainability governance. To do so, assessment frameworks must be able to make trade-offs and synergies visible and allow for inclusive negotiation on food system outcomes relevant to diverse food system actors. This paper reviews literature and frameworks and builds on stakeholder input to present a Sustainability Compass made up of a comprehensive set of metrics for food system assessments. The Compass defines sustainability scores for four societal goals, underpinned by areas of concern. We demonstrate proof of concept of the operationalization of the approach and its metrics. The Sustainability Compass is able to generate comprehensive food system insights that enables reflexive evaluation and multi-actor negotiation for policy making.
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Affiliation(s)
- Aniek Hebinck
- Environmental Change Institute, University of Oxford, United Kingdom
- Dutch Research Institute for Transitions (DRIFT), Erasmus University Rotterdam, Netherlands
| | - Monika Zurek
- Environmental Change Institute, University of Oxford, United Kingdom
| | - Thom Achterbosch
- Wageningen Economic Research, Wageningen University and Research, Netherlands
| | - Björn Forkman
- Dept. of Veterinary and Animal Sciences, University of Copenhagen, Denmark
| | - Anneleen Kuijsten
- Division of Human Nutrition and Health, Wageningen University and Research, Netherlands
| | - Marijke Kuiper
- Wageningen Economic Research, Wageningen University and Research, Netherlands
| | - Birgit Nørrung
- Dept. of Veterinary and Animal Sciences, University of Copenhagen, Denmark
| | - Pieter van ’t Veer
- Division of Human Nutrition and Health, Wageningen University and Research, Netherlands
| | - Adrian Leip
- European Commission, Joint Research Centre (JRC), Ispra, VA, Italy
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