Life Cycle Assessment of Metals: A Scientific Synthesis
Open accessAbstract
We have assembled extensive information on the cradle-to-gate environmental burdens of 63 metals in their major use forms, and illustrated the interconnectedness of metal production systems. Related cumulative energy use, global warming potential, human health implications and ecosystem damage are estimated by metal life cycle stage (i.e., mining, purification, and refining). For some elements, these are the first life cycle estimates of environmental impacts reported in the literature. We show that, if compared on a per kilogram basis, the platinum group metals and gold display the highest environmental burdens, while many of the major industrial metals (e.g., iron, manganese, titanium) are found at the lower end of the environmental impacts scale. If compared on the basis of their global annual production in 2008, iron and aluminum display the largest impacts, and thallium and tellurium the lowest. With the exception of a few metals, environmental impacts of the majority of elements are dominated by the purification and refining stages in which metals are transformed from a concentrate into their metallic form. Out of the 63 metals investigated, 42 metals are obtained as co-products in multi output processes. We test the sensitivity of varying allocation rationales, in which the environmental burden are allocated to the various metal and mineral products, on the overall results. Monte-Carlo simulation is applied to further investigate the stability of our results. This analysis is the most comprehensive life cycle comparison of metals to date and allows for the first time a complete bottom-up estimate of life cycle impacts of the metals and mining sector globally. We estimate global direct and indirect greenhouse gas emissions in 2008 at 3.4 Gt CO2-eq per year and primary energy use at 49 EJ per year (9.5% of global use), and report the shares for all metals to both impact categories.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
High natural abundance of iron results in much lower market prices than tin, and its production rates are high and stable and have a low environmental impact.
“The high natural abundance of iron results in much lower market prices than tin, and its production rates are high and stable and have a low environmental impact.”
From Iron( <scp>ii</scp> ) carboxylates and simple carboxamides: an inexpensive and modular catalyst system for the synthesis of PLLA and PLLA-PCL block copolymers (2023) · cites this paper as [41]
The Discussion reports that iron has relatively low environmental impacts per kilogram and large annual production. It also says iron’s total impact is significant because production is so large. The passages do not establish that iron’s natural abundance causes lower prices than tin or that its production rates are stable. (LLM, conf=0.88)
Experimental — accuracy not yet measuredDowncycling constitutes an energy loss: pig iron production causes emissions of 1.5 kg CO2 equivalent per kg iron, while alloying elements range from similar (1.9 kg CO2/kg metal for ferrochromium) to much higher (11 kg CO2/kg nickel from sulfide ores), so emissions associated with highly alloyed steel can be significantly higher than those of construction steel.
“Such downcycling constitutes itself an energy loss: pig iron production causes emissions of 1.5 kg CO 2 equivalent per kg iron, while alloying elements range from similar (1.9 kg CO 2 /kg metal for ferrochromium) to much higher (11 kg CO 2 /kg nickel from sulfide ores) [170], so that the emissions associated with highly alloyed steel can be significantly higher than those of construction steel.”
From Material efficiency strategies to reducing greenhouse gas emissions associated with buildings, vehicles, and electronics—a review (2019) · cites this paper as [170]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Gephi: An Open Source Software for Exploring and Manipulating Networks
Bastian, M., Heymann, S., & Jacomy, M. (2009) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v3i1.13937 · Cited by 11,675 · see citing works
Thring, M. W. (1977) · Electronics and Power · doi:10.1049/ep.1977.0180 · Cited by 7,338 · see citing works
Klüppel, H.-J. (2005) · The International Journal of Life Cycle Assessment · doi:10.1065/lca2005.03.001 · Cited by 4,650 · see citing works
KIRK-OTHMER ENCYCLOPEDIA OF CHEMICAL TECHNOLOGY
(1982) · Chemical & Engineering News · doi:10.1021/cen-v060n014.ibc · Cited by 2,410 · see citing works
Extractive Metallurgy of Rare Earths
Gupta, C. K., & Krishnamurthy, N. (2000) · Taylor & Francis eBooks · doi:10.4324/9780203413029 · Cited by 830 · see citing works
Assessing the environmental impact of metal production processes
Norgate, T. E., Jahanshahi, S., & Rankin, W. J. (2006) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2006.06.018 · Cited by 726 · see citing works
Global Lithium Availability: A Constraint for Electric Vehicles?
Gruber, P. W., Medina, P. A., Keoleian, G. A., Kesler, S. E., Everson, M. P., & Wallington, T. J. (2011) · Journal of Industrial Ecology · doi:10.1111/j.1530-9290.2011.00359.x · Cited by 620 · see citing works
Methodology of Metal Criticality Determination
Graedel, T. E., Barr, R., Chandler, C., Chase, T. C., Choi, J., Christoffersen, L., Friedlander, E., Henly, C., Jun, C., Nassar, N. T., et al. (2011) · Environmental Science & Technology · doi:10.1021/es203534z · Cited by 610 · see citing works
An Environmental Analysis of Machining
Dahmus, J. B., & Gutowski, T. G. (2004) · doi:10.1115/imece2004-62600 · Cited by 558 · see citing works
Tracking Industrial Energy Efficiency and CO2 Emissions
International Energy Agency (2007) · OECD eBooks · doi:10.1787/9789264030404-en · Cited by 553 · see citing works
On the materials basis of modern society
Graedel, T. E., Harper, E. M., Nassar, N. T., & Reck, B. K. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1312752110 · Cited by 495 · see citing works
Options for Achieving a 50% Cut in Industrial Carbon Emissions by 2050
Allwood, J. M., Cullen, J. M., & Milford, R. L. (2010) · Environmental Science & Technology · doi:10.1021/es902909k · Cited by 491 · see citing works
Global In-Use Stocks of the Rare Earth Elements: A First Estimate
Du, X., & Graedel, T. E. (2011) · Environmental Science & Technology · doi:10.1021/es102836s · Cited by 401 · see citing works
Criticality of Non-Fuel Minerals: A Review of Major Approaches and Analyses
Erdmann, L., & Graedel, T. E. (2011) · Environmental Science & Technology · doi:10.1021/es200563g · Cited by 401 · see citing works
Materials Handbook — a concise desktop reference
Cardarelli, F. (2001) · Materials & Design (1980-2015) · doi:10.1016/s0261-3069(00)00075-3 · Cited by 363 · see citing works
Metallurgical processes for scandium recovery from various resources: A review
Wang, W., Pranolo, Y., & Cheng, C. Y. (2011) · Hydrometallurgy · doi:10.1016/j.hydromet.2011.03.001 · Cited by 356 · see citing works
International Energy Agency (2010) · World energy outlook · doi:10.1787/weo-2010-en · Cited by 295 · see citing works
Low grade ores – Smelt, leach or concentrate?
Norgate, T. E., & Jahanshahi, S. (2009) · Minerals Engineering · doi:10.1016/j.mineng.2009.10.002 · Cited by 288 · see citing works
Thomas, A., Matthäus, B., & Fiebig, H. ‐. (2015) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a10_173.pub2 · Cited by 243 · see citing works
Metal requirements of low-carbon power generation
Kleijn, R., van der Voet, E., Kramer, G. J., van Oers, L. F. C. M., & van der Giesen, C. (2011) · Energy · doi:10.1016/j.energy.2011.07.003 · Cited by 240 · see citing works
Dynamic analysis of the global metals flows and stocks in electricity generation technologies
Elshkaki, A., & Graedel, T. E. (2013) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2013.07.003 · Cited by 240 · see citing works
(1983) · Elsevier eBooks · doi:10.1016/c2013-0-04151-5 · Cited by 199 · see citing works
Criticality of the Geological Copper Family
Nassar, N. T., Barr, R., Browning, M. H. E. M., Diao, Z., Friedlander, E., Harper, E. M., Henly, C., Kavlak, G., Kwatra, S., Jun, C., et al. (2011) · Environmental Science & Technology · doi:10.1021/es203535w · Cited by 171 · see citing works
Fundamentals of Magmatic Sulfide Deposits
Naldrett, A. J. (2011) · Cited by 153 · see citing works
Process Knowledge, System Dynamics, and Metal Ecology
Verhoef, E., Dijkema, G. P. J., & Reuter, M. A. (2004) · Journal of Industrial Ecology · doi:10.1162/1088198041269382 · Cited by 140 · see citing works
The omnivorous diet of modern technology
Greenfield, A., & Graedel, T. E. (2013) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2013.02.010 · Cited by 109 · see citing works
Criticality of Iron and Its Principal Alloying Elements
Nuss, P., Harper, E. M., Nassar, N. T., Reck, B. K., & Graedel, T. E. (2014) · Environmental Science & Technology · doi:10.1021/es405044w · Cited by 107 · see citing works
Self-citationReducing the greenhouse gas footprint of primary metal production: Where should the focus be?
Norgate, T. E., & Jahanshahi, S. (2011) · Minerals Engineering · doi:10.1016/j.mineng.2011.08.007 · Cited by 94 · see citing works
Kresse, R., Baudis, U., Jäger, P., Riechers, H. H., Wagner, H., Winkler, J., & Wolf, H. U. (2007) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a03_325.pub2 · Cited by 88 · see citing works
Zirconium and Zirconium Compounds
Nielsen, R. H., Schlewitz, J. H., Nielsen, H., & Staff, U. B. (2013) · Kirk-Othmer Encyclopedia of Chemical Technology · doi:10.1002/0471238961.26091803.a01.pub3 · Cited by 79 · see citing works
Althaus, H., & Classen, M. (2004) · The International Journal of Life Cycle Assessment · doi:10.1065/lca2004.11.181.5 · Cited by 79 · see citing works
(1997) · Electronic Resources Review · doi:10.1108/err.1997.1.3.27.23 · Cited by 76 · see citing works
van der Voet, E., Салминен, Р., Eckelman, M. J., Mudd, G. M., Norgate, T. E., & Hisschier, R. (2013) · Rivm Repository (Netherlands National Institute for Public Health and the Environment) · Cited by 75 · see citing works
Self-citationChapman, P., & Roberts, F. E. (1983) · Elsevier eBooks · doi:10.1016/b978-0-408-10801-0.50007-9 · Cited by 71 · see citing works
Metal Prices in the United States through 1998
Plunkert, P. A., & Jones, T. S. (1999) · doi:10.3133/70005347 · Cited by 64 · see citing works
Will metal scarcity impede routine industrial use?
Graedel, T. E., & Erdmann, L. (2012) · MRS Bulletin · doi:10.1557/mrs.2012.34 · Cited by 53 · see citing works
(2012) · Springer eBooks · doi:10.1007/978-90-481-8679-2 · Cited by 53 · see citing works
Kresse, R., Baudis, U., Jäger, P., Riechers, H. H., Wagner, H., Winkler, J., & Wolf, H. U. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a03_325 · Cited by 45 · see citing works
McGill, I. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a22_607 · Cited by 43 · see citing works
Flow studies for recycling metal commodities in the United States
Sibley, S. F. (2011) · U.S. Geological Survey circular/U.S. Geological Survey Circular · doi:10.3133/cir1196 · Cited by 43 · see citing works
Antimony and Antimony Compounds
Grund, S. C., Hanusch, K., Breunig, H. J., & Wolf, H. U. (2006) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a03_055.pub2 · Cited by 41 · see citing works
Beryllium and Beryllium Compounds
Svilar, M., Schuster, G., Civic, T. M., Sabey, P., Vidal, E. E., Freeman, S., Petzow, G., Aldinger, F., Jönsson, S., Welge, P., et al. (2013) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a04_011.pub3 · Cited by 35 · see citing works
Uranium and Thorium: The Extreme Diversity of the Resources of the World’s Energy Minerals
Cuney, M. (2012) · Springer eBooks · doi:10.1007/978-90-481-8679-2_6 · Cited by 33 · see citing works
Boric Oxide, Boric Acid, and Borates
Smith, R. A. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a04_263 · Cited by 32 · see citing works
Tin, Tin Alloys, and Tin Compounds
Graf, G. G. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a27_049 · Cited by 32 · 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
Zirconium and Zirconium Compounds
Nielsen, R. H. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a28_543 · Cited by 29 · see citing works
Greber, J. F. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a12_163 · Cited by 28 · see citing works
Laznicka, P. (2006) · Springer eBooks · doi:10.1007/3-540-33092-5 · Cited by 27 · see citing works
Life Cycle Assessment of Japanese High-Temperature Conductive Adhesives
Andrae, A. S. G., Itsubo, N., Yamaguchi, H., & Inaba, A. (2008) · Environmental Science & Technology · doi:10.1021/es0709829 · Cited by 27 · see citing works
Magmatic Ni-Cu and PGE Deposits Geology, Geochemistry, and Genesis
Li, C., & Ripley, E. M. (2011) · doi:10.5382/rev.17 · Cited by 27 · see citing works
World market of bismuth: A review
Naumov, A. V. (2007) · Russian Journal of Non-Ferrous Metals · doi:10.3103/s1067821207010038 · Cited by 26 · see citing works
Oates, T. (2010) · Kirk-Othmer Encyclopedia of Chemical Technology · doi:10.1002/0471238961.1209130507212019.a01.pub3 · Cited by 23 · see citing works
Strontium and Strontium Compounds
MacMillan, J. P., Park, J. W., Gerstenberg, R., Wagner, H., Köhler, K., & Wallbrecht, P. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a25_321 · Cited by 22 · see citing works
Millensifer, T. A. (2010) · Kirk-Othmer Encyclopedia of Chemical Technology · doi:10.1002/0471238961.1808051420180509.a01.pub3 · Cited by 22 · see citing works
Albrecht, S., Cymorek, C., & Eckert, J. (2011) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a17_251.pub2 · Cited by 21 · see citing works
International Year of Planet Earth
de Mulder, E. F. J. (2008) · Journal of Environmental Monitoring · doi:10.1039/b800092c · Cited by 16 · see citing works
Beryllium and Beryllium Compounds
Petzow, G., Aldinger, F., Jönsson, S., & Preuss, O. P. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a04_011 · Cited by 16 · see citing works
Häussinger, P., Glatthaar, R., Rhode, W., Kick, H., Benkmann, C., Weber, J. L., Wunschel, H., Stenke, V., Leicht, E., & Stenger, H. (2001) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a17_485 · Cited by 15 · see citing works
Nielsen, R. H., & Staff, U. B. (2013) · Kirk-Othmer Encyclopedia of Chemical Technology · doi:10.1002/0471238961.0801061414090512.a01.pub3 · Cited by 12 · see citing works
Kenny, M. B., & Oates, T. (2007) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a15_317.pub2 · Cited by 12 · see citing works
Antimony and Antimony Compounds
Grund, S. C., Hanusch, K., Breunig, H. J., & Wolf, H. U. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a03_055 · Cited by 11 · see citing works
Yellishetty, M., Haque, N., & Dubreuil, A. A. (2012) · Springer eBooks · doi:10.1007/978-90-481-8679-2_12 · Cited by 10 · see citing works
Stoll, W. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a27_001 · Cited by 10 · see citing works
Environmental analysis of zirconium alloy production
Lundberg, M. (2012) · KTH Publication Database DiVA (KTH Royal Institute of Technology) · Cited by 9 · see citing works
Beryllium Recycling in the United States in 2000
Cunningham, L. D. (2003) · Antarctica A Keystone in a Changing World · doi:10.3133/ofr2003282 · Cited by 7 · see citing works
Hluchan, S. E., & Pomerantz, K. B. (2006) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a04_515.pub2 · Cited by 7 · see citing works
Arc melting Kroll zirconium sponge
Miller, G. L. (1954) · Vacuum · doi:10.1016/s0042-207x(54)80006-6 · Cited by 6 · see citing works
Vrana, L. M. (2011) · Kirk-Othmer Encyclopedia of Chemical Technology · doi:10.1002/0471238961.0301120308090202.a01.pub3 · Cited by 6 · see citing works
Strontium and Strontium Compounds
Hibbins, S. G. (2000) · Kirk-Othmer Encyclopedia of Chemical Technology · doi:10.1002/0471238961.1920181508090202.a01 · Cited by 6 · see citing works
Gambogi, J. (1993) · Minerals yearbook · Cited by 5 · see citing works
Beryllium recycling in the United States in 2000
Cunningham, L. D. (2004) · U.S. Geological Survey circular/U.S. Geological Survey Circular · doi:10.3133/cir1196p · Cited by 5 · see citing works
Thallium and Thallium Compounds
Micke, H., & Wolf, H. U. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a26_607 · Cited by 4 · see citing works
Nielsen, R. H. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a12_559 · Cited by 3 · see citing works
Hibbins, S. G. (2000) · Kirk-Othmer Encyclopedia of Chemical Technology · doi:10.1002/0471238961.0301120308090202.a01 · Cited by 2 · see citing works
Sutherland, C. A., Milner, E. F., Kerby, R. C., Teindl, H., & Melin, A. (2000) · Ullmann's Encyclopedia of Industrial Chemistry · doi:10.1002/14356007.a15_193 · Cited by 2 · see citing works
Woolery, M. (2000) · Kirk-Othmer Encyclopedia of Chemical Technology · doi:10.1002/0471238961.2201140123151512.a01 · Cited by 1 · see citing works
Flagged first, then by citations
2 of the 79 references couldn’t be matched to a known paper.
Research works printed but not linked: 8
- [7]Graedel TE, Allwood J, Birat J-P, Buchert M, Hagelüken C, et al. (2011) What Do We Know About Metal Recycling Rates? J Ind Ecol 15:: 355–366. Available: http://onlinelibrary.wiley.com/doi/10.1111/j.1530-9290.2011.00342.x/abstract. Accessed 1 October 2012. · DOI
- [9]Gupta CK (2004) Chemical Metallurgy. Wiley-VCH Verlag GmbH & Co. KGaA. Available: http://onlinelibrary.wiley.com/doi/10.1002/3527602003.fmatter/summary. Accessed 24 July 2013. · DOI
- [20]NRC (2008) Minerals, Critical Minerals, and the U.S. Economy..Washington, D.C: The National Academies Press. 264 p.
- [60]Ashby MF, Miller A, Rutter F, Seymour C, Wegst UGK (2012) CES EduPack for Eco Design — A White Paper. Cambridge, UK: Granta Design Ltd.
- [62]Liddell N, Spring S, Welch C, Lucas A (2011) Vanadium Sector Review. Ocean Equities Ltd. Available: http://www.niplats.com.au/media/articles/Investor---Research/20110719-Ocean-Equities-Vanadium-Sector-Review---July-2011-261/Vanadium-Thematic-Ocean-Equities-Research-July-2011.pdf. Accessed 18 September 2012.
- [92]USBM (1985) Mineral Facts and Problems: 1985 Edition. Washington D.C.: U.S. Department of the Interior, U.S. Bureau of Mines.
- [97]Sutherland CA, Milner EF, Kerby RC, Teindl H, Melin A, et al. (2000) Lead. Ullmann's Encyclopedia of Industrial Chemistry. Wiley-VCH Verlag GmbH & Co. KGaA. Available: http://onlinelibrary.wiley.com/doi/10.1002/14356007.a15_193.pub2/abstract. Accessed 31 May 2013. · DOI
- [106]Goedkoop M, Heijungs R, Huijbregts M, De Schryver A, Struijs J, et al. (2009) ReCiPe 2008, A life cycle impact assessment method which comprises harmonised category indicators at the midpoint and the endpoint level; First edition Report I: Characterisation. Available: http://www.lcia-recipe.net. Accessed 27 March 2010.
Cited by
Sorted by citations
A sustainable wood biorefinery for low–carbon footprint chemicals production
Liao, Y., Koelewijn, S.-F., den Bossche, G. V., Aelst, J. V., den Bosch, S. V., Renders, T., Navaré, K., Nicolaï, T., Aelst, K. V., Maesen, M., et al. (2020) · Science · doi:10.1126/science.aau1567 · Cited by 1,130 · see citing works
C–H Activation: Toward Sustainability and Applications
Dalton, T., Faber, T., & Glorius, F. (2021) · ACS Central Science · doi:10.1021/acscentsci.0c01413 · Cited by 838 · see citing works
Criticality of metals and metalloids
Graedel, T. E., Harper, E. M., Nassar, N. T., Nuss, P., & Reck, B. K. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1500415112 · Cited by 770 · see citing works
Self-citationReview of the Decomposition of Ammonia to Generate Hydrogen
Lucentini, I., Garcia, X., Vendrell, X., & Llorca, J. (2021) · Industrial & Engineering Chemistry Research · doi:10.1021/acs.iecr.1c00843 · Cited by 711 · see citing works
A review on metal hydride materials for hydrogen storage
Klopčič, N., Grimmer, I., Winkler, F., Sartory, M., & Trattner, A. (2023) · Journal of Energy Storage · doi:10.1016/j.est.2023.108456 · Cited by 666 · see citing works
Key Green Chemistry research areas from a pharmaceutical manufacturers’ perspective revisited
Bryan, M. C., Dunn, P. J., Entwistle, D. A., Gallou, F., Koenig, S. G., Hayler, J. D., Hickey, M., Hughes, S., Kopach, M. E., Moine, G., et al. (2018) · Green Chemistry · doi:10.1039/c8gc01276h · Cited by 615 · see citing works
Using nature’s blueprint to expand catalysis with Earth-abundant metals
Bullock, R. M., Chen, J. G., Gagliardi, L., Chirik, P. J., Farha, O. K., Hendon, C. H., Jones, C. W., Keith, J. A., Klosin, J., Minteer, S. D., et al. (2020) · Science · doi:10.1126/science.abc3183 · Cited by 603 · see citing works
Dunn, J. B., Gaines, L., Kelly, J. C., James, C., & Gallagher, K. G. (2015) · Energy & Environmental Science · doi:10.1039/c4ee03029j · Cited by 561 · see citing works
Current Trends in Automotive Lightweighting Strategies and Materials
Czerwiński, F. (2021) · Materials · doi:10.3390/ma14216631 · Cited by 555 · 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
Organic thermally activated delayed fluorescence (TADF) compounds used in photocatalysis
Bryden, M. A., & Zysman‐Colman, E. (2021) · Chemical Society Reviews · doi:10.1039/d1cs00198a · Cited by 488 · see citing works
Copper demand, supply, and associated energy use to 2050
Elshkaki, A., Graedel, T. E., Ciacci, L., & Reck, B. K. (2016) · Global Environmental Change · doi:10.1016/j.gloenvcha.2016.06.006 · Cited by 481 · see citing works
Hertwich, E. G., Ali, S., Ciacci, L., Fishman, T., Heeren, N., Masanet, E., Asghari, F. N., Olivetti, E., Pauliuk, S., Tu, Q., et al. (2019) · Environmental Research Letters · doi:10.1088/1748-9326/ab0fe3 · Cited by 477 · see citing works
Schileo, G., & Grancini, G. (2020) · Journal of Materials Chemistry C · doi:10.1039/d0tc04552g · Cited by 475 · see citing works
Review of critical metal dynamics to 2050 for 48 elements
Watari, T., Nansai, K., & Nakajima, K. (2020) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2019.104669 · Cited by 419 · see citing works
Watari, T., McLellan, B. C., Giurco, D., Dominish, E., Yamasue, E., & Nansai, K. (2019) · Resources, Conservation and Recycling · doi:10.1016/j.resconrec.2019.05.015 · Cited by 341 · see citing works
A Pharmaceutical Industry Perspective on Sustainable Metal Catalysis
Hayler, J. D., Leahy, D. K., & Simmons, E. M. (2018) · Organometallics · doi:10.1021/acs.organomet.8b00566 · Cited by 323 · see citing works
Tabelin, C. B., Park, I., Phengsaart, T., Jeon, S., Villacorte-Tabelin, M., Alonzo, D., Yoo, K., Ito, M., & Hiroyoshi, N. (2021) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2021.105610 · Cited by 281 · see citing works
Resource Demand Scenarios for the Major Metals
Elshkaki, A., Graedel, T. E., Ciacci, L., & Reck, B. K. (2018) · Environmental Science & Technology · doi:10.1021/acs.est.7b05154 · Cited by 277 · see citing works
Transparency on greenhouse gas emissions from mining to enable climate change mitigation
Azadi, M., Northey, S. A., Ali, S. H., & Edraki, M. (2020) · Nature Geoscience · doi:10.1038/s41561-020-0531-3 · Cited by 261 · see citing works
Prospects of metal recovery from wastewater and brine
DuChanois, R. M., Cooper, N. J., Lee, B., Patel, S. K., Mazurowski, L., Graedel, T. E., & Elimelech, M. (2023) · Nature Water · doi:10.1038/s44221-022-00006-z · Cited by 240 · see citing works
Are deep eutectic solvents really green?: A life-cycle perspective
Zaib, Q., Eckelman, M. J., Yang, Y., & Kyung, D. (2022) · Green Chemistry · doi:10.1039/d2gc01752k · Cited by 237 · see citing works
Self-citationCriticality of the Rare Earth Elements
Nassar, N. T., Du, X., & Graedel, T. E. (2015) · Journal of Industrial Ecology · doi:10.1111/jiec.12237 · Cited by 229 · see citing works
Spooren, J., Binnemans, K., Björkmalm, J., Breemersch, K., Dams, Y., Folens, K., González-Moya, M., Horckmans, L., Komnitsas, K., Kurylak, W., et al. (2020) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2020.104919 · Cited by 216 · see citing works
Life cycle assessment of cobalt extraction process
Farjana, S. H., Huda, N., & Mahmud, M. A. P. (2019) · Journal of Sustainable Mining · doi:10.1016/j.jsm.2019.03.002 · Cited by 208 · see citing works
Wei, X., Sharma, S., Waeber, A., Wen, D., Sampathkumar, S. N., Margni, M. D., Marechal, F. M. A., & herle, J. V. (2024) · Joule · doi:10.1016/j.joule.2024.09.007 · Cited by 198 · see citing works
Environmental Life Cycle Perspective on Rare Earth Oxide Production
Zaimes, G. G., Hubler, B. J., Wang, S., & Khanna, V. (2014) · ACS Sustainable Chemistry & Engineering · doi:10.1021/sc500573b · Cited by 194 · see citing works
Electroplating for Decorative Applications: Recent Trends in Research and Development
Giurlani, W., Zangari, G., Gambinossi, F., Passaponti, M., Salvietti, E., Benedetto, F. D., Caporali, S., & Innocenti, M. (2018) · Coatings · doi:10.3390/coatings8080260 · Cited by 194 · see citing works
Sustainability through alloy design: Challenges and opportunities
Cann, J. L., De Luca, A., Dunand, D. C., Dye, D., Miracle, D. B., Oh, H. S., Olivetti, E. A., Pollock, T. M., Poole, W. J., Yang, R., et al. (2021) · Progress in Materials Science · doi:10.1016/j.pmatsci.2020.100722 · Cited by 191 · see citing works
Design and evolution of enzymes for non-natural chemistry
Hammer, S. C., Knight, A. M., & Arnold, F. H. (2017) · Current Opinion in Green and Sustainable Chemistry · doi:10.1016/j.cogsc.2017.06.002 · Cited by 179 · see citing works
Life-Cycle Assessment of the Production of Rare-Earth Elements for Energy Applications: A Review
Navarro, J., & Zhao, F. (2014) · Frontiers in Energy Research · doi:10.3389/fenrg.2014.00045 · Cited by 180 · see citing works
Mineral resources in life cycle impact assessment—part I: a critical review of existing methods
Sonderegger, T., Berger, M., Alvarenga, R. A. F., Bach, V., Cimprich, A., Dewulf, J. P., Frischknecht, R., Guinée, J. B., Helbig, C., Huppertz, T., et al. (2020) · The International Journal of Life Cycle Assessment · doi:10.1007/s11367-020-01736-6 · Cited by 172 · see citing works
Disruption risks to material supply chains in the electronics sector
Althaf, S., & Babbitt, C. W. (2020) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2020.105248 · Cited by 163 · see citing works
Future demand for electricity generation materials under different climate mitigation scenarios
Wang, S., Hausfather, Z., Davis, S. J., Lloyd, J., Olson, E. B., Liebermann, L., Núñez-Mujica, G., & McBride, J. (2023) · Joule · doi:10.1016/j.joule.2023.01.001 · Cited by 168 · see citing works
Six Years of Criticality Assessments: What Have We Learned So Far?
Graedel, T. E., & Reck, B. K. (2015) · Journal of Industrial Ecology · doi:10.1111/jiec.12305 · Cited by 159 · see citing works
Nanotechnology for environmentally sustainable electromobility
Ellingsen, L. A., Hung, C. R., Majeau‐Bettez, G., Singh, B., Chen, Z., Whittingham, M. S., & Strømman, A. H. (2016) · Nature Nanotechnology · doi:10.1038/nnano.2016.237 · Cited by 154 · see citing works
Diverse Engineered Heme Proteins Enable Stereodivergent Cyclopropanation of Unactivated Alkenes
Knight, A. M., Kan, S. B. J., Lewis, R. D., Brandenberg, O. F., Chen, K., & Arnold, F. H. (2018) · ACS Central Science · doi:10.1021/acscentsci.7b00548 · Cited by 151 · see citing works
Hodgkinson, J. H., & Smith, M. (2018) · Resources Policy · doi:10.1016/j.resourpol.2018.05.016 · Cited by 150 · see citing works
Do renewable energies improve energy security in the long run?
Hache, E. (2018) · International Economics · doi:10.1016/j.inteco.2018.01.005 · Cited by 149 · see citing works
Life cycle engineering of lightweight structures
Herrmann, C. A., Dewulf, W., Hauschild, M. Z., Kaluza, A., Kara, S., & Skerlos, S. J. (2018) · CIRP Annals · doi:10.1016/j.cirp.2018.05.008 · Cited by 149 · see citing works
Vahidi, E., & Zhao, F. (2017) · Journal of Environmental Management · doi:10.1016/j.jenvman.2017.07.076 · Cited by 144 · see citing works
Towards sustainable extraction of technology materials through integrated approaches
Pell, R., Tijsseling, L., Goodenough, K., Wall, F., Dehaine, Q., Grant, A., Deak, D., Yan, X., & Whattoff, P. (2021) · Nature Reviews Earth & Environment · doi:10.1038/s43017-021-00211-6 · Cited by 147 · see citing works
Is gravel becoming scarce? Evaluating the local criticality of construction aggregates
Ioannidou, D., Meylan, G., Sonnemann, G., & Habert, G. (2017) · Resources, Conservation and Recycling · doi:10.1016/j.resconrec.2017.07.016 · Cited by 142 · see citing works
Lee, J. C. K., & Wen, Z. (2016) · Journal of Industrial Ecology · doi:10.1111/jiec.12491 · Cited by 138 · see citing works
Impacts of aluminum production: A cradle to gate investigation using life-cycle assessment
Farjana, S. H., Huda, N., & Mahmud, M. A. P. (2019) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2019.01.400 · Cited by 132 · see citing works
Sverdrup, H. U., & Ragnarsdottir, K. V. (2016) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2016.07.011 · Cited by 130 · see citing works
Progress towards a circular economy in materials to decarbonize electricity and mobility
Mulvaney, D., Richards, R. M., Bazilian, M., Hensley, E., Clough, G., & Sridhar, S. (2020) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2020.110604 · Cited by 128 · see citing works
Valorisation of post-sorption materials: Opportunities, strategies, and challenges
Harikishore Kumar Reddy, D., Vijayaraghavan, K., Kim, J. A., & Yun, Y.-S. (2017) · Advances in Colloid and Interface Science · doi:10.1016/j.cis.2016.12.002 · Cited by 127 · see citing works
An initial life cycle assessment of rare earth oxides production from ion-adsorption clays
Vahidi, E., Navarro, J., & Zhao, F. (2016) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2016.05.006 · Cited by 126 · see citing works
Dong, D., van Oers, L. F. C. M., Tukker, A., & van der Voet, E. (2020) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2020.122825 · Cited by 123 · see citing works
Anthropogenic nickel supply, demand, and associated energy and water use
Elshkaki, A., Reck, B. K., & Graedel, T. E. (2017) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2017.07.002 · Cited by 122 · see citing works
E-waste challenges of generative artificial intelligence
Wang, P., Zhang, L., Tzachor, A., Masanet, E. R., & Chen, W. (2024) · Nature Computational Science · doi:10.1038/s43588-024-00712-6 · Cited by 122 · see citing works
E-waste Challenges of Generative Artificial Intelligence
Wang, P., Zhang, L.-Y., Tzachor, A., Masanet, E., & Chen, W.-Q. (2024) · doi:10.21203/rs.3.rs-3978528/v1 · Cited by 122 · see citing works
Sustainability analysis of innovative technologies for the rare earth elements recovery
Amato, A., Becci, A., Birloaga, I., MICHELIS, I. D., Ferella, F., Innocenzi, V., Ippolito, N. M., Jiménez‐Gómez, C. P., Vegliò, F., & Beolchini, F. (2019) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2019.02.029 · Cited by 121 · see citing works
Strategies for sustainable palladium catalysis
McCarthy, S. M., Braddock, D. C., & Wilton‐Ely, J. D. E. T. (2021) · Coordination Chemistry Reviews · doi:10.1016/j.ccr.2021.213925 · Cited by 121 · see citing works
McNulty, B. A., & Jowitt, S. M. (2021) · iScience · doi:10.1016/j.isci.2021.102809 · Cited by 121 · see citing works
Osman, A. I., Elgarahy, A. M., Mehta, N., Al-Muhtaseb, A. H., Al-Fatesh, A. S., & Rooney, D. W. (2022) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.2c04095 · Cited by 120 · see citing works
Losses and lifetimes of metals in the economy
Poncelet, A. C., Helbig, C., Loubet, P., Beylot, A., Muller, S. M., Villeneuve, J., Laratte, B., Thorenz, A., Tuma, A., & Sonnemann, G. (2022) · Nature Sustainability · doi:10.1038/s41893-022-00895-8 · Cited by 119 · see citing works
Gavelle, S., Innocent, M., Aubineau, T., & Guérinot, A. (2022) · Advanced Synthesis & Catalysis · doi:10.1002/adsc.202201149 · Cited by 119 · see citing works
Selective sulfidation of metal compounds
Stinn, C., & Allanore, A. (2021) · Nature · doi:10.1038/s41586-021-04321-5 · Cited by 118 · see citing works
Solid‐State Post Li Metal Ion Batteries: A Sustainable Forthcoming Reality?
Ferrari, S., Falco, M., Muñoz-García, A. B., Bonomo, M., Brutti, S., Pavone, M., & Gerbaldi, C. (2021) · Advanced Energy Materials · doi:10.1002/aenm.202100785 · Cited by 117 · see citing works
Huang, R., Riddle, M. E., Graziano, D., Das, S., Nimbalkar, S. U., Cresko, J., & Masanet, E. R. (2017) · Journal of Industrial Ecology · doi:10.1111/jiec.12641 · Cited by 115 · see citing works
Future greenhouse gas emissions from metal production: gaps and opportunities towards climate goals
Yokoi, R., Watari, T., & Motoshita, M. (2021) · Energy & Environmental Science · doi:10.1039/d1ee02165f · Cited by 115 · see citing works
Marx, J., Schreiber, A., Zapp, P., & Walachowicz, F. (2018) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.7b04165 · Cited by 112 · see citing works
Supply risks associated with CdTe and CIGS thin-film photovoltaics
Helbig, C., Bradshaw, A. M., Kolotzek, C., Thorenz, A., & Tuma, A. (2016) · Applied Energy · doi:10.1016/j.apenergy.2016.06.102 · Cited by 108 · see citing works
Weng, Z., Haque, N., Mudd, G. M., & Jowitt, S. M. (2016) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2016.08.132 · Cited by 108 · see citing works
Life cycle assessment on lead–zinc ore mining and beneficiation in China
Tao, M., Zhang, X., Wang, S., Cao, W., & Yi, J. (2019) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2019.117833 · Cited by 108 · see citing works
Advances, challenges, and environmental impacts in metal–air battery electrolytes
Salado, M., & Lizundia, E. (2022) · Materials Today Energy · doi:10.1016/j.mtener.2022.101064 · Cited by 108 · see citing works
Aramendia, E., Brockway, P. E., Taylor, P., & Norman, J. (2023) · Global Environmental Change · doi:10.1016/j.gloenvcha.2023.102745 · Cited by 113 · see citing works
Podapangi, S. K., Jafarzadeh, F., Mattiello, S., Korukonda, T. B., Singh, A., Beverina, L., & Brown, T. M. (2023) · RSC Advances · doi:10.1039/d3ra01692g · Cited by 105 · see citing works
Papageorgiou, A., Azzi, E., Enell, A., & Sundberg, C. (2021) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2021.145953 · Cited by 103 · see citing works
Edgington, J., Schweitzer, N. M., Alayoǧlu, S., & Seitz, L. C. (2021) · Journal of the American Chemical Society · doi:10.1021/jacs.1c04332 · Cited by 101 · see citing works
Separation and recovery of critical metal ions using ionic liquids
Makanyire, T., Sanchez-Segado, S., & Jha, A. (2016) · Advances in Manufacturing · doi:10.1007/s40436-015-0132-3 · Cited by 103 · see citing works
Sathre, R., Greenblatt, J. B., Walczak, K., Sharp, I. D., Stevens, J. C., Ager, J. W., & Houle, F. A. (2016) · Energy & Environmental Science · doi:10.1039/c5ee03040d · Cited by 103 · see citing works
Bailey, G., Joyce, P. J., Schrijvers, D., Schulze, R., Sylvestre, A. M., Sprecher, B., Vahidi, E., Dewulf, W., & Acker, K. V. (2020) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2019.104675 · Cited by 101 · see citing works
Recovery of Critical Metals from Aqueous Sources
Şener, Ş. E. C., Thomas, V. M., Hogan, D. E., Maier, R. M., Carbajales‐Dale, M., Barton, M. D., Karanfil, T., Crittenden, J. C., & Amy, G. L. (2021) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.1c03005 · Cited by 101 · see citing works
The importance of tribology for reducing CO2 emissions and for sustainability
Woydt, M. (2021) · Wear · doi:10.1016/j.wear.2021.203768 · Cited by 100 · see citing works
Nakamura, S., Kondo, Y., Nakajima, K., Ohno, H., & Pauliuk, S. (2017) · Environmental Science & Technology · doi:10.1021/acs.est.7b01683 · Cited by 101 · see citing works
Henríquez‐Hernández, L. A., Boada, L. D., Carranza‐Rodriguez, C., Pérez-Arellano, J.-L., González‐Antuña, A., Camacho, M., Almeida‐González, M., Zumbado, M. L., & Luzardo, O. P. (2017) · Environment International · doi:10.1016/j.envint.2017.08.023 · Cited by 97 · see citing works
Nuss, P., & Blengini, G. A. (2017) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2017.09.117 · Cited by 97 · see citing works
Self-citationIbn-Mohammed, T., Reaney, I. M., Koh, S. C. L., Acquaye, A. A., Sinclair, D. C., Randall, C. A., Abubakar, F., Smith, L., Schileo, G., & Ozawa-Meida, L. (2018) · Journal of the European Ceramic Society · doi:10.1016/j.jeurceramsoc.2018.06.044 · Cited by 96 · see citing works
Harpprecht, C., Naegler, T., Steubing, B. R. P., Tukker, A., & Simon, S. (2022) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2022.134846 · Cited by 94 · see citing works
Shou, M., & Doménech, T. (2022) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2022.133557 · Cited by 92 · see citing works
Criticality on the international scene: Quo vadis?
Dewulf, J. P., Blengini, G. A., Pennington, D., Nuss, P., & Nassar, N. T. (2016) · Resources Policy · doi:10.1016/j.resourpol.2016.09.008 · Cited by 92 · see citing works
Self-citationEnvironmental sustainability of renewable hydrogen in comparison with conventional cooking fuels
Rivera, X. C. S., Topriska, E., Kolokotroni, M., & Azapagic, A. (2018) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2018.06.033 · Cited by 91 · see citing works
Life-cycle assessment on food waste valorisation to value-added products
Lam, C.-M., Yu, I. K. M., Hsu, S., & Tsang, D. C. W. (2018) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2018.07.199 · Cited by 90 · see citing works
Segura-Salazar, J., Lima, F. M., & Tavares, L. M. (2019) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2019.05.318 · Cited by 88 · see citing works
High-quality collection and disposal of WEEE: Environmental impacts and resultant issues
Baxter, J., Lyng, K.-A., Askham, C., & Hanssen, O. J. (2016) · Waste Management · doi:10.1016/j.wasman.2016.02.005 · Cited by 87 · see citing works
Life cycle assessment of the hydrometallurgical zinc production chain in China
Qi, C., Ye, L., Ma, X., Yang, D., & Hong, J. (2017) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2017.04.084 · Cited by 87 · see citing works
Photoactive iron complexes: more sustainable, but still a challenge
Dierks, P., Vukadinovic, Y., & Bauer, M. (2021) · Inorganic Chemistry Frontiers · doi:10.1039/d1qi01112j · Cited by 87 · see citing works
A Review of the Carbon Footprint of Cu and Zn Production from Primary and Secondary Sources
Nilsson, A. E., Aragonés, M. M., Torralvo, F. A., Dunon, V., Angel, H., Komnitsas, K., & Willquist, K. (2017) · Minerals · doi:10.3390/min7090168 · Cited by 85 · see citing works
Porous polyisothiocyanurates for selective palladium recovery and heterogeneous catalysis
Song, K. S., Ashirov, T., Talapaneni, S. N., Clark, A. H., Yakimov, A. V., Nachtegaal, M., Copéret, C., & Coşkun, A. (2022) · Chem · doi:10.1016/j.chempr.2022.05.009 · Cited by 85 · see citing works
Influence of Input‐Scrap Quality on the Environmental Impact of Secondary Steel Production
Haupt, M., Vadenbo, C., Zeltner, C., & Hellweg, S. (2017) · Journal of Industrial Ecology · doi:10.1111/jiec.12439 · Cited by 83 · see citing works
Farjana, S. H., Huda, N., Mahmud, M. A. P., & Lang, C. I. (2018) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2018.06.156 · Cited by 83 · see citing works
Singla, Y. K., Maughan, M. R., Arora, N., & Dwivedi, D. K. (2024) · Journal of Manufacturing Processes · doi:10.1016/j.jmapro.2024.04.038 · Cited by 82 · see citing works
Life-cycle analysis of hydrogen production from water electrolyzers
Iyer, R. K., Prosser, J. H., Kelly, J. C., James, B. D., & Elgowainy, A. (2024) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2024.06.355 · Cited by 81 · see citing works
Towards sustainability in mineral resources
Zhou, L. (2023) · Ore Geology Reviews · doi:10.1016/j.oregeorev.2023.105600 · Cited by 80 · see citing works
Metal Dissipation and Inefficient Recycling Intensify Climate Forcing
Ciacci, L., Harper, E. M., Nassar, N. T., Reck, B. K., & Graedel, T. E. (2016) · Environmental Science & Technology · doi:10.1021/acs.est.6b02714 · Cited by 78 · see citing works
Environmental Impacts of Rare Earth Mining and Separation Based on Eudialyte: A New European Way
Schreiber, A., Marx, J., Zapp, P., Hake, J., Voßenkaul, D., & Friedrich, B. G. (2016) · Resources · doi:10.3390/resources5040032 · Cited by 79 · see citing works
- Authors
- Nuss, P., & Eckelman, M. J.
- Affiliations
- Yale University (US)
- Northeastern University (US)
- Corresponding author
- Nuss, Philip
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2014-07-07
- Volume
- 9
- Issue
- 7
- Pages
- e101298
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC4085040
- OpenAlex
- W2046102090
- Cited by
- 777
- References
- 79
- Citations by year
- 2026: 121 · 2025: 116 · 2024: 89 · 2023: 75 · 2022: 80 · 2021: 85 · 2020: 52 · 2019: 42 · 2018: 38 · 2017: 36 · 2016: 26 · 2015: 12 · 2014: 5
- FWCI
- 20.22
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- HAL (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Yale University
- Topics
- Physical Sciences › Environmental Science › Environmental Engineering › Environmental Impact and Sustainability
- Physical Sciences › Environmental Science › Environmental Engineering › Sustainability and Ecological Systems Analysis
- Physical Sciences › Engineering › Mechanical Engineering › Extraction and Separation Processes
- Keywords
- metals, life cycle assessment, environmental impact, mining, metal purification, metal refining, global warming potential, greenhouse gas emissions, human health effects, ecosystem damage, coproducts, platinum group metals, gold, iron, aluminum, thallium, tellurium, primary energy consumption
- MeSH terms
- Carbon Dioxide, Environmental Monitoring, Humans, Metals, Minerals, Ecosystem, Global Warming
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