The DOI matches its Crossref record; 24 of the 26 references it cites were found in a registry or an index.
Life cycle assessment of surfactants: The case of an alkyl polyglucoside used as a self-emulsifier in cosmetics
Abstract
Purpose: Cetearyl glucoside and cetearyl alcohol are an alkyl polyglucoside composition (APG) widely used in personal care as an efficient and versatile self-emulsifier. This ingredient is considered as green thanks to its vegetable origin and to its manufacturing process complying with the 12 rules of Green Chemistry. Beyond these general criteria, the rising environmental concern among consumers encourages manufacturers to provide quantifiable measures highlighting the real impacts of a product on the environment. In order to respond to this need, the aim of this work was to study, from an environmental point of view, the contribution of the use of APG in a cosmetic cream (raw materials, glucosylation process, formulation process, chemical inputs, energy, transport, waste management, end use, and recycling) and to assess several potential improvements to decrease its global impacts. Materials and methods: The methodology used was the life cycle assessment (LCA) according to the ISO 14-040 standard. Two approaches were chosen: (a) from the cultivation of vegetable raw materials to the final use by consumers and recycling (from cradle to grave) and (b) from the cultivation of vegetable raw materials to the production of APG (from cradle to gate). The two corresponding functional units were defined as follows: (a) the preparation of a cosmetic oil in water emulsion having suitable stability and allowing the face hydration of a consumer during 1 year and (b) the preparation of 1 t of packaged APG in a plant located in the South of France. To comply with these two functional units, the life cycle was divided into 4 phases (gate to gate): the agricultural and transformation phase A, the chemical process phase B, the formulation process phase C and finally the end use phase D. The life cycle inventory data collected were based either on bibliographical sources or on direct industrial data. Seven impact categories were selected for their relevance (ozone depletion, global warming, mineral resources, petrochemical resources, eco-toxicity, acidification/eutrophication, and water consumption). For each significant environmental impact, sensitivity assessments were carried out to identify potential improvements regarding the two functional units. Results and discussion: The results show that the formulation process phase C and the end use phase D are the main key issues of the cosmetic cream life cycle. Their respective environmental contributions are between 15 and 51% and between 30 and 77% depending on the impact category. Regarding the formulation step, the two most contributing parameters are the emulsion oil and the cream packaging. The impacts of oil are directly linked to the quantity involved (20% in the cream) and also to the cultivation conditions of the plant from which the oil is extracted. A sensitivity study on the nature of the packaging highlights that glass is much better than PET. As far as the end use of the cream is concerned, the main impacting parameter is the purchasing by the consumer (between 33 and 77%). It was clearly proved that APG has relatively low impacts when it is formulated at 5% in a cosmetic cream (between 4 and 24%). Despite this low contribution, the environmental profile of APG was examined and indicated the high impacts of the cetearyl alcohol (more than 80% by weight in APG). For instance, the carbon footprint of APG directly depends on the cultivation mode of the palm trees and, according to the land use change, it can vary between 1.9 and 49.8 t CO2 eq. per t of APG. The impacts directly due to the glucosylation process are between 2 and 12%, mainly coming from the transport of raw materials and waste management. Conclusions: The present LCA gave a precise picture of the role that APG plays in the environmental profile of a cosmetic emulsion. The next step may be to compare its impacts with those of other surfactants that also respond to the first functional unit in order to functional unit in order to confirm the green status of this kind of biosurfactant. Finally, improvements in APG processing and use can also be brought about and all levels of the production chain are relevant: raw material suppliers (fatty alcohol quality and transport), APG manufacturers (utilities consumption follow-up, waste management and transport), finished cosmetic product formulators (packaging) and final consumers (transport mode).
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
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?
In the citing paper
“Thanks to the methanation process of the waste, the company reduces greenhouse gas emissions by 100 T per year when compared to the combustion process [42].”
From Use of Waste from the Food Industry and Applications of the Fermentation Process to Create Sustainable Cosmetic Products: A Review (2024) · cites this paper as [42]
Citations
Cites
Ueber die Glucoside der Alkohole
Fischer, E. (1893) · Berichte der deutschen chemischen Gesellschaft · doi:10.1002/cber.18930260327 · Cited by 393
Recent trends, opportunities and challenges of biodiesel in Malaysia: An overview
Lim, S., & Teong, L. K. (2009) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2009.10.027 · Cited by 371
Palm oil and the emission of carbon-based greenhouse gases
Reijnders, L., & Huijbregts, M. A. J. (2006) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2006.07.054 · Cited by 334
Rupani, P. F., Singh, R. P., Ibrahim, M. H., & Esa, N. (2010) · Cited by 323
Life cycle assessment of palm biodiesel: Revealing facts and benefits for sustainability
Yee, K. F., Tan, K. T., Abdullah, A. Z., & Lee, K. T. (2009) · Applied Energy · doi:10.1016/j.apenergy.2009.04.014 · Cited by 312
Infante, M. R., Pérez, L., Pinazo, A., Clapés, P., Morán, M. C., Angelet, M., García, M. T., & Vinardell, M. P. (2004) · Comptes Rendus Chimie · doi:10.1016/j.crci.2004.02.009 · Cited by 180
Can biotechnology move us toward a sustainable society?
Gerngross, T. U. (1999) · Nature Biotechnology · doi:10.1038/9843 · Cited by 162
Determination of GHG contributions by subsystems in the oil palm supply chain using the LCA approach
Choo, Y. M., Muhamad, H., Hashim, Z., Subramaniam, V., Puah, C. W., & Tan, Y. (2011) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-011-0303-9 · Cited by 153
Über neue synthetische Glucoside
Fischer, E., & Helferich, B. (1911) · Justus Liebig s Annalen der Chemie · doi:10.1002/jlac.19113830105 · Cited by 131
Guilbot, J., Benvegnu, T. J., Legros, N., Plusquellec, D., Dedieu, J., & Gulik, A. (2001) · Langmuir · doi:10.1021/la000892g · Cited by 77
Research works printed but not linked: 17
- Hill, 2001, Surfactant Sci. Ser., 100, 1
- Rico-Lattes, 2007, Actual. Chim., Février, 305, 3
- Milius, 2012, Formule verte, 8
- Kerverdo, 2008, Actual. Chim., 3–324, 35
- lbot, 2006, OCL, 13, 178
- Milius, 1995, OCL, 2, 177
- Sakamoto, 2001, Surfactant Sci. Ser., 101, 75
- Choo, 2010, J. Oil Palm Res., 22, 927
- Wijbrans, 2011, J. Oil Palm Environ., 2, 86, 10.5366/jope.2011.09 · DOI
- Choo, 2009, Am. J. Environ. Sci., 3, 267
- Choo, 2010, J. Oil Palm Res., 22, 904
- Choo, 2010, J. Oil Palm Res., 22, 887
- Parveen, 2010, World Appl. Sci. J., 11, 70
- Choo, 2010, J. Oil Palm Res., 22, 895
- Choo, 2010, J. Oil Palm Res., 22, 913
- Henson, 2004, Malaysian Palm Oil Board (MPOB) Technol., 27, 51
- Henson, 2008, Planter, 84, 445
Cited by
Sorted by citations
Sustainable chemistry: how to produce better and more from less?
Marion, P., Bernela, B., Piccirilli, A., Estrine, B., Patouillard, N., Guilbot, J., & Jérôme, F. (2017) · Green Chemistry · doi:10.1039/c7gc02006f · Cited by 200
Sustainable microbial biosurfactants and bioemulsifiers for commercial exploitation
Sałek, K., & Euston, S. R. (2019) · Process Biochemistry · doi:10.1016/j.procbio.2019.06.027 · Cited by 167
Current perspective of sustainable surfactants based on renewable building blocks
Bhadani, A., Kafle, A., Ogura, T., Akamatsu, M., Sakai, K., Sakai, H., & Abe, M. (2020) · Current Opinion in Colloid & Interface Science · doi:10.1016/j.cocis.2020.01.002 · Cited by 142
Opportunities for greener alternatives in chemical formulations
Jessop, P. G., Ahmadpour, F., Buczynski, M. A., Burns, T., Green, N. B., II, Korwin, R., Long, D. C., Massad, S. K., Manley, J. B., Omidbakhsh, N., et al. (2015) · Green Chemistry · doi:10.1039/c4gc02261k · Cited by 107
Tiso, T., Ihling, N., Kubicki, S., Biselli, A., Schonhoff, A., Bator, I., Thies, S., Karmainski, T., Kruth, S., Willenbrink, A.-L., et al. (2020) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2020.00976 · Cited by 99
Biobased Surfactants: Overview and Industrial State of the Art
Hayes, D. G., & Smith, G. A. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-812705-6.00001-0 · Cited by 95
Bio-Based Surfactants and Biosurfactants: An Overview and Main Characteristics
Vega, G. R., & Stampino, P. G. (2025) · Molecules · doi:10.3390/molecules30040863 · Cited by 91
Secchi, M., Castellani, V., Collina, E., Mirabella, N., & Sala, S. (2016) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2016.04.073 · Cited by 87
Development of a Cradle-to-Grave Approach for Acetylated Acidic Sophorolipid Biosurfactants
Baccile, N., Babonneau, F., Banat, I. M., Ciesielska, K., Cuvier, A., Devreese, B. V., Everaert, B., Lydon, H. L., Marchant, R., Mitchell, C. A., et al. (2016) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.6b02570 · Cited by 85
A review on the synthesis of bio-based surfactants using green chemistry principles
Stubbs, S., Yousaf, S. S., & Khan, I. (2022) · DARU Journal of Pharmaceutical Sciences · doi:10.1007/s40199-022-00450-y · Cited by 86
Kopsahelis, A., Kourmentza, K., Zafiri, C., & Kornaros, M. E. (2018) · Journal of Chemical Technology & Biotechnology · doi:10.1002/jctb.5633 · Cited by 59
Conventional and Recent Advances of Vegetable Oils as Metalworking Fluids (MWFs): A Review
Afonso, I. S., Nóbrega, G., Lima, R. A., Gomes, J. R., & Ribeiro, J. (2023) · Lubricants · doi:10.3390/lubricants11040160 · Cited by 59
Krzyżostan, M., Wawrzyńczak, A., & Nowak, I. (2024) · Sustainability · doi:10.3390/su16072757 · Cited by 47
“…to a survey conducted by Bom et al., the following packaging materials have an impact on sustainability (starting with the one with the greatest impact): non-renewable materials, plastic/polymeric materials, aluminium, wood, glass, recycled materials, and biopolymers or plant-based plastics [9].”
Petroleum Emulsion Stability and Separation Strategies: A Comprehensive Review
Ahmadi, S., & Khormali, A. (2025) · ChemEngineering · doi:10.3390/chemengineering9050113 · Cited by 45
Biosurfactants: the use of biomolecules in cosmetics and detergents
Moldes, A. B., Vecino, X., Rodríguez‐López, L., Rincón-Fontán, M., & Cruz, J. M. (2020) · Elsevier eBooks · doi:10.1016/b978-0-444-64301-8.00008-1 · Cited by 45
Akbari, M., Oyedun, A. O., Gemechu, E. D., & Kumar, A. (2021) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2021.105415 · Cited by 45
Li, J., Bai, Y., Wang, W., Tai, X., & Wang, G. (2019) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.8b06282 · Cited by 43
Development of rosemary essential oil nanoemulsions using a wheat biomass-derived surfactant
Martín-Piñero, M. J., Ramirez, P., Muñoz, J., & Alfaro, M. C. (2018) · Colloids and Surfaces B Biointerfaces · doi:10.1016/j.colsurfb.2018.10.024 · Cited by 39
Comparative life-cycle analysis of synthetic detergents and biosurfactants—an overview
Rebello, S., Anoopkumar, A. N., Sindhu, R., Binod, P., Pandey, A., & Aneesh, E. M. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-818996-2.00023-5 · Cited by 36
Briem, A.-K., Bippus, L., Oraby, A., Noll, P., Zibek, S., & Albrecht, S. (2022) · Advances in biochemical engineering, biotechnology · doi:10.1007/10_2021_194 · Cited by 33
Bippus, L., Briem, A.-K., Beck, A., Zibek, S., & Albrecht, S. (2024) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2024.1347452 · Cited by 33
Estrine, B., Marinković, S., & Jérôme, F. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-812705-6.00011-3 · Cited by 31
Transglycosylation: A Key Reaction to Access Alkylpolyglycosides from Lignocellulosic Biomass
Jérôme, F., Marinković, S., & Estrine, B. (2018) · ChemSusChem · doi:10.1002/cssc.201800265 · Cited by 26
Lokesh, K., West, C., Kuylenstierna, J., Fan, J., Budarin, V. L., Priecel, P., López-Sánchez, J. A., & Clark, J. H. (2017) · Green Chemistry · doi:10.1039/c7gc01719g · Cited by 27
Moulin, M., Wohlfahrt, J., Caliman, J., & Bessou, C. (2016) · International Journal of Sustainable Development & World Ecology · doi:10.1080/13504509.2016.1239232 · Cited by 23
Assessing green processes through life cycle assessment and other LCA-related methods
Mondello, G., & Salomone, R. (2019) · Studies in surface science and catalysis · doi:10.1016/b978-0-444-64337-7.00010-0 · Cited by 24
Sustainable materials for renewable energy storage in the thermal battery
Piper, S. L., Forsyth, C. M., Kar, M., Gassner, C., Vijayaraghavan, R. K., Mahadevan, S., Matuszek, K., Pringle, J. M., & MacFarlane, D. R. (2023) · RSC Sustainability · doi:10.1039/d2su00111j · Cited by 21
Innovative applications of biochar in nuclear remediation and catalysis
Kordrostami, M., & Ghasemi-Soloklui, A. A. (2025) · Biochar · doi:10.1007/s42773-025-00463-1 · Cited by 23
Efficient emulsifying properties of glycerol-based surfactant
Zhang, L., Zhang, X., Zhang, P., Zhang, Z., Liu, S., & Han, B. (2018) · Colloids and Surfaces A Physicochemical and Engineering Aspects · doi:10.1016/j.colsurfa.2018.05.055 · Cited by 20
Carbohydrate-Based Amphiphiles: Resource for Bio-based Surfactants
Wang, L., & Queneau, Y. (2019) · Springer eBooks · doi:10.1007/978-1-4939-9060-3_1009 · Cited by 20
Brière, R., Loubet, P., Glogic, E., Estrine, B., Marinković, S., Jérôme, F., & Sonnemann, G. (2018) · Green Chemistry · doi:10.1039/c7gc03189k · Cited by 19
Avais, M., Kumari, S., & Chattopadhyay, S. (2021) · Soft Matter · doi:10.1039/d1sm00441g · Cited by 18
Lokesh, K., West, C., Kuylenstierna, J. C., Fan, J., Budarin, V. L., Priecel, P., López-Sánchez, J. A., & Clark, J. H. (2018) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2018.10.220 · Cited by 18
Environmental Impacts of Biosurfactant Production Based on Substrates from the Sugar Industry
Schonhoff, A., Ihling, N., Schreiber, A., & Zapp, P. (2022) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.2c01256 · Cited by 17
Schonhoff, A., Stöckigt, G., Wulf, C., Zapp, P., & Kuckshinrichs, W. (2023) · RSC Sustainability · doi:10.1039/d3su00122a · Cited by 16
The impact of palm oil feedstock within the LCA of a bio-sourced cosmetic cream
Martinez, S. M., Bessou, C., Hure, L., Guilbot, J., & Hélias, A. (2017) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2017.01.042 · Cited by 16
Mansi, K., Kumar, R., Jindal, N., & Singh, K. (2023) · Journal of Drug Delivery Science and Technology · doi:10.1016/j.jddst.2023.104269 · Cited by 14
New perspectives on green and sustainable wet cleaning systems for art conservation
Chelazzi, D., Bordes, R., Casini, A., Mastrangelo, R., Holmberg, K., & Baglioni, P. (2025) · Soft Matter · doi:10.1039/d5sm00017c · Cited by 13
Structural diversity and properties of bio-based surfactants with their potential applications
Mtui, H. I., Wang, W., Yang, S., & Mu, B. (2025) · Bioresource Technology · doi:10.1016/j.biortech.2025.133509 · Cited by 9
Robust open cellular porous polymer monoliths made from cured colloidal gels of latex particles
Desire, C. T., Lotierzo, A., Arrua, R. D., Hilder, E. F., & Bon, S. A. F. (2018) · Green Chemistry · doi:10.1039/c8gc01055b · Cited by 9
Alcoholysis of Starch to Produce Alkyl Polyglycosides with Sub‐Critical Isooctyl Alcohol
Zou, M., Chen, J., Wang, Y., Li, M., Zhang, C., & Yang, X. (2016) · Journal of Surfactants and Detergents · doi:10.1007/s11743-016-1832-9 · Cited by 9
Appropriate lifetimes, fitting deaths
Scott, J. L., & Lee, J. (2016) · Green Chemistry · doi:10.1039/c6gc90109c · Cited by 6
Xu, J., Yang, L., Wang, B., Guo, C., Li, X., Li, H. M., Liu, M., & Niu, Y. (2025) · Environmental Geochemistry and Health · doi:10.1007/s10653-025-02823-z · Cited by 5
Synthesis of Surfactant Tert-Butyl Glycosides from Glucose and Tert-Butanol
Pawignya, H., Kusworo, T. D., & Pramudono, B. (2019) · REAKTOR · doi:10.14710/reaktor.18.04.202-208 · Cited by 4
Trucillo, P., Campardelli, R., & Marco, I. D. (2021) · Processes · doi:10.3390/pr9101788 · Cited by 4
Carbohydrate-Based Amphiphiles: Resource for Bio-based Surfactants
Wang, L., & Queneau, Y. (2018) · Springer eBooks · doi:10.1007/978-1-4939-2493-6_1009-1 · Cited by 4
Expanding the frontiers of alkyl polyglucoside surfactants: Applications in research and industry
Vakh, C. S., Yahya, L. A., Kubica, P., & Koronkiewicz, S. (2026) · Chemical Engineering Journal · doi:10.1016/j.cej.2026.172627 · Cited by 3
A sustainable glycolipid hydrotrope‐solubilizer for cleansers and detergents
Chirac, M., Cambos, S., Guilbot, J., Nawrocki, C., Marchand, R., & Roso, A. (2024) · Journal of Surfactants and Detergents · doi:10.1002/jsde.12752 · Cited by 3
Sustainable production of xylose ester biosurfactant: a techno-economic-environmental analysis
Cansian, A. B. M., Gonçalves, M. C. P., Elias, A. M., Furlan, F. F., Tardioli, P. W., & Sousa, R. (2024) · Brazilian Journal of Chemical Engineering · doi:10.1007/s43153-024-00516-1 · Cited by 2
Vieira, A. C., Guimarães, J. R., Cansian, A. B. M., Gonçalves, M. C. P., Fernández‐Lafuente, R., Vieira, A. M. S., & Tardioli, P. W. (2025) · Fermentation · doi:10.3390/fermentation11110605 · Cited by 2
Pyrite–Coal Depressants Interactions During Coal Reverse Flotation
Zhou, Y., Xie, Z., Albijanic, B., García-Figueroa, A. A., Devasahayam, S., Tadesse, B., & Li, R. (2025) · Minerals · doi:10.3390/min15020130 · Cited by 1
Ai, S., Zhang, B., Liu, L., & Meng, X. (2026) · Results in Engineering · doi:10.1016/j.rineng.2026.111502 · Cited by 1
WORKSHOP PENILAIAN DAMPAK LINGKUNGAN PADA IKM MENGGUNAKAN LIFE CYCLE ANALYSIS (LCA)
Amrina, U., & Oktora, R. A. (2022) · Jurnal Industri Kreatif dan Kewirausahaan · doi:10.36441/kewirausahaan.v5i2.1299 · Cited by 1
Chatterjee, S., Karmakar, C., & Choudhury, S. (2025) · Springer eBooks · doi:10.1007/978-981-96-3945-8_1 · Cited by 1
Favre‐Réguillon, A. (2015) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.5b00158
Javanbakht, F., & Salami‐Kalajahi, M. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-23806-2.00001-4
Gavez, L., Bippus, L., Briem, A.-K., & Albrecht, S. (2025) · RSC Sustainability · doi:10.1039/d5su00168d
A Comprehensive Protocol for the Life Cycle Assessment of Green Systems for Painting Cleaning
Macchia, A., Paolino, B., Zaratti, C., Prestileo, F., Sacco, F., Russa, M. F. L., & Ruffolo, S. A. (2025) · Heritage · doi:10.3390/heritage8120544
One-pot synthesis of biodegradable bio-based surfactant via the hydrothermal reaction of saccharidesPreprint
Ai, S., Zhang, B., Liu, L., & Meng, X. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6297498
Ai, S., Zhang, B., Liu, L., & Meng, X. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6359379
Ashokkumar, V., & Kim, S.-C. (2026) · Colloids and Surfaces A Physicochemical and Engineering Aspects · doi:10.1016/j.colsurfa.2026.140485
Shi, J., Liu, C., Yu, D., & Ji, D. (2026) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-026-02673-6
Sun, J., Yin, Z., Liu, X., Song, Z., Liu, P., Zeng, X., Li, Q., & Linga, P. (2026) · Carbon Capture Science & Technology · doi:10.1016/j.ccst.2026.100648
Bartlewski, L. J., Ott, J., Hauth, M. S., & Meier, M. A. R. (2026) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.6c04454
Metadata
- Authors
- Guilbot, J., Kerverdo, S., Milius, A., Escola, R., & Pomrehn, F.
- Affiliations
- SEPPIC (France) (FR)
- Corresponding author
- Guilbot, Jérôme
- Venue
- Green Chemistry
- Publisher
- Royal Society of Chemistry (RSC)
- Published
- 2013
- Volume
- 15
- Issue
- 12
- Pages
- 3337
- ISSN
- 1463-9262 (ISSN-L)
- 1463-9270
- OpenAlex
- W2017906970
- Cited by
- 65
- References
- 26
- Citations by year
- 2026: 8 · 2025: 12 · 2024: 4 · 2023: 4 · 2022: 5 · 2021: 3 · 2020: 3 · 2019: 8 · 2018: 8 · 2017: 3 · 2016: 5 · 2015: 2
- FWCI
- 1.93
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Green Chemistry (publishedVersion)
- Funders
- Procter and Gamble
- Topics
- Physical Sciences › Environmental Science › Environmental Engineering › Environmental Impact and Sustainability
- Physical Sciences › Environmental Science › Environmental Chemistry › Chemistry and Chemical Engineering
- Physical Sciences › Chemistry › Physical and Theoretical Chemistry › Surfactants and Colloidal Systems
- Keywords
- alkyl polyglucosides, cosmetic cream, oil-in-water emulsions, life cycle assessment, environmental impact, greenhouse gas emissions, ozone depletion, ecotoxicity, packaging waste, recycling, cradle-to-gate, cradle-to-grave, surfactants
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.
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 ›
Are you an author, or do you see a problem with this page? Request a review