Costs, carbon footprint, and environmental impacts of lithium-ion batteries—From cathode active material synthesis to cell manufacturing and recycling
Open accessAbstract
Strong growth in lithium-ion battery (LIB) demand requires a robust understanding of both costs and environmental impacts across the value-chain. Recent announcements of LIB manufacturers to venture into cathode active material (CAM) synthesis and recycling expands the process segments under their influence. However, little research has yet provided combined costs and environmental impact assessments across several segments of the LIB value-chain. To address this gap, we provide a combined cost assessment and life cycle assessment (LCA), covering CAM synthesis, cell manufacturing and hydrometallurgy recycling. 1 kWh cell capacity (NMC811-C) is chosen as functional unit. Results for cell manufacturing in the United States show total cell costs of $94.5 kWh−1, a global warming potential (GWP) of 64.5 kgCO2eq kWh−1, and combined environmental impacts (normalizing and weighing 16 impact categories) of 4.0 × 10−12 kWh−1. Material use contributes 69% to costs and 93% to combined environmental impacts. Energy demand, meanwhile, accounts for 35% of GWP. Initially, hydrometallurgy recycling adds 5 to 10% to total costs, GWP, and environmental impacts. Including recycling credits, as recycled material substitutes new virgin material, shows benefits for recycling. Combined environmental impacts benefit most from recycling (−75%), followed by costs (−44%) and GWP (−37%). Further, we present a comprehensive dashboard which reveals how different scenarios, such as, using wind power instead of grid electricity, influence costs, GWP, and environmental impacts across process segments. Switching to low-carbon energy, for example, reduces GWP more than recycling would. Also, our dashboard shows that recycling or low scrap are more suitable options if reduction of costs or combined environmental impacts is the objective.
Integrity signals
Registry
Cites
Statistics
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?
About 25% of EV production emissions come from mining to cathode production, 40% from cell production, and 35% from pack production.
“Multiple sources report a range of values for the carbon intensity of EV production [99,105-109]. However, they mostly have the same magnitude and coalesce around 140 kg CO2/kWh, with about 25% of emissions coming from mining to cathode production, 40% from cell production, and the remaining 35% from pack production.”
From Lithium Supply Chain Optimization: A Global Analysis of Critical Minerals for Batteries (2024) · cites this paper as [99]
The carbon intensity of EV production coalesces around 140 kg CO2/kWh.
“Multiple sources report a range of values for the carbon intensity of EV production [99,105-109]. However, they mostly have the same magnitude and coalesce around 140 kg CO2/kWh, with about 25% of emissions coming from mining to cathode production, 40% from cell production, and the remaining 35% from pack production.”
From Lithium Supply Chain Optimization: A Global Analysis of Critical Minerals for Batteries (2024) · cites this paper as [99]
Cathode active material synthesis accounts for more than 50% of production costs, carbon footprint and environmental impacts.
“A recent study reported that cathode active material synthesis accounts for more than 50% of production costs, CF and environmental impacts (Gutsch and Leker, 2024).”
From Think global act local: The dependency of global lithium-ion battery emissions on production location and material sources (2024) · cites this paper as Gutsch and Leker, 2024
The production of battery materials and subsequent LIB cell manufacturing contribute considerably to greenhouse gas emissions.
“the production of battery materials4–7 and the subsequent LIB cell manufacturing8–10 contribute considerably to greenhouse gas (GHG) emissions”
From Carbon footprint distributions of lithium-ion batteries and their materials (2024) · cites this paper as [9]
Cites
The ecoinvent database version 3 (part I): overview and methodology
Wernet, G., Bauer, C., Steubing, B., Reinhard, J., Moreno-Ruiz, E., & Weidema, B. (2016) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-016-1087-8 · Cited by 5,564 · see citing works
ReCiPe2016: a harmonised life cycle impact assessment method at midpoint and endpoint level
Huijbregts, M. A. J., Steinmann, Z. J. N., Elshout, P. M. F., Stam, G., Verones, F., Vieira, M., Zijp, M., Hollander, A., & van Zelm, R. (2017) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-016-1246-y · Cited by 4,485 · see citing works
Recycling lithium-ion batteries from electric vehicles
Harper, G., Sommerville, R., Kendrick, E., Driscoll, L., Slater, P., Stolkin, R., Walton, A., Christensen, P., Heidrich, O., Lambert, S., et al. (2019) · Nature · doi:10.1038/s41586-019-1682-5 · Cited by 3,890 · see citing works
Performance and cost of materials for lithium-based rechargeable automotive batteries
Schmuch, R., Wagner, R., Hörpel, G., Placke, T., & Winter, M. (2018) · Nature Energy · doi:10.1038/s41560-018-0107-2 · Cited by 3,262 · see citing works
Duffner, F., Kronemeyer, N., Tübke, J., et al. (2021) · Nature Energy · doi:10.1038/s41560-020-00748-8 · Cited by 1,358 · see citing works
Energy storage deployment and innovation for the clean energy transition
Kittner, N., Lill, F., & Kammen, D. M. (2017) · Nature Energy · doi:10.1038/nenergy.2017.125 · Cited by 1,251 · see citing works
Current status and challenges for automotive battery production technologies
Kwade, A., Haselrieder, W., Leithoff, R., Modlinger, A., Dietrich, F., & Dröder, K. (2018) · Nature Energy · doi:10.1038/s41560-018-0130-3 · Cited by 1,139 · see citing works
Examining different recycling processes for lithium-ion batteries
Ciez, R. E., & Whitacre, J. F. (2019) · Nature Sustainability · doi:10.1038/s41893-019-0222-5 · Cited by 965 · see citing works
Lithium-ion batteries – Current state of the art and anticipated developments
Armand, M. B., Axmann, P., Bresser, D., Copley, M., Edström, K., Ekberg, C. H., Guyomard, D., Lestriez, B., Novák, P., Petraniková, M., et al. (2020) · Journal of Power Sources · doi:10.1016/j.jpowsour.2020.228708 · Cited by 900 · see citing works
Li, J., Fleetwood, J., Hawley, W. B., & Kays, W. (2021) · Chemical Reviews · doi:10.1021/acs.chemrev.1c00565 · Cited by 900 · see citing works
The environmental impact of Li-Ion batteries and the role of key parameters – A review
Peters, J. F., Baumann, M., Zimmermann, B., Braun, J., & Weil, M. (2017) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2016.08.039 · Cited by 856 · see citing works
Prospects for reducing the processing cost of lithium ion batteries
Wood, D. L., Li, J., & Daniel, C. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.11.019 · Cited by 829 · see citing works
Neumann, J., Petranikova, M., Meeus, M., Gamarra, J. D., Younesi, R., Winter, M., & Nowak, S. (2022) · Advanced Energy Materials · doi:10.1002/aenm.202102917 · Cited by 805 · see citing works
Current and future lithium-ion battery manufacturing
Liu, Y., Zhang, R., Wang, J., & Wang, Y. (2021) · iScience · doi:10.1016/j.isci.2021.102332 · Cited by 785 · see citing works
Sustainable minerals and metals for a low-carbon future
Sovacool, B., Ali, S. H., Bazilian, M. D., Radley, B., Nemery, B., Okatz, J., & Mulvaney, D. (2020) · Science · doi:10.1126/science.aaz6003 · Cited by 736 · see citing works
Identifying best existing practice for characterization modeling in life cycle impact assessment
Hauschild, M. Z., Goedkoop, M. J., Guinée, J. B., Heijungs, R., Huijbregts, M. A. J., Jolliet, O., Margni, M. D., Schryver, A. M. D., Humbert, S., Laurent, A., et al. (2012) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-012-0489-5 · Cited by 694 · see citing works
Circular economy strategies for electric vehicle batteries reduce reliance on raw materials
Baars, J., Domenech, T., Bleischwitz, R., Melin, H. E., & Heidrich, O. (2020) · Nature Sustainability · doi:10.1038/s41893-020-00607-0 · Cited by 641 · see citing works
Thermally modulated lithium iron phosphate batteries for mass-market electric vehicles
Yang, X., Liu, T., & Wang, C. (2021) · Nature Energy · doi:10.1038/s41560-020-00757-7 · Cited by 583 · see citing works
Sustainability of artisanal mining of cobalt in DR Congo
Banza Lubaba Nkulu, C., Casas, L., Haufroid, V., De Putter, T., Saenen, N. D., Kayembe-Kitenge, T., Musa Obadia, P., Kyanika Wa Mukoma, D., Lunda Ilunga, J.-M., Nawrot, T. S., et al. (2018) · Nature Sustainability · doi:10.1038/s41893-018-0139-4 · Cited by 537 · see citing works
Life cycle analysis of lithium-ion batteries for automotive applications
Dai, Q., Kelly, J. C., Gaines, L., & Wang, M. (2019) · Batteries · doi:10.3390/batteries5020048 · Cited by 491 · see citing works
Mao, J., Ye, C., Zhang, S., Xie, F., Zeng, R., Davey, K. R., Guo, Z., & Qiao, S. (2022) · Energy & Environmental Science · doi:10.1039/d2ee00162d · Cited by 365 · see citing works
A qualitative assessment of lithium ion battery recycling processes
Sommerville, R. P. Z., Zhu, P., Rajaeifar, M. A., et al. (2020) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2020.105219 · Cited by 331 · see citing works
Toward a cell‐chemistry specific life cycle assessment of lithium‐ion battery recycling processes
Mohr, M., Peters, J. F., Baumann, M., & Weil, M. (2020) · Journal of Industrial Ecology · doi:10.1111/jiec.13021 · Cited by 326 · see citing works
Life‐Cycle Assessment Considerations for Batteries and Battery Materials
Porzio, J., & Scown, C. D. (2021) · Advanced Energy Materials · doi:10.1002/aenm.202100771 · Cited by 316 · see citing works
Global implications of the EU battery regulation
Melin, H. E., Rajaeifar, M. A., Ku, A. Y., Kendall, A. M., Harper, G. D. J., & Heidrich, O. (2021) · Science · doi:10.1126/science.abh1416 · Cited by 310 · see citing works
EverBatt: A Closed-loop Battery Recycling Cost and Environmental Impacts Model
Dai, Q., Office of Sustainable Transportation. Vehicle Technologies Office (VTO) USDOE Office of Energy Efficiency and Renewable Energy (EERE), Spangenberger, J. S., et al. (2019) · doi:10.2172/1530874 · Cited by 309 · see citing works
Financial viability of electric vehicle lithium-ion battery recycling
Lander, L., Cleaver, T., Rajaeifar, M. A., Nguyen‐Tien, V., Elliott, R., Heidrich, O., Kendrick, E., Edge, J. S., & Offer, G. J. (2021) · iScience · doi:10.1016/j.isci.2021.102787 · Cited by 308 · see citing works
Kelly, J. C., Wang, M., Dai, Q., & Winjobi, O. (2021) · Resources, Conservation and Recycling · doi:10.1016/j.resconrec.2021.105762 · Cited by 288 · see citing works
Windisch, S., Gerold, E., Nigl, T., Jandric, A., Altendorfer, M., Rutrecht, B., Scherhaufer, S., Raupenstrauch, H., Pomberger, R., Antrekowitsch, H., et al. (2021) · Waste Management · doi:10.1016/j.wasman.2021.11.038 · Cited by 282 · see citing works
A Bottom-Up Approach to Lithium-Ion Battery Cost Modeling with a Focus on Cathode Active Materials
Wentker, M., Greenwood, M., & Leker, J. (2019) · Energies · doi:10.3390/en12030504 · Cited by 269 · see citing works
Self-citationCiroth, A. (2007) · The International Journal of Life Cycle Assessment · doi:10.1065/lca2007.06.337 · Cited by 251 · see citing works
Sun, X., Luo, X., Zhang, Z., Meng, F., & Yang, J. (2020) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2020.123006 · Cited by 251 · see citing works
Li-ion battery technology for grid application
Choi, D., Shamim, N., Crawford, A., Huang, Q., Vartanian, C., Viswanathan, V., Paiss, M. D., Alam, M. J. E., Reed, D. M., & Sprenkle, V. (2021) · Journal of Power Sources · doi:10.1016/j.jpowsour.2021.230419 · Cited by 245 · see citing works
Quan, J., Zhao, S., Song, D., Wang, T., He, W., & Li, G. (2022) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2022.153105 · Cited by 245 · see citing works
Ahmed, S., Nelson, P. A., Gallagher, K. G., Susarla, N., & Dees, D. W. (2017) · Journal of Power Sources · doi:10.1016/j.jpowsour.2016.12.069 · Cited by 232 · see citing works
Suggestions for updating the Product Environmental Footprint (PEF) method
Zampori, L., & Pant, R. (2019) · Joint Research Centre (European Commission) · doi:10.2760/424613 · Cited by 227 · see citing works
Charging sustainable batteries
Bauer, C., Burkhardt, S., Dasgupta, N. P., Ellingsen, L. A.-W., Gaines, L. L., Hao, H., Hischier, R., Hu, L., Huang, Y., Janek, J., et al. (2022) · Nature Sustainability · doi:10.1038/s41893-022-00864-1 · Cited by 216 · see citing works
Herrington, R. J. (2021) · Nature Reviews Materials · doi:10.1038/s41578-021-00325-9 · Cited by 200 · see citing works
Duffner, F., Mauler, L., Wentker, M., Leker, J., & Winter, M. (2020) · International Journal of Production Economics · doi:10.1016/j.ijpe.2020.107982 · Cited by 195 · see citing works
Self-citationDevelopment of a weighting approach for the Environmental Footprint
Sala, S., Alessandro, C., & Pant, R. (2017) · Joint Research Centre (European Commission) · doi:10.2760/945290 · Cited by 194 · see citing works
Providing a common base for life cycle assessments of Li-Ion batteries
Peters, J. F., & Weil, M. (2017) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2017.10.016 · Cited by 189 · see citing works
Crenna, E., Secchi, M., Benini, L., & Sala, S. (2019) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-019-01604-y · Cited by 187 · see citing works
Environmental life-cycle assessment
Kirchain, R., Gregory, J. R., & Olivetti, E. (2017) · Nature Materials · doi:10.1038/nmat4923 · Cited by 182 · see citing works
Thompson, D. L., Hyde, C., Hartley, J. M., Abbott, A. P., Anderson, P. A., & Harper, G. D. J. (2021) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2021.105741 · Cited by 179 · see citing works
Fazio, S., Biganzoli, F., Valeria, D. L., et al. (2018) · Joint Research Centre (European Commission) · doi:10.2760/002447 · Cited by 172 · see citing works
Environmental Life Cycle Implications of Upscaling Lithium-Ion Battery Production
Chordia, M., Nordelöf, A., & Ellingsen, L. A.-W. (2021) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-021-01976-0 · Cited by 169 · see citing works
Global warming potential of lithium-ion battery energy storage systems: A review
Gutsch, M., & Leker, J. (2022) · Journal of Energy Storage · doi:10.1016/j.est.2022.105030 · Cited by 155 · see citing works
Self-citationDunn, J., Kendall, A., & Slattery, M. (2022) · Resources, Conservation and Recycling · doi:10.1016/j.resconrec.2022.106488 · Cited by 151 · see citing works
Comparison between cylindrical and prismatic lithium-ion cell costs using a process based cost model
Ciez, R. E., & Whitacre, J. F. (2016) · Journal of Power Sources · doi:10.1016/j.jpowsour.2016.11.054 · Cited by 150 · see citing works
Economies of scale in battery cell manufacturing: The impact of material and process innovations
Mauler, L., Duffner, F., & Leker, J. (2021) · Applied Energy · doi:10.1016/j.apenergy.2021.116499 · Cited by 146 · see citing works
Self-citationKallitsis, E., Korre, A., Kelsall, G., Kupfersberger, M., & Nie, Z. (2020) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2020.120067 · Cited by 144 · see citing works
Philippot, M., Alvarez, G., Ayerbe, E., Van Mierlo, J., & Messagie, M. (2019) · Batteries · doi:10.3390/batteries5010023 · Cited by 143 · see citing works
Projected Costs of Generating Electricity 2020
Nuclear Energy Agency, & International Energy Agency (2020) · Projected Costs of Generating Electricity · doi:10.1787/a6002f3b-en · Cited by 143 · see citing works
Jiang, S., Hua, H., Zhang, L., Liu, X., Wu, H., & Yuan, Z. (2021) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2021.152224 · Cited by 141 · see citing works
Life cycle assessment of recycling options for automotive Li-ion battery packs
Kallitsis, E., Korre, A., & Kelsall, G. H. (2022) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2022.133636 · Cited by 139 · see citing works
Nordelöf, A., Poulikidou, S., Chordia, M., de Oliveira, F. B., Tivander, J., & Arvidsson, R. (2019) · Batteries · doi:10.3390/batteries5030051 · Cited by 123 · see citing works
Blömeke, S., Scheller, C., Cerdas, F., Thies, C., Hachenberger, R., Gonter, M., Herrmann, C. A., & Spengler, T. (2022) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2022.134344 · Cited by 121 · see citing works
Regionalized life cycle assessment of present and future lithium production for Li-ion batteries
Schenker, V., Oberschelp, C., & Pfister, S. (2022) · Resources, Conservation and Recycling · doi:10.1016/j.resconrec.2022.106611 · Cited by 120 · see citing works
Chordia, M., Wickerts, S., Nordelöf, A., & Arvidsson, R. (2022) · Resources, Conservation and Recycling · doi:10.1016/j.resconrec.2022.106634 · Cited by 114 · see citing works
Towards more flexibility and transparency in life cycle inventories for Lithium-ion batteries
Crenna, E., Gauch, M., Widmer, R., Wäger, P., & Hischier, R. (2021) · Resources, Conservation and Recycling · doi:10.1016/j.resconrec.2021.105619 · Cited by 110 · see citing works
van Oers, L. F. C. M., Guinée, J. B., & Heijungs, R. (2019) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-019-01683-x · Cited by 109 · see citing works
Lai, X., Gu, H., Chen, Q., Tang, X., Zhou, Y., Gao, F., Han, X., Guo, Y., Bhagat, R., & Zheng, Y. (2022) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2022.133756 · Cited by 106 · see citing works
The development of stationary battery storage systems in Germany – status 2020
Figgener, J., Stenzel, P., Kairies, K.-P., et al. (2020) · Journal of Energy Storage · doi:10.1016/j.est.2020.101982 · Cited by 101 · see citing works
Wood, D., Wood, M., Li, J.-L., Du, Z.-J., Ruther, R., Hays, K. A., Muralidharan, N., Geng, L.-X., Mao, C., & Belharouak, I. (2020) · Energy Storage Materials · doi:10.1016/j.ensm.2020.04.036 · Cited by 94 · see citing works
Global normalisation factors for the Environmental Footprint and Life Cycle Assessment
Sala, S., Crenna, E., Secchi, M., et al. (2017) · Joint Research Centre (European Commission) · doi:10.2760/88930 · Cited by 90 · see citing works
Winjobi, O., Kelly, J. C., & Dai, Q. (2022) · Sustainable materials and technologies · doi:10.1016/j.susmat.2022.e00415 · Cited by 76 · see citing works
Greenwood, M., Wentker, M., & Leker, J. (2021) · Journal of Power Sources Advances · doi:10.1016/j.powera.2021.100055 · Cited by 75 · see citing works
Self-citationHarpprecht, C., van Oers, L., Northey, S. A., Yang, Y., & Steubing, B. (2021) · Journal of Industrial Ecology · doi:10.1111/jiec.13181 · Cited by 71 · see citing works
A Techno-Economic Model for Benchmarking the Production Cost of Lithium-Ion Battery Cells
Orangi, S., & Strømman, A. H. (2022) · Batteries · doi:10.3390/batteries8080083 · Cited by 63 · see citing works
Techno-economic analysis of cathode material production using flame-assisted spray pyrolysis
Zang, G., Zhang, J., Xu, S., et al. (2020) · Energy · doi:10.1016/j.energy.2020.119504 · Cited by 61 · see citing works
Technological innovation vs. tightening raw material markets: falling battery costs put at risk
Mauler, L., Lou, X., Duffner, F., & Leker, J. (2022) · Energy Advances · doi:10.1039/d1ya00052g · Cited by 57 · see citing works
Self-citationZhang, J., Muldoon, V. L., & Deng, S. (2022) · Journal of Power Sources · doi:10.1016/j.jpowsour.2022.231244 · Cited by 38 · see citing works
Rosenbaum, R. K., Bachmann, T. M., Gold, L. S., Huijbregts, M. A. J., Jolliet, O., Juraske, R., Koehler, A., Larsen, H. F., MacLeod, M., Margni, M., et al. (2008) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-008-0038-4 · Cited by 31 · see citing works
Toward a European carbon footprint rule for batteries
Peiseler, L., Bauer, C., Beuse, M., Wood, V., & Schmidt, T. S. (2022) · Science · doi:10.1126/science.abp9505 · Cited by 27 · see citing works
Impact of policies on residential multi-energy systems for consumers and prosumers
Brodnicke, L., Gabrielli, P. R., & Sansavini, G. (2023) · Applied Energy · doi:10.1016/j.apenergy.2023.121276 · Cited by 23 · see citing works
On the energy use of battery Gigafactories
Kallitsis, E. (2022) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2022.132573 · Cited by 18 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Carbon footprint distributions of lithium-ion batteries and their materials
Peiseler, L., Schenker, V., Schatzmann, K., Pfister, S., Wood, V., & Schmidt, T. (2024) · Nature Communications · doi:10.1038/s41467-024-54634-y · Cited by 131 · see citing works
Kallitsis, E., Lindsay, J. J., Chordia, M., Wu, B., Offer, G. J., & Edge, J. S. (2024) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2024.141725 · Cited by 83 · see citing works
Lithium Supply Chain Optimization: A Global Analysis of Critical Minerals for Batteries
Jones, E. C. (2024) · Energies · doi:10.3390/en17112685 · Cited by 41 · see citing works
Sun, X., Giljum, S., Maus, V., Schomberg, A., Zhang, S., & You, F. (2025) · Environmental Science & Technology · doi:10.1021/acs.est.4c12749 · Cited by 27 · see citing works
- Authors
- Gutsch, M., & Leker, J.
- Affiliations
- Forschungszentrum Jülich (DE)
- Corresponding author
- Gutsch, Moritz
- Venue
- Applied Energy
- Publisher
- Elsevier BV
- Published
- 2024-01
- Volume
- 353
- Pages
- 122132
- ISSN
- 0306-2619 (ISSN-L)
- OpenAlex
- W4387930552
- Cited by
- 247
- References
- 76
- Citations by year
- 2026: 105 · 2025: 106 · 2024: 35 · 2023: 1
- FWCI
- 24.35
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Applied Energy (publishedVersion, cc-by-nc)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Physical Sciences › Engineering › Mechanical Engineering › Extraction and Separation Processes
- Physical Sciences › Environmental Science › Environmental Engineering › Environmental Impact and Sustainability
- Physical Sciences › Environmental Science › Environmental Engineering › Photovoltaic Systems and Sustainability
- Keywords
- lithium-ion batteries, cathode active materials, NMC811, battery cell manufacturing, battery value chain, cost evaluation, carbon footprint, global warming potential, environmental impact, low-carbon energy, wind energy, material utilization, scrap reduction
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