Cited by 128Food Waste Reduction and SustainabilityConsumer Packaging Perceptions and TrendsWaste Management and Recycling

Avoiding food becoming waste in households – The role of packaging in consumers’ practices across different food categories

Open access
Williams, Helén, Lindström, Annika, Trischler, Jakob, Wikström, Fredrik, Rowe, Zane·2020·Journal of Cleaner Production

Abstract

Food wastage in households remains a sustainability challenge that poses both environmental and social problems. Among the many factors contributing to this problem, the packaging, including its design and functions, can either leverage or reduce food waste. Yet packaging is often considered an environmental villain, which can lead to missed opportunities for reducing food waste. Against this background, this study explored and quantified the packaging–food waste relationship in households. To explore this relationship, a multi-step method was applied to grasp the role of packaging in consumers’ everyday practices and routines. The method incorporated a questionnaire, food waste diary and in-depth interview to measure food waste across different food categories and explore the underlying reasons for food wastage. According to an analysis of 37 households, packaging played a significant role especially in bread, dairy, meat and staple food wastage. For countering this problem, the most important factors related to packaging are its size and display of detailed information about product safety and storage. This study’s theoretical contribution lies in offering a service lens and an ‘outside-in’ approach for exploring the consumer’s value creation process and providing a context for better understanding why food wastage occurs in households. For policymakers and packaging designers, this study provides new insights into the relationship between consumer food practices and packaging, thus informing future food waste reduction initiatives.

AI snapshot

Written from the paper’s full text.

TL;DR

This study explores how packaging functions relate to household food waste across food categories, using a questionnaire, 7-day food waste diary, and interviews with 37 Swedish households. It finds that packaging is directly linked to 28% of reported food waste and possibly to another 21%, especially for bread, dairy, meat/fish, and staples.

Key findings

  • Across 37 households, average household food waste was 1.9 kg during the reported week; average waste was 780 g per person per week, translating to approximately 40 kg per person per year.
  • Packaging functions were directly linked to 19 kg of food waste (28% of total) and possibly linked to another 14.6 kg (21%); the most important packaging factors were package size and detailed information about product safety and storage.
  • Packaging played a particularly large role in bread (up to 68% related to packaging functions), dairy (up to 89%), meat and fish (50% direct plus 23% possible), and staples/condiments/others (up to 80%).
  • Fruit and vegetables were the largest waste category (30%), followed by dairy (17%), staples/condiments/others (14%), bread (10%), and fish/meat (6%); “food has gone bad” was the most prevalent reason, mentioned 137 times.

Methods

  • Multi-step method with 37 self-selected households in Stockholm (16) and Karlstad (21): an introductory questionnaire, a 7-day food waste diary with kitchen scale, and a concluding in-depth interview.
  • Participants reported avoidable food waste, product brand/size, and reasons for waste; diary data were clustered into seven food categories and linked to packaging functions using predefined direct and possible packaging-function categories.
  • Interview data were thematically analysed in Microsoft Excel and cross-checked by two researchers; diary and interview findings were triangulated.

Limitations

  • The paper states the method is resource intensive and limited to a small, selected consumer group, raising concerns about generalisability.
  • The paper states participants were sensitised about packaging’s role before participating, which may affect self-reported results; a comparative field study with sensitised and non-sensitised groups is suggested.
  • The paper states the one-week diary may have triggered reflection or behaviour change, with reported wastage higher on the first two days than the last two; the sample was also self-selected, overrepresented families with children, underrepresented single-person households, and highly educated (28/37, 76%, had studied at university).

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1016/j.jclepro.2020.121775

Cites

Statistics

Nothing to recompute.

Claims the paper makes

0 of 62 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Packaging played a significant role especially in bread, dairy, meat and staple food wastage.

    “According to an analysis of 37 households, packaging played a significant role especially in bread, dairy, meat and staple food wastage.”
    Quote in the paperSubstantial claim
  • Findingown data

    The most important packaging-related factors for countering food waste are packaging size and display of detailed information about product safety and storage.

    “For countering this problem, the most important factors related to packaging are its size and display of detailed information about product safety and storage.”
    Quote in the paperSubstantial claim
  • Findingown data

    There was a direct relationship between 19 kg of food waste and packaging functions, which is 28% of the total food waste.

    “Notably, there was a direct relationship between 19 kg of food waste and packaging functions, which is 28% of the total food waste”
    Quote in the paperSubstantial claim
  • Findingown data

    The reasons for waste were similar across most examples of fruit and vegetables.

    “The reasons for waste were similar across most examples of fruit and vegetables.”
    Quote in the paperNot a substantial claim
  • Findingown data

    In the fruit and vegetables category, possible packaging functions accounted for 19%.

    “and possible packaging functions accounted for 19%.”
    Quote in the paperNot a substantial claim
  • May combine two claims. 53
  • Classified as probably not a substantial claim. 62
  • The quote only partly states this claim. 1
  • May combine two claims.

    Findingown data

    Up to 89% of the dairy waste can be related to packaging functions, making this the largest packaging-related food waste category.

    “Therefore, up to 89% of the dairy waste can be related to packaging functions, making this the largest packaging-related food waste category.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Cooked food represented 18% of the participants' food waste and packaging functions played a small role.

    “while cooked food represented 18% of the participants' food waste, it is excluded because packaging functions played a small role.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Others said that they oriented themselves towards the date labelled on the package to avoid running the risk of getting sick.

    “Others said that they oriented themselves towards the date labelled on the package to avoid running the risk of getting sick.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The amounts of food waste per person per week were the largest for the single household and reduced with the increasing number of people living in the household.

    “Fig. 1 shows that the amounts per person per week were the largest for the single household and reduced with the increasing number of people living in the household.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Some participants occasionally froze surplus milk.

    “Some participants occasionally froze surplus milk.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Although the wasted amounts of cream and cr eme fraiche were small, nine participants pointed out that the package size of those products is often too large for their needs.

    “Although the wasted amounts of cream and cr eme fraiche were small, nine participants nonetheless pointed out that the package size of those products is often too large for their needs.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Package too large was mentioned 33 times across all categories.

    “package too large (mentioned 33 times across all categories)”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Fruit and vegetables was the category with the largest amount of food waste (30%), followed by dairy (17%), staples, condiments, etc. (14%), bread (10%) and fish and meat (6%).

    “As shown in Table 2, fruit and vegetables was the category with the largest amount of waste (30%), followed by dairy (17%), staples, condiments, etc. (14%), bread (10%) and fish and meat (6%).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    The average food waste per person was 780 g per week, which would translate to approximately 40 kg per person per year.

    “The average food waste per person was 780 g per week, which would translate to approximately 40 kg per person per year.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Lettuce sold in plastic bags was reported to be often too large or difficult to reseal, which affects the product's freshness.

    “Yet lettuce sold in plastic bags was reported to be often too large or difficult to reseal, which affects the product's freshness.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    Too much milk per package and lack of information about food safety accounted for most of the milk waste.

    “Too much milk per package and lack of information about food safety accounted for most of the milk waste.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Difficult to empty the packaging was mentioned 41 times, mainly for dairy products.

    “difficult to empty the packaging (mentioned 41 times mainly for dairy products)”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Pasta and rice were mentioned by a total of 24 participants, and the reason given was that participants found it difficult to portion these products.

    “However, pasta and rice were mentioned several times (by a total of 24 participants) and the reason given was that participants found it difficult to portion these products.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingreasoning

    Several participants bought different yoghurt flavours for their children, meaning that several different kinds of yoghurt were open at the same time.

    “Several participants bought different yoghurt flavours for their children, meaning that several different kinds of yoghurt were open at the same time.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Food having gone bad was mentioned 137 times, making it the most prevalent reason for food waste.

    “Food having gone bad was mentioned 137 times, making it the most prevalent reason for food waste.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Toast was mentioned as a product that often dries out.

    “and toast was mentioned as a product that often dries out.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Uncertainty about product safety and date labelling was mentioned 39 times, mostly in connection with fruit and vegetables and dairy.

    “uncertainty about product safety and date labelling (mentioned 39 times mostly in connection with fruit and vegetables and dairy)”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    12 participants described using extra packaging to keep the cheese fresh, while 29 participants mentioned that they sometimes wasted cheese and others said that they deploy waste avoidance strategies, such as grinding and freezing leftovers.

    “Regarding this issue, 12 participants described using extra packaging to keep the cheese fresh, while 29 participants mentioned that they sometimes wasted cheese and others said that they deploy waste avoidance strategies, such as grinding and freezing leftovers.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    One single household reported almost no food waste (26 g).

    “Notably, one single household reported almost no food waste (26 g).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    A commonly stated reason for buying pre-packed fruit and vegetables was 'it only comes that way'; most of the time, this applied to organic and Fairtrade products.

    “A commonly stated reason for buying pre-packed fruit and vegetables was 'it only comes that way'; most of the time, this applied to organic and Fairtrade products.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Both cr eme fraiche and cream were primarily used for preparing special dishes, and several participants said that the food content was more than for one dish and that the remainder was left in the refrigerator and forgotten.

    “Both cr eme fraiche and cream were primarily used for preparing special dishes, and several participants said that the food content was more than for one dish and that the remainder was left in the refrigerator and forgotten.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Drinks represented 4% of the participants' food waste and had a relatively weak connection to packaging design.

    “drinks only represented 4% of the participants' food waste and had a relatively weak connection to packaging design”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    Many participants put vegetables in the refrigerator and placed fruit in a fruit basket to remind themselves to eat the fruit.

    “Many participants put vegetables in the refrigerator and placed fruit in a fruit basket to remind themselves to eat the fruit.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    25% mentioned that they would like more variation in bread packaging sizes; in particular, they would like smaller sizes.

    “In addition, 25% mentioned that they would like more variation in bread packaging sizes; in particular, they would like smaller sizes.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Overly large packaging and the product turning bad were the two other main reasons for milk waste.

    “Overly large packaging and the product turning bad were the two other main reasons for waste.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Participants said that they look at the best before date when they buy bread but not when they throw it away.

    “participants said that they look at the best before date when they buy bread but not when they throw it away.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    The households' reported food waste was similar to the Swedish average of 37 kg/capita.

    “Nonetheless, the households' reported food waste was similar to the Swedish average of 37 kg/capita (Swedish Waste Management, 2018).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Swedish Waste Management, 2018

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Those participants who used the best before date as an indicator did so primarily for yoghurt and stated concerns about getting sick.

    “Those participants who used the best before date as an indicator did so primarily for yoghurt and stated concerns about getting sick.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The cooked food that was wasted accounted for 17% with mixed vegetarian food being the largest product group.

    “The cooked food that was wasted accounted for 17% with mixed vegetarian food being the largest product group.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Two participants stated that they do not buy the smaller plastic yoghurt containers because they are difficult to reclose and generate a large amount of packaging material waste.

    “In addition, two participants stated that they do not buy the smaller plastic yoghurt containers because they are difficult to reclose and generate a large amount of packaging material waste.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The main reason for wastage of hard and soft cheeses was that they turned bad or dried out, which in most cases occurred because the package was not resealable.

    “The main reason for wastage of hard and soft cheeses was that they turned bad or dried out, which in most cases occurred because the package was not resealable.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The most common reason for wasting cooked food was 'too little left to save' (31 mentions).

    “and 'too little left to save' (31 mentions).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Some participants reflected on the poor packaging design including how yoghurt can be poured, the package resealed or the container emptied.

    “Some participants reflected on the poor packaging design including how yoghurt can be poured, the package resealed or the container emptied.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Twenty-two participants mentioned that they would buy extra meat when the price was reduced.

    “Twenty-two participants mentioned that they would buy extra meat when the price was reduced”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Participants could relate much of their food waste to the design of packaging and found it difficult to buy the right amount or to keep food waste at a minimum during the use process.

    “It was surprising that they could relate so much of their food waste to the design of packaging and that they found it difficult to buy the right amount or to keep food waste at a minimum during the use process.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    The significance of the food waste-packaging relationship and the role of packaging differ from one food category to the next, and it is particularly important for food that has a high environmental impact, such as dairy and meat products.

    “While the significance of the food wasteepackaging relationship and the role of packaging differ from one food category to the next, it is particularly important for food that has a high environmental impact, such as dairy and meat products.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Liver pate was mentioned six times; the reason for wasting it was that the packaging was too large.

    “For example, liver pate was mentioned six times; the reason for wasting it was that the packaging was too large.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Either they would freeze meat products for later use or cook large amounts and then freeze those prepared meals.

    “Either they would freeze meat products for later use or cook large amounts and then freeze those prepared meals.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    A substantial part of the chicken waste was frozen chicken parts which had passed the best before date, in addition to uncertainty about product safety, which accounted for 0.9 kg of wasted chicken.

    “A substantial part of this waste was frozen chicken parts which had passed the best before date, in addition to uncertainty about product safety, which accounted for 0.9 kg of wasted chicken.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). The quote only partly states this claim.

    Findingown data

    The total amount of meat and fish waste was 4.4 kg.

    “| Total | 4.4 | | 2 | 1 | | 1 | 3 | 6 | 3 | | 3 | 3 | 6 | 5 | 2 | | 2 | 2 | 3 |”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The total amount of fruit and vegetable waste was 21.1 kg.

    “| Total | 21.1 | 4 | 12 | 1 | 2 | 2 | 2 | 12 | 90 | 3 | 9 | 3 | 3 | 21 | 12 | 2 | 4 | 12 | 12 |”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The total amount of bread waste was 6.9 kg.

    “| Total | 6.9 | 1 | 8 | | 1 | 3 | 5 | 4 | 23 | 3 | 3 | 1 | | 6 | 1 | 1 | 4 | 4 | 21 |”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The total amount of dairy waste was 11.6 kg.

    “| Total | 11.6 | 3 | 5 | 30 | | 3 | 17 | 8 | 23 | 2 | 1 | | 2 | 8 | 3 | 2 | | 1 | 4 |”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    The food waste amounts reported in this study were higher than Sweden's national per capita statistics, indicating that participants took specific care in reporting all their waste.

    “In fact, the food waste amounts reported in this study were higher than Sweden's national per capita statistics, indicating that participants took specific care in reporting all their waste.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    This knowledge gap is significant because it inhibits making an informed decision, including a fair environmental assessment, about packaging design aimed at reducing food waste.

    “This knowledge gap is significant because it inhibits making an informed decision, including a fair environmental assessment, about packaging design aimed at reducing food waste.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Even the most advanced packaging solution does not create any value if it does not support the use process.

    “This means that even the most advanced packaging solution does not create any value if it does not support the use process.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    The predefined reasons for food waste were identified in previous studies and used by Williams et al. (2012).

    “The predefined reasons listed here were identified in previous studies and used by Williams et al. (2012) as reasons.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Williams et al. (2012) source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The interview guide was pre-tested twice and modified before final usage.

    “An interview guide was developed to guide the in-depth interviews and it was pre-tested twice and modified before final usage.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Self-selected samples that follow this procedure are not only highly motivated but also highly knowledgeable on the underlying topic and possess innovative characteristics.

    “Interestingly, self-selected samples that follow this procedure are not only highly motivated but also highly knowledgeable on the underlying topic and possess innovative characteristics (Poetz and Schreier, 2012;Trischler et al., 2018a).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Poetz and Schreier, 2012

      Not checked in the free run.

    • cites Trischler et al., 2018a

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisecitation

    Value is not embedded in goods or services but is created during use.

    “Important for the present study was the premise that value is not embedded in goods or services but is created during use (Vargo and Lusch, 2008a).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Vargo and Lusch, 2008a

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The questionnaire was reviewed by experts in qualitative research and tested with two representatives.

    “The questionnaire was reviewed by experts in qualitative research and tested with two representatives e one in each of the two cities of application.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The multi-step method aims to complement and triangulate findings through both qualitative and quantitative methods.

    “These tools inherit the traditions of empathic design (Kaario et al., 2009;Kouprie and Visser, 2009) and marketing research (Creswell, 2009;Gummesson, 2005), and in their specific combination, aim to complement and triangulate findings through both qualitative and quantitative methods (Maxwell, 1992).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Maxwell, 1992 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    The service lens allowed the unit of analysis to shift from packaging as an artefact to the use of packaging and the value it creates during the consumption process.

    “The service lens allowed the unit of analysis to shift from packaging as an artefact to the use of packaging and the value it creates during the consumption process (Edvardsson et al., 2005).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Edvardsson et al., 2005 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    Little is known about why specific food items are wasted.

    “So far, the reasons for food waste in households have been reported with general conclusions, but little is known about why specific food items are wasted.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The questionnaire questions were derived from the findings of two systematic literature reviews on household food waste.

    “The questions in this part of the questionnaire were derived from the findings of two systematic literature reviews on household food waste (Hebrok and Boks, 2017;Schanes et al., 2018).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Hebrok and Boks, 2017 source

      Not checked in the free run.

    • cites Schanes et al., 2018 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductcitation

    The questionnaire questions on packaging functions drew on an expert study which examined six important functions of effective packaging.

    “The related questions drew on an expert study which examined six important functions of effective packaging (Wikstr€ om et al., 2019): (1) reclosing, (2) correct amount of food for the consumer's needs, (3) easy to empty, (4) past best before date, (5) easy to open without spillage and (6) uncertainty about whether the food is safe for consumption.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Wikstr€ om et al., 2019

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The service lens shifts the innovation process to an 'outside-in' approach, allowing new solutions to be based on explorations of possible future use situations and user needs.

    “The service lens shifts the innovation process to an 'outside-in' approach, allowing new solutions to be based on explorations of possible future use situations and user needs (Gustafsson et al., 2012;Holmlid et al., 2015;Trischler et al., 2018b).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Gustafsson et al., 2012 source

      Not checked in the free run.

    • cites Holmlid et al., 2015

      Not checked in the free run.

    • cites Trischler et al., 2018b

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Only a few studies have investigated packaging-related food waste in households, and only Williams et al. (2012) have attempted to quantify how much of the total food waste can be attributed to packaging.

    “As reported in two recent literature reviews (Wikstr€ om et al., 2019;Wohner et al., 2019), only a few studies have investigated packaging-related food waste in households, and only Williams et al. (2012) have attempted to quantify how much of the total food waste can be attributed to packaging (AMERIPEN, 2018).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Wikstr€ om et al., 2019

      Not checked in the free run.

    • cites Wohner et al., 2019 source

      Not checked in the free run.

    • cites Williams et al. (2012) source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    Households continue to be a major contributor to food waste in the industrialised world.

    “Households continue to be a major contributor to food waste in the industrialised world (Stenmarck, 2016;FAO et al., 2014)”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Stenmarck, 2016

      Not checked in the free run.

    • cites FAO et al., 2014

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisecitation

    It is not sufficient to understand why people waste food; what they waste and how much is also important to know in order to generate ideas on how to intervene.

    “Moreover, and with a direct link to the research question that directed this study, Hebrok and Boks (2017) highlight that 'it is not sufficient to understand why people waste food, what they waste and how much is also important to know in order to generate ideas on how to intervene' (p.382).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Hebrok and Boks (2017) source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The use of interviews enabled the triangulation of data through the application of two methods to the same topic.

    “The use of interviews also enabled the triangulation of data through the application of two methods to the same topic (Patton, 1999).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Patton, 1999

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    Many organisations follow a manufacturing logic or so-called 'inside-out' approach, which starts with the production and ends with the point of sale, where products and services are exchanged for money.

    “Many organisations follow a manufacturing logic or so-called 'inside-out' approach, which starts with the production and ends with the point of sale, where products and services are exchanged for money.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Hill and Martin, 2014

      Not checked in the free run.

    • cites Kimbell, 2011

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    The 'inside-out' approach is far too narrow because it overlooks what consumers actually do with the purchased products to serve their specific needs.

    “Adopting a service lens reveals that the 'inside-out' approach is far too narrow because it overlooks what consumers actually do with the purchased products to serve their specific needs.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    The adoption of an 'outside-in' approach requires the application of research methods that enable an in-depth exploration of the specific circumstances surrounding the consumer's value creation process.

    “The adoption of an 'outside-in' approach requires the application of research methods that enable an in-depth exploration of the specific circumstances surrounding the consumer's value creation process (Helkkula et al., 2012).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Helkkula et al., 2012 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    Multiple methods of data collection (e.g. combining interviews with observations) are important to capture lived experiences and provide a nuanced account of how and why food gets wasted.

    “For example, Schanes et al. (2018) conclude that 'multiple methods of data collection (e.g.combining interviews with observations) is important to capture lived experiences and provide a nuanced account of how and why food gets wasted' (p.989).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Schanes et al. (2018) source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Families with children were slightly overrepresented, while single-person households were underrepresented.

    “Families with children were slightly overrepresented, while single-person households were underrepresented.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    There seems to be an expectation that fruit and vegetables do not need to be or should not be packed.

    “In fact, there seems to be an expectation that fruit and vegetables do not need to be or should not be packed.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Consumers might not even be aware of the food waste they generate or how different packaging functions affect the quantity of food being wasted.

    “Consequently, consumers might not even be aware of the food waste they generate or how different packaging functions affect the quantity of food being wasted.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Design changes focused on packaging content, reclosing functions and food safety information can all contribute to a reduction in dairy food waste.

    “Thus, design changes focused on packaging content, reclosing functions and food safety information can all contribute to a reduction in dairy food waste.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Fully understanding the relationship between packaging and food waste requires an in-depth understanding of consumers' shopping and food consumption practices alongside the packaging solutions that are actually available to them.

    “Therefore, fully understanding the relationship between packaging and food waste requires an in-depth understanding of consumers' shopping and food consumption practices alongside the packaging solutions that are actually available to them.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning

    All participating households completed the diary and attended the concluding interview, indicating that the self-selection procedure was effective.

    “All participating households completed the diary and attended the concluding interview, indicating that the self-selection procedure was effective.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    To increase the rigour of the qualitative analysis, the data were analysed and then cross-checked by two researchers.

    “To increase the rigour of the qualitative analysis, the data were analysed and then cross-checked by two researchers.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The proportion of participants with university education (76%) is well above the national average (42%).

    “Nine participants had completed upper secondary school and 28 had studied at university (76%), which is well above the national average (42% of the Swedish population obtain a university degree) (Statistics Sweden, 2018).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Statistics Sweden, 2018

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    The results of this study provide insights into which packaging functions are most important for reducing waste across the main food products used in households.

    “The results of this study provide insights into which packaging functions are most important for reducing waste across the main food products used in households.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationnone given

    One main contribution of this research is its multi-step method applying three different data collection methods to holistically investigate food waste in households.

    “One main contribution of this research is its multi-step method applying three different data collection methods to holistically investigate food waste in households.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Self-selected consumers, as found in innovation studies, seem knowledgeable about the underlying topic and ahead of trends.

    “In addition, self-selected consumers, as found in innovation studies (Poetz and Schreier, 2012;Trischler et al., 2018a), seem knowledgeable about the underlying topic and ahead of trends.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Poetz and Schreier, 2012

      Not checked in the free run.

    • cites Trischler et al., 2018a

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationnone given

    These insights have important implications for policymaking, food packaging design and future research on household food waste practices.

    “These insights, as we discuss here, have important implications for policymaking, food packaging design and future research on household food waste practices.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The confusion created by different kinds of labels and associated food waste has been documented extensively in the literature, yet the problem seems to persist.

    “The confusion created by different kinds of labels and associated food waste has been documented extensively in the literature (Hebrok and Boks, 2017;Principato et al., 2015;Schanes et al., 2018), yet the problem seems to persist.”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Hebrok and Boks, 2017 source

      Not checked in the free run.

    • cites Principato et al., 2015 source

      Not checked in the free run.

    • cites Schanes et al., 2018 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationreasoning

    For policymaking and design efforts aimed at reducing household food waste, the study contributes a multi-step method that takes an 'outside-in' approach.

    “For policymaking and design efforts aimed at reducing household food waste, we contribute a multi-step method that takes an 'outside-in' approach.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationnone given

    The main contribution of this study lies in its evaluation of packaging functions across different food categories.

    “The main contribution of this study lies in its evaluation of packaging functions across different food categories.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The food packaging-environmental impact ratio varies widely among different products, and adding packaging material or reducing the packaging size is often justified, particularly for meat and milk products, because of the high environmental impact of those food products.

    “While the food packagingeenvironmental impact ratio varies widely among different products, adding packaging material or reducing the packaging size is often justified, but this is particularly true for meat and milk products, even if the ultimate reduction in food waste is small, because of the high environmental impact of those food products (Heller et al., 2019;Wikstr€ om et al., 2019).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Heller et al., 2019 source

      Not checked in the free run.

    • cites Wikstr€ om et al., 2019

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationcitation

    In combination, these methods provide insights not only into how much food is wasted but also how and why food gets wasted, which are important aspects for developing effective policy and design interventions.

    “In combination, these methods provide insights not only into how much food is wasted but also how and why food gets wasted, which are important aspects for developing effective policy and design interventions (Hebrok and Boks, 2017;Schanes et al., 2018).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Hebrok and Boks, 2017 source

      Not checked in the free run.

    • cites Schanes et al., 2018 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Consumers often do not recognise the role of packaging in food waste, which makes it difficult to investigate the link between food waste and packaging functions.

    “This applies to packaging: consumers often do not recognise the role of packaging in food waste, which makes it difficult to investigate the link between food waste and packaging functions (Williams et al., 2012).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Williams et al., 2012 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning

    The method is resource intensive for the researcher but also in terms of the time and commitment required of consumers to evaluate food waste in their homes.

    “First, the method is resource intensive for the researcher but also in terms of the time and commitment required of consumers to evaluate food waste in their homes.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationreasoning

    This unlocking through packaging design can constitute an important prerequisite for reducing food waste across different food categories.

    “We propose that this unlocking through packaging design can constitute an important prerequisite for reducing food waste across different food categories.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Providing information that helps consumers accurately judge the safety of food is particularly important for bread, dairy, meat and fish.

    “The importance of providing information that helps consumers accurately judge the safety of food is particularly important for bread, dairy, meat and fish.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Sensitisation is typically used to raise awareness around a topic about which participants were not previously aware.

    “Sensitisation is typically used to raise awareness around a topic about which participants were not previously aware (Visser et al., 2005).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Visser et al., 2005 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Study design and conductreasoning

    The self-selection procedure used in the present study seems suitable because it attracts consumers who are willing to contribute their unique insights and experiences of food-related practices in relation to packaging.

    “Nonetheless, the self-selection procedure used in the present study seems suitable because it attracts consumers who are willing to contribute their unique insights and experiences of food-related practices in relation to packaging.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductnone given

    Consumers were sensitised before participating in this study; therefore, at the outset, they were made aware of the role of packaging in household food waste.

    “Second, consumers were sensitised before participating in this study; therefore, at the outset, they were made aware of the role of packaging in household food waste.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationnone given

    The second packaging function for reducing food waste is information about food safety.

    “The second packaging function for reducing food waste is information about food safety.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Study design and conductnone given

    The participating households were predominantly environmentally conscious and had been made aware up front of the role of packaging in food waste.

    “Here, it should be noted that the participating households were predominantly environmentally conscious and had been made aware up front of the role of packaging in food waste.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation

    The multi-step method combining a questionnaire, food waste diary and in-depth interview applied to 37 Swedish households provides new insights into the food waste-packaging relationship, which several recent studies have called for.

    “In combination, this approach provides new insights into the food wasteepackaging relationship, which several recent studies have called for (Hebrok and Boks, 2017;Schanes et al., 2018;Wikstr€ om et al., 2019).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Hebrok and Boks, 2017 source

      Not checked in the free run.

    • cites Schanes et al., 2018 source

      Not checked in the free run.

    • cites Wikstr€ om et al., 2019

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    These consumers might not only be valuable for knowledge generation but might become direct contributors during the innovation process, especially in regard to incorporating their needs into new packaging designs.

    “Thus, these consumers might not only be valuable for knowledge generation but might become direct contributors during the innovation process, especially in regard to incorporating their needs into new packaging designs (see e.g.Kim et al., 2020).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Kim et al., 2020 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationcitation

    The insights derived from the multi-step method can guide the design of interventions to help 'unlock' unsustainable patterns within the consumer's existing practice arrangement.

    “As such, the insights derived from the multi-step method can guide the design of interventions to help 'unlock' unsustainable patterns within the consumer's existing practice arrangement (Scheurenbrand et al., 2018).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Scheurenbrand et al., 2018 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    Making participants aware that the research focus is not their behaviour but on packaging functions might reduce the common problem of underreporting food waste.

    “In addition, making participants aware that the research focus is not their behaviour but on packaging functions might reduce the common problem of underreporting food waste (Banjo and Val, 2011;Schanes et al., 2018).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Banjo and Val, 2011

      Not checked in the free run.

    • cites Schanes et al., 2018 source

      Not checked in the free run.

  • May combine two claims.

    Study design and conductcitation

    The method is limited to a small, selected consumer group, which leads to concerns about generalisability.

    “Consequently, the method is limited to a small, selected consumer group, which leads to concerns about generalisability (Maxwell, 1992).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Maxwell, 1992 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    A packaging design that addresses the listed malfunctions for the respective food products would better support consumers' use process and help in reducing food waste.

    “In other words, a packaging design that addresses the below listed malfunctions for the respective food products would not only better support consumers' use process but also help in reducing food waste.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    This study is among the first to explore the complex relationship between packaging and food waste across different food categories.

    “This study is among the first to explore the complex relationship between packaging and food waste across different food categories.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    The service lens acknowledges that a product (e.g. the package) is only one of many resources within the consumer's value creation process.

    “In addition, the service lens acknowledges that a product (e.g. the package) is only one of many resources within the consumer's value creation process.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: A product (e.g. the package) is only one of many resources within the consumer's value creation process.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Behavioural economics theory supports the argument that nudging interventions can be an effective policy instrument for indirectly altering behaviour and decision-making processes.

    “Behavioural economics theory supports this argument by showing that nudging interventions can be an effective policy instrument for indirectly altering behaviour and decision-making processes (Thaler and Sunstein, 2008).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Thaler and Sunstein, 2008

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    There is a potential risk that consumers began modifying their shopping, food handling and storing behaviours during the reporting week, either to not have to fill in the diary or to avoid potential feelings of guilt.

    “Thus, there is a potential risk that consumers began modifying their shopping, food handling and storing behaviours during the reporting week, either to not have to fill in the diary or to avoid potential feelings of guilt.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationown data

    It may not be fruitful to use a longer test period than one week because this might result in participant fatigue or misrepresented results.

    “On one hand, this observation indicates that it may not be fruitful to use a longer test period than one week because this might result in participant fatigue or misrepresented results.”
    Quote in the paperNot a substantial claim
102 of 102
  • The paper relies on this without support.

    Common food retailing practices, such as 'buy two e pay less' or the display of price/kilogram ratios, focus on exchange and often lead to consumers buying more or a larger package than they actually need.

    “For example, common food retailing practices, such as 'buy two e pay less' or the display of price/kilogram ratios, focus on exchange and often lead to consumers buying more or a larger package than they actually need.”
  • The paper relies on this without support.

    Products within the categories of bread, dairy, meat and fish, staples and drinks are mostly sold in primary packaging, while fruits and vegetables are often sold as loose items.

    “Products within the categories of bread, dairy, meat and fish, staples and drinks are mostly sold in primary packaging, while fruits and vegetables are often sold as loose items.”
  • The paper relies on this without support.

    In the cooked food category, ready-made food typically comes in primary packaging.

    “In the 'cooked food' category, the role of packaging is more uncertain, but ready-made food typically comes in primary packaging.”
  • The paper relies on this without support.

    Packaging plays an important role in protecting food, facilitating its handling and informing about the food contents.

    “On the other hand, packaging plays an important role in protecting food, facilitating its handling and informing about the food contents.”
  • The paper relies on this without support.

    Fruit stored at room temperature goes bad faster than when refrigerated.

    “However, fruit stored at room temperature goes bad faster than when refrigerated; thus, this practice contributes to higher waste levels.”
  • The paper relies on this without support.

    1 L yoghurt containers dominate the Swedish food market.

    “Thus, 13% of participants mentioned that they would prefer smaller yoghurt packages (1 L yoghurt containers dominate the Swedish food market).”
  • The paper relies on this without support.

    Demographic changes are resulting in smaller households.

    “With demographic changes resulting in smaller households, this function may become even more important in the future.”
  • The paper relies on this without support.

    A product (e.g. the package) is only one of many resources within the consumer's value creation process.

    “In addition, the service lens acknowledges that a product (e.g. the package) is only one of many resources within the consumer's value creation process.”
8 of 8

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • 'Difficult to completely empty packaging', 'broken package', and 'food has quickly gone bad in re-sealable or opened packaging' were the main reasons that caused unnecessary food waste.

    “Williams et al. (2020) investigated the food waste in relation to unsuitable packaging design.It was found that 'difficult to completely empty packaging', 'broken package', and 'food has quickly gone bad in re-sealable or opened packaging' were the main reasons that caused unnecessary waste.”

    From Packaging design for the circular economy: A systematic review (2022) · cites this paper as Williams et al. (2020)

    The Results list difficulty emptying packaging as a common reason for waste, and Table 3 records waste from broken packages and food going bad in opened packaging (page numbers unavailable). But broken packages account for only 1.0 kg in Table 3, so the paper does not support calling all three main reasons; it also does not establish that food went bad quickly or specifically in re-sealable packaging. (LLM, conf=0.88)

    Experimental — accuracy not yet measured
  • Oversized packaging is one of the main reasons that cause food waste.

    “Williams et al. (2020) pointed out that oversized packaging is one of the main reasons that cause food waste, which should be avoided.”

    From Packaging design for the circular economy: A systematic review (2022) · cites this paper as Williams et al. (2020)

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Fruit and vegetable packaging share is overstated

    Major

    The stated 7% directly linked to packaging and 19% possibly linked to packaging add to 26%, not 36%. This overstates the category's potential packaging-related share.

    Reported 36 · recomputed 26

  • Cooked-food product amounts exceed their reported total

    Minor

    The six cooked-food product amounts listed in the table add to 12.1 kg, but the category total is reported as 11.7 kg.

    Reported 11.7 · recomputed 12.1

  • Chicken waste attributed to safety uncertainty differs from Table 7

    Minor

    The text attributes 0.9 kg of chicken waste to uncertainty about product safety, whereas Table 7 lists 0.6 kg for that reason.

3 of 3

The citation lists haven’t been fetched yet

References 66 · Cited by 128

Authors
Williams, H., Lindström, A., Trischler, J., Wikström, F., & Rowe, Z.
Affiliations
  • Karlstad University (SE)
  • RISE Research Institutes of Sweden (SE)
Corresponding author
Williams, Helén
Venue
Journal of Cleaner Production
Publisher
Elsevier BV
Published
2020-08
Volume
265
Pages
121775
ISSN
0959-6526 (ISSN-L)
OpenAlex
W3020453605
Cited by
128
References
66
Citations by year
2026: 15 · 2025: 23 · 2024: 29 · 2023: 22 · 2022: 19 · 2021: 13 · 2020: 7
FWCI
9.89
Type
journal article
Language
en
Open access
Locations
  • Journal of Cleaner Production (publishedVersion, cc-by)
  • Digitala vetenskapliga arkivet (Diva) (Karlstad University) (submittedVersion, other-oa)
Funders
Svenska Forskningsrådet Formas
Topics
  • Life Sciences › Agricultural and Biological Sciences › Food Science › Food Waste Reduction and Sustainability
  • Social Sciences › Business, Management and Accounting › Marketing › Consumer Packaging Perceptions and Trends
  • Physical Sciences › Environmental Science › Waste Management and Disposal › Waste Management and Recycling
Keywords
household food waste, food packaging, packaging design, food waste reduction, bread waste, dairy waste, meat waste, service design, customer value creation

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-07.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-07.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

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