The DOI matches its Crossref record; 83 of the 83 references it cites were found in a registry or an index.
Capabilities and mechanisms of microalgae on removing micropollutants from wastewater: A review
Abstract
Micropollutants in wastewater are a set of compounds receiving a growing concern to the environment and human health. As a green and low-cost process, microalgae-based systems (MBSs) have already been demonstrated the ability of micropollutant removal. In the present review, 114 micropollutants and 16 microalgae species in total are summarized and analyzed to present an overview capability of the MBSs. The analysis shows that MBSs can eradicate most of the included micropollutants with 94 compounds (82% of total) being removed by ≥ 50%. Regarding the reliability of removal efficiency, those from hormone active substances, macrolides, and cephalosporins are consistently removed at a high level (≥80%). Herein, biodegradation is the predominant removal pathway for most micropollutants, particularly, bearing electron-donating groups. Besides, the large family of microalgae species and unique phototrophic ability enables broad ecological niches and extra abilities over activated sludge systems to remove some recalcitrant micropollutants, e.g. pesticides. In the future study, optimization on the reactor configuration and operation parameters is expected to improve the stability of MBSs before extrapolating to full-scale deployment.
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
“It should also be noted that microalgae-based wastewater systems differ from the conventional wastewater treatment processes since these systems are a low-cost process with two key benefits: (1) purifying wastewater and (2) simultaneous biomass harvesting [214].”
From Emerging Applications of Chlorella sp. and Spirulina (Arthrospira) sp. (2023) · cites this paper as [214]
Citations
Cites
Patel, M., Kumar, R., Kishor, K., Mlsna, T., Pittman, C. U., & Mohan, D. (2019) · Chemical Reviews · doi:10.1021/acs.chemrev.8b00299 · Cited by 2,654
Sheehan, J., Dunahay, T., Benemann, J., & Roessler, P. (1998) · doi:10.2172/15003040 · Cited by 1,753
Pharmaceuticals and personal care products (PPCPs): A review on environmental contamination in China
Liu, J.-L., & Wong, M. H. (2013) · Environment International · doi:10.1016/j.envint.2013.06.012 · Cited by 1,395
Joss, A., Żabczyński, S., Göbel, A., Hoffmann, B., Löffler, D., McArdell, C. S., Ternes, T. A., Thomsen, A., & Siegrist, H. (2006) · Water Research · doi:10.1016/j.watres.2006.02.014 · Cited by 1,211
Environmental perspective of COVID-19
Saadat, S., Rawtani, D., & Hussain, C. M. (2020) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2020.138870 · Cited by 1,001
Topological-insulator-based terahertz modulator
Wang, X., Cheng, L., Wu, Y., Zhu, D., Wang, L., Zhu, J., Yang, H., & Chia, E. E. M. (2017) · Scientific Reports · doi:10.1038/s41598-017-13701-9 · Cited by 983
Immobilized microalgae for removing pollutants: Review of practical aspects
de‐Bashan, L. E., & Yoav Bashan, A. (2009) · Bioresource Technology · doi:10.1016/j.biortech.2009.09.043 · Cited by 788
Pollution exacerbates China’s water scarcity and its regional inequality
Ma, T., Sun, S., Fu, G., Hall, J. W., Ni, Y., He, L., Yi, J., Zhao, N., Du, Y., Pei, T., et al. (2020) · Nature Communications · doi:10.1038/s41467-020-14532-5 · Cited by 712
Eggen, R. I. L., Hollender, J., Joss, A., Schärer, M., & Stamm, C. (2014) · Environmental Science & Technology · doi:10.1021/es500907n · Cited by 633
Can Microalgae Remove Pharmaceutical Contaminants from Water?
Xiong, J.-Q., Kurade, M. B., & Jeon, B. (2017) · Trends in biotechnology · doi:10.1016/j.tibtech.2017.09.003 · Cited by 583
Yamamoto, H., Nakamura, Y., Moriguchi, S., Nakamura, Y., Honda, Y., Tamura, I., Hirata, Y., Hayashi, A., & Sekizawa, J. (2008) · Water Research · doi:10.1016/j.watres.2008.10.039 · Cited by 577
Removal of trace organics by MBR treatment: The role of molecular properties
Tadkaew, N., Hai, F. I., McDonald, J. A., Khan, S. J., & Nghiem, L. D. (2011) · Water Research · doi:10.1016/j.watres.2011.01.023 · Cited by 486
Wastewater Treatment by Advanced Oxidation Process and Their Worldwide Research Trends
Garrido-Cárdenas, J. A., Esteban-García, B., Agüera, A., Pérez, J. A. S., & Manzano-Agugliaro, F. R. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17010170 · Cited by 481
Xiong, J.-Q., Kurade, M. B., Abou-Shanab, R. A. I., Ji, M.-K., Choi, J., Kim, J. O., & Jeon, B. (2016) · Bioresource Technology · doi:10.1016/j.biortech.2016.01.038 · Cited by 463
A Review of the Fate of Micropollutants in Wastewater Treatment Plants
Margot, J., Rossi, L., Barry, D. A., & Holliger, C. (2015) · WIREs Water · doi:10.1002/wat2.1090 · Cited by 458
Ciprofloxacin toxicity and its co-metabolic removal by a freshwater microalga Chlamydomonas mexicana
Xiong, J.-Q., Kurade, M. B., Kim, J. R., Roh, H., & Jeon, B. (2016) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2016.04.073 · Cited by 419
Biodegradation of levofloxacin by an acclimated freshwater microalga, Chlorella vulgaris
Xiong, J.-Q., Kurade, M. B., & Jeon, B.-H. (2017) · Chemical Engineering Journal · doi:10.1016/j.cej.2016.11.017 · Cited by 345
Nakada, N., Kiri, K., Shinohara, H., Harada, A., Kuroda, K., Takizawa, S., & Takada, H. (2008) · Environmental Science & Technology · doi:10.1021/es7030856 · Cited by 343
Matamoros, V., Uggetti, E., Garcı́a, J., & Bayona, J. M. (2015) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2015.08.050 · Cited by 339
Acién, F. G., Gómez-Serrano, C., Morales-Amaral, M. M., Fernández-Sevilla, J. M., & Molina-Grima, E. (2016) · Applied Microbiology and Biotechnology · doi:10.1007/s00253-016-7835-7 · Cited by 333
Photodegradation of common environmental pharmaceuticals and estrogens in river water
Lin, A. Y., & Reinhard, M. (2005) · Environmental Toxicology and Chemistry · doi:10.1897/04-236r.1 · Cited by 324
Micropollutant removal in an algal treatment system fed with source separated wastewater streams
de Wilt, A., Butkovskyi, A., Tuantet, K., Leal, L. H., Fernandes, T. V., Langenhoff, A. A. M., & Zeeman, G. (2015) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2015.10.033 · Cited by 305
Biodegradation of aromatic compounds by microalgae
Semple, K. T., Cain, R. B., & Schmidt, Š. (1999) · FEMS Microbiology Letters · doi:10.1111/j.1574-6968.1999.tb13386.x · Cited by 301
Microalgae biomass production using wastewater: Treatment and costs
Gouveia, L., Graça, S., Sousa, C., Ambrosano, L., Ribeiro, B., Botrel, É. P., Neto, P. C., Ferreira, A. F., & Silva, C. (2016) · Algal Research · doi:10.1016/j.algal.2016.03.010 · Cited by 265
Villar-Navarro, E., Baena-Nogueras, R. M., Paniw, M., Perales, J. A., & Lara‐Martín, P. A. (2018) · Water Research · doi:10.1016/j.watres.2018.03.072 · Cited by 241
Algae as a green technology for heavy metals removal from various wastewater
Salama, E., Roh, H., Dev, S., Khan, M. A., Abou-Shanab, R. A. I., Chang, S. W., & Jeon, B. (2019) · World Journal of Microbiology and Biotechnology · doi:10.1007/s11274-019-2648-3 · Cited by 230
Norvill, Z. N., Shilton, A. N., & Guieysse, B. (2016) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2016.03.085 · Cited by 225
Bai, X., & Acharya, K. (2017) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2016.12.192 · Cited by 218
Biodegradation of aromatic compounds by microalgae
Semple, K. T. (1999) · FEMS Microbiology Letters · doi:10.1016/s0378-1097(98)00544-8 · Cited by 201
Xiong, J.-Q., Govindwar, S. P., Kurade, M. B., Paeng, K., Roh, H., Khan, M. A., & Jeon, B. (2018) · Chemosphere · doi:10.1016/j.chemosphere.2018.11.146 · Cited by 194
Hom-Díaz, A., Jaén-Gil, A., Bello-Laserna, I., Rodríguez‐Mozaz, S., Vicent, T., Barceló, ., & Blánquez, P. (2017) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2017.02.224 · Cited by 191
Bergeron, S. R., Boopathy, R., Nathaniel, R., Corbin, A., & LaFleur, G. (2015) · International Biodeterioration & Biodegradation · doi:10.1016/j.ibiod.2015.04.017 · Cited by 190
Simultaneous removal of inorganic and organic compounds in wastewater by freshwater green microalgae
Zhou, G., Ying, G., Liu, S., Zhou, L., Chen, Z., & Peng, F. (2014) · Environmental Science Processes & Impacts · doi:10.1039/c4em00094c · Cited by 189
Hom-Díaz, A., Llorca, M., Rodríguez‐Mozaz, S., Vicent, T., Barceló, ., & Blánquez, P. (2015) · Journal of Environmental Management · doi:10.1016/j.jenvman.2015.03.003 · Cited by 186
Wang, Y., Liu, J., Kang, D., Wu, C., & Wu, Y. (2017) · Reviews in Environmental Science and Bio/Technology · doi:10.1007/s11157-017-9446-x · Cited by 184
Shi, W., Wang, L., Rousseau, D. P. L., & Lens, P. N. L. (2010) · Environmental Science and Pollution Research · doi:10.1007/s11356-010-0301-7 · Cited by 180
Northern green algae have the capacity to remove active pharmaceutical ingredients
Gojkovic, Ž., Lindberg, R. H., Tysklind, M., & Funk, C. (2018) · Ecotoxicology and Environmental Safety · doi:10.1016/j.ecoenv.2018.12.032 · Cited by 180
Xiong, J.-Q., Kurade, M. B., Patil, D. V., Jang, M., Paeng, K., & Jeon, B. (2017) · Algal Research · doi:10.1016/j.algal.2017.04.012 · Cited by 159
Guo, R., & Chen, J. (2014) · Chemical Engineering Journal · doi:10.1016/j.cej.2014.09.053 · Cited by 152
Yu, Y., Zhou, Y., Wang, Z., Torres, O. L., Guo, R., & Chen, J. (2017) · Scientific Reports · doi:10.1038/s41598-017-04128-3 · Cited by 138
Bai, X., & Acharya, K. (2019) · Environmental Pollution · doi:10.1016/j.envpol.2019.01.075 · Cited by 137
Copper complexation by siderophores from filamentous blue‐green algae1
McKnight, D. M., & Morel, F. M. M. (1980) · Limnology and Oceanography · doi:10.4319/lo.1980.25.1.0062 · Cited by 136
Xie, B., Tang, X., Ng, H. Y., Deng, S., Shi, X., Song, W., Huang, S., Li, G., & Liang, H. (2020) · Chemical Engineering Journal · doi:10.1016/j.cej.2020.124217 · Cited by 136
García-Galán, M. J., Arashiro, L. T., Santos, L. H. M. L. M., Insa, S., Rodríguez‐Mozaz, S., Barceló, ., Ferrer, I., & Garfí, M. (2019) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2019.121771 · Cited by 134
Algal-based removal strategies for hazardous contaminants from the environment – A review
Tolboom, S. N., Carrillo-Nieves, D., Rostro‐Alanís, M. D. J., Quiroz, R. D. L. C., Barceló, ., Iqbal, H. M. N., & Parra‐Saldívar, R. (2019) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2019.02.129 · Cited by 130
The application of microalgae in removing organic micropollutants in wastewater
Nguyen, H. T., Yoon, Y., Ngo, H. H., & Jang, A. (2020) · Critical Reviews in Environmental Science and Technology · doi:10.1080/10643389.2020.1753633 · Cited by 126
Adsorption of pesticides on porous polymeric adsorbents
Kyriakopoulos, G. L., Doulia, D., & Anagnostopoulos, E. (2004) · Chemical Engineering Science · doi:10.1016/j.ces.2004.09.080 · Cited by 121
Influence of algae on photolysis rates of chemicals in water
Zepp, R. G., & Schlotzhauer, P. F. (1983) · Environmental Science & Technology · doi:10.1021/es00114a005 · Cited by 119
Photodegradation of Norfloxacin in aqueous solution containing algae
Zhang, J., Fu, D., & Wu, J. (2012) · Journal of Environmental Sciences · doi:10.1016/s1001-0742(11)60814-0 · Cited by 114
Ciprofloxacin removal during secondary domestic wastewater treatment in high rate algal ponds
Hom-Díaz, A., Norvill, Z. N., Blánquez, P., Vicent, T., & Guieysse, B. (2017) · Chemosphere · doi:10.1016/j.chemosphere.2017.03.125 · Cited by 111
Modeling the biodegradation of phenolic compounds by microalgae
Lika, K., & Papadakis, I. A. (2009) · Journal of Sea Research · doi:10.1016/j.seares.2009.02.005 · Cited by 110
Zhang, Y., Habteselassie, M. Y., Resurreccion, E. P., Mantripragada, V., Peng, S., Bauer, S. K., & Colosi, L. M. (2014) · ACS Sustainable Chemistry & Engineering · doi:10.1021/sc5004538 · Cited by 100
Ferrando, L., & Matamoros, V. (2020) · Science of The Total Environment · doi:10.1016/j.scitotenv.2019.134740 · Cited by 98
Photodegradation of bisphenol A in simulated lake water containing algae, humic acid and ferric ions
Peng, Z., Wu, F., & Deng, N. (2006) · Environmental Pollution · doi:10.1016/j.envpol.2006.02.006 · Cited by 90
Yang, X., Zheng, X., Wu, L., Cao, X., Li, Y., Niu, J., & Meng, F. (2018) · Environmental Pollution · doi:10.1016/j.envpol.2018.07.099 · Cited by 84
Larsen, C., Yu, Z. H., Flick, R., & Passeport, E. (2019) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2019.133772 · Cited by 82
Can high rate algal ponds be used as post-treatment of UASB reactors to remove micropollutants?
Vassalle, L., García-Galán, M. J., de Aquino, S. F., Afonso, R. J. D. C. F., Ferrer, I., Passos, F. L. D. R., & Mota, C. R. (2020) · Chemosphere · doi:10.1016/j.chemosphere.2020.125969 · Cited by 81
Biosorption Potential of the Microchlorophyte Chlorella vulgaris for Some Pesticides
Hussein, M. H., Abdullah, A. M., Din, N. I. B. E., & Mishaqa, E. I. (2017) · Journal of fertilizers & pesticides · doi:10.4172/2471-2728.1000177 · Cited by 76
Use of Full-Scale Hybrid Horizontal Tubular Photobioreactors to Process Agricultural Runoff
García-Galán, M. J., Gutiérrez, R., Uggetti, E., Matamoros, V., García, J., & Ferrer, I. (2018) · Biosystems Engineering · doi:10.1016/j.biosystemseng.2017.11.016 · Cited by 72
Removal and biodegradation of nonylphenol by immobilized Chlorella vulgaris
Gao, Q. T., Wong, Y. S., & Tam, N. F. Y. (2011) · Bioresource Technology · doi:10.1016/j.biortech.2011.08.070 · Cited by 71
Chen, Q., Zhang, L., Han, Y., Fang, J., & Wang, H. (2020) · Environmental Science and Pollution Research · doi:10.1007/s11356-020-09008-4 · Cited by 70
Trends in organic micropollutants removal in secondary treatment of sewage
Alvarino, T., Lema, J. M., Omil, F., & Suárez, S. (2018) · Reviews in Environmental Science and Bio/Technology · doi:10.1007/s11157-018-9472-3 · Cited by 62
Asif, M. B., Ansari, A. J., Chen, S., Nghiem, L. D., Price, W. E., & Hai, F. I. (2018) · Environmental Science and Pollution Research · doi:10.1007/s11356-018-3256-8 · Cited by 61
Huang, X., Tu, Y., Song, C., Li, T., Lin, J., Wu, Y., Liu, J., & Wu, C. (2016) · Aquatic Toxicology · doi:10.1016/j.aquatox.2016.01.002 · Cited by 56
Self-citationResidual heavy metal removal by an algae-intermittent sand filtration system
Filip, D. S., THOMASPETERS, V., DEANADAMS, E., & Middlebrooks, E. J. (1979) · Water Research · doi:10.1016/0043-1354(79)90211-2 · Cited by 54
Oswald, W. J., Gotaas, H. B., Golueke, C. G., & Kellen, W. R. (2016) · Cited by 49
Ismail, M. M., Essam, T. M., Ragab, Y. M., El-Sayed, A. E.-K. B., & Mourad, F. E. (2017) · Bioresource Technology · doi:10.1016/j.biortech.2017.02.062 · Cited by 47
Growth inhibition and fate of benzotriazoles in Chlorella sorokiniana cultures
Gatidou, G., Αναστοπούλου, Π., Aloupi, M., & Stasinakis, A. S. (2019) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2019.01.384 · Cited by 45
Photoreduction of chromium(VI) in the presence of algae, Chlorella vulgaris
Deng, L., Wang, H., & DENG, N. (2006) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2006.04.062 · Cited by 41
Nélieu, S., Perreau, F., Bonnemoy, F., Ollitrault, M., Azam, D., Lagadic, L., Bohatier, J., & Einhorn, J. (2009) · Environmental Science & Technology · doi:10.1021/es8033439 · Cited by 40
Mathon, B., Ferréol, M., Coquery, M., Choubert, J. M., Chovelon, J., & Miège, C. (2020) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2020.124801 · Cited by 40
Presentation and perspective of appealing green facilities for eco-cyclic water management
Liu, R., Wei, T., Zhao, Y., & Wang, Y. (2017) · Chemical Engineering Journal · doi:10.1016/j.cej.2017.12.127 · Cited by 33
Self-citationPhoto-induced transformations of mercury(II) species in the presence of algae, Chlorella vulgaris
Deng, L., Fu, D., & Deng, N. (2008) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2008.08.087 · Cited by 31
Ge, L., & Deng, H. (2014) · Photochemical & Photobiological Sciences · doi:10.1039/c3pp50149c · Cited by 28
Microalgae Wastewater Treatment: A Brief HistoryPreprint
Paddock, M. B. (2019) · Preprints.org · doi:10.20944/preprints201912.0377.v1 · Cited by 24
Unicellular Algæ as a Source of Food
Geoghegan, M. J. (1951) · Nature · doi:10.1038/168426a0 · Cited by 22
Wang, Y., Fenner, K., & Helbling, D. E. (2019) · Environmental Science Water Research & Technology · doi:10.1039/c9ew00838a · Cited by 21
Lam, C. H., Kurobe, T., Lehman, P. W., Berg, G. M., Hammock, B. G., Stillway, M. E., Pandey, P. K., & Teh, S. J. (2019) · Journal of Environmental Science and Health Part A · doi:10.1080/10934529.2019.1672458 · Cited by 18
Kepone removal from aqueous solution by immobilized algae
Pore, R. S., & Sorenson, W. G. (1981) · Journal of Environmental Science and Health Part A Environmental Science and Engineering · doi:10.1080/10934528109374962 · Cited by 15
希少放線菌:生物活性ポリケチドとペプチドの潜在的起源【JST・京大機械翻訳】
Bundale, S., Singh, J., Begde, D. N., Nashikkar, N., & Avinash, U. (2019) · World Journal of Microbiology and Biotechnology · Cited by 13
Sugiyono, & Dewancker, B. J. (2020) · Sustainability · doi:10.3390/su12218956 · Cited by 9
Lejeune, A., & Choubert, J. M. (2019) · Bioprocess and Biosystems Engineering · doi:10.1007/s00449-019-02183-w · Cited by 8
Microalgae for Wastewater Treatment
Kaparapu, J., & Prasad, M. K. (2024) · CRC Press eBooks · doi:10.1201/9781003219194-8 · Cited by 5
Cited by
Sorted by citations
Microalgae-based wastewater treatment: Mechanisms, challenges, recent advances, and future prospects
Abdelfattah, A., Ali, S. S., Ramadan, H., El-Aswar, E. I., Eltawab, R., Ho, S.-H., Elsamahy, T., Li, S., El-Sheekh, M. M., Schagerl, M., et al. (2023) · Environmental Science and Ecotechnology · doi:10.1016/j.ese.2022.100205 · Cited by 894
Self-citationOruganti, R. K., Katam, K., Show, P. L., Gadhamshetty, V. R., Upadhyayula, V. K. K., & Bhattacharyya, D. (2022) · Bioengineered · doi:10.1080/21655979.2022.2056823 · Cited by 236
Yu, C. W., Pang, H., Wang, J., Chi, Z., Zhang, Q., Kong, F., Xu, Y., Li, S., & Che, J. (2021) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2021.151891 · Cited by 131
Self-citationMechanisms and application of microalgae on removing emerging contaminants from wastewater: A review
Zhou, J.-L., Yang, L., Huang, K.-X., Chen, D., & Gao, F. (2022) · Bioresource Technology · doi:10.1016/j.biortech.2022.128049 · Cited by 126
Emerging Applications of Chlorella sp. and Spirulina (Arthrospira) sp.
Abreu, A. P., Martins, R., & Nunes, J. (2023) · Bioengineering · doi:10.3390/bioengineering10080955 · Cited by 119
Metadata
- Authors
- Liu, R., Li, S., Tu, Y., & Hao, X.
- Affiliations
- Beijing University of Civil Engineering and Architecture (CN)
- Corresponding author
- Hao, Xiaodi
- Venue
- Journal of Environmental Management
- Publisher
- Elsevier BV
- Published
- 2021-05
- Volume
- 285
- Pages
- 112149
- ISSN
- 0301-4797 (ISSN-L)
- OpenAlex
- W3133368659
- Cited by
- 105
- References
- 83
- Citations by year
- 2026: 14 · 2025: 19 · 2024: 23 · 2023: 17 · 2022: 18 · 2021: 14
- FWCI
- 0.87
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- Journal of Environmental Management (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Natural Science Foundation of China
- Beijing Municipal Education Commission
- Topics
- Physical Sciences › Environmental Science › Pollution › Pharmaceutical and Antibiotic Environmental Impacts
- Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Algal biology and biofuel production
- Physical Sciences › Environmental Science › Water Science and Technology › Adsorption and biosorption for pollutant removal
- Keywords
- micropollutant removal, wastewater treatment, biodegradation, macrolides, cephalosporins, pesticides, removal efficiency, activated sludge comparison
- MeSH terms
- Humans, Waste Disposal, Fluid, Water Pollutants, Chemical, Reproducibility of Results, Microalgae, Wastewater
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