The DOI matches its Crossref record.
Natural Zeolite Clinoptilolite Application in Wastewater Treatment: Methylene Blue, Zinc and Cadmium Abatement Tests and Kinetic Studies
Open accessAbstract
In recent decades, several abatement techniques have been proposed for organic dyes and metal cations. In this scenario, adsorption is the most known and studied. Clinoptilolite was considered, since it is a zeolite with a relatively low cost (200–600 $ tons−1) compared to the most well-known adsorbent used in wastewater treatment. In this work, Clinoptilolite was used for the adsorption of Methylene Blue (MB) at three different concentrations, namely, 100, 200, and 250 ppm. Furthermore, the adsorption capacity of the natural zeolite was compared with that of Activated Charcoal (250 ppm of MB). The two adsorbents were characterized by complementary techniques, such as N2 physisorption at −196 °C, X-ray diffraction, and field emission scanning electron microscopy. During the adsorption tests, Clinoptilolite exhibited the best adsorption capacities at 100 ppm: the abatement reached 98% (t = 15 min). Both Clinoptilolite and Activated Charcoal, at 250 ppm, exhibited the same adsorption capacities, namely, 96%. Finally, at 250 ppm MB, the adsorption capacity of Clinoptilolite was analyzed with the copresence of Zn2+ and Cd2+ (10 ppm), and the adsorption capacities were compared with those of Activated Charcoal. The results showed that both adsorbents achieved 100% MB abatement (t = 40 min). However, cation adsorption reached a plateau after 120 min (Zn2+ = 86% and 57%; Cd2+ = 53% and 50%, for Activated Charcoal and Clinoptilolite, respectively) due to the preferential adsorption of MB molecules. Furthermore, kinetic studies were performed to fully investigate the adsorption mechanism. It was evidenced that the pseudo-second-order kinetic model is effective in describing the adsorption mechanism of both adsorbents, highlighting the chemical interaction between the adsorbent and adsorbate.
Overview
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
Verification
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?
TEM images indicate that clinoptilolite particles are relatively large, display a plate-like structural arrangement, and have an average dimension of approximately 200 × 74 nm.
“The images indicate that Clinoptilolite particles are relatively large, displaying a “plate”-like structural arrangement, with an average dimension of approximately 200 × 74 nm.”
From Fundamental properties and sustainable applications of the natural zeolite clinoptilolite (2024) · cites this paper as Dosa et al. 2022
Section 3.1 reports that TEM images show a flake-like clinoptilolite structure, consistent with the cited plate-like description. It gives approximately 200 × 74 nm as the measured dimension of one particular particle, not an average across particles; it also does not characterize the particles as relatively large. (LLM, conf=0.87)
Experimental — accuracy not yet measuredFESEM analysis shows the typical flake structure of clinoptilolite, with particles aggregated and grains having no well-defined crystal faces.
“By performing a FESEM analysis, it is possible to see the typical “flake” structure of the clinoptilolite, as reported in Fig. 2. The particles appeared aggregated and characterized by grains with no well-defined crystal faces”
From Fundamental properties and sustainable applications of the natural zeolite clinoptilolite (2024) · cites this paper as Dosa et al. 2022
Section 3.1 (page unavailable) reports that FESEM analysis confirmed the typical flake-like structure of clinoptilolite. It does not describe aggregated particles or grains lacking well-defined crystal faces, so those details are not supported by our copy. (LLM, conf=0.89)
Experimental — accuracy not yet measuredGreek clinoptilolite captured 100%, 99%, and 93% of Methylene Blue at initial concentrations of 100, 200, and 250 ppm after 210 min with an adsorbent load of 10 g/L.
“it was able to capture 100%, 99%, and 93% respectively with an initial concentration of 100, 200, and 250 ppm of dye after 210 min and introducing an adsorbent load of 10 g/L.”
From Fundamental properties and sustainable applications of the natural zeolite clinoptilolite (2024) · cites this paper as Dosa et al. 2022
Methods §2.1 identifies the clinoptilolite as sourced from Greece, and §2.3.1 confirms tests at 100, 200, and 250 ppm. But §2.3.1 specifies 5 g/L for those tests, not 10 g/L; Results §3.2.1 reports 100% abatement at 100 ppm after about 30 minutes and approximately 94% at 250 ppm after 210 minutes, rather than the claimed set of percentages. The copy does not establish the claimed 99% result at 200 ppm. (LLM, conf=0.90)
Experimental — accuracy not yet measuredIn copresence of Methylene Blue and heavy metals at 10 ppm Zn2+ and Cd2+, both clinoptilolite and activated charcoal achieved 100% MB abatement at 40 min but less removal of heavy metals, indicating preferential adsorption of the dye on active sites.
“both adsorbents achieved 100% MB abatement (t = 40 min), but less removal of heavy metals, highlighting the preferential adsorption of the dye on active sites.”
From Fundamental properties and sustainable applications of the natural zeolite clinoptilolite (2024) · cites this paper as Dosa et al. 2022
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Still being checked.
Research works printed but not linked: 77
- Adhikari, 2009, Self-Assembling Tripeptide Based Hydrogels and Their Use in Removal of Dyes from Waste-Water, Soft Matter, 5, 3452, 10.1039/b905985g · DOI
- McMullan, 2001, Microbial Decolourisation and Degradation of Textile Dyes, Appl. Microbiol. Biotechnol., 56, 81, 10.1007/s002530000587 · DOI
- Pearce, 2003, The Removal of Colour from Textile Wastewater Using Whole Bacterial Cells: A Review, Dye. Pigment., 58, 179, 10.1016/S0143-7208(03)00064-0 · DOI · Paper page
- Dosa, 2019, A Novel Fe-Containing Clinoptilolite for Wastewater Remediation: Degradation of Azo-Dyes Acid Orange 7 by H2O2 and Ascorbic Acid, Desalin. Water Treat., 159, 121, 10.5004/dwt.2019.24424 · DOI
- Łach, M., Grela, A., Pławecka, K., Guigou, M.D., Mikuła, J., Komar, N., Bajda, T., and Korniejenko, K. (2022). Surface Modification of Synthetic Zeolites with Ca and HDTMA Compounds with Determination of Their Phytoavailability and Comparison of CEC and AEC Parameters. Materials, 15. · DOI
- Piumetti, 2014, Fe- and V-Doped Mesoporous Titania Prepared by Direct Synthesis: Characterization and Role in the Oxidation of AO7 by H2O2 in the Dark, Catal. Today, 227, 71, 10.1016/j.cattod.2013.11.013 · DOI
- Freyria, F.S., Compagnoni, M., Ditaranto, N., Rossetti, I., Piumetti, M., Ramis, G., and Bonelli, B. (2017). Pure and Fe-Doped Mesoporous Titania Catalyse the Oxidation of Acid Orange 7 by H2O2 under Different Illumination Conditions: Fe Doping Improves Photocatalytic Activity under Simulated Solar Light. Catalysts, 7. · DOI
- Banat, 1996, Microbial decolorization of textile-dye-containing effluents: A review, Bioresour. Technol., 58, 217, 10.1016/S0960-8524(96)00113-7 · DOI · Paper page
- Wang, 2011, Textile Dyeing Wastewater Treatment, Adv. Treat. Text. Effl., 5, 91
- Kumar, 1998, Trends in Color Removal from Textile Mill Effluents, Colourage, 45, 25
- Sun, 2003, The Adsorption of Basic Dyes from Aqueous Solution on Modified Peat-Resin Particle, Water Res., 37, 1535, 10.1016/S0043-1354(02)00520-1 · DOI
- Piumetti, M., and Bensaid, S. (2021). Natural Zeolites as Sustainable Materials for Environmental Processes. Nanostructured Catalysts for Environmental Applications, Springer International Publishing. · DOI
- Dosa, 2018, Properties of the Clinoptilolite: Characterization and Adsorption Tests with Methylene Blue, J. Adv. Catal. Sci. Technol., 5, 1, 10.15379/2408-9834.2018.05.01.01 · DOI · Paper page
- Garg, 2004, Basic Dye (Methylene Blue) Removal from Simulated Wastewater by Adsorption Using Indian Rosewood Sawdust: A Timber Industry Waste, Dye. Pigment., 63, 243, 10.1016/j.dyepig.2004.03.005 · DOI
- Abbas, N., Rubab, N., Sadiq, N., Manzoor, S., Khan, M.I., Garcia, J.F., Aragao, I.B., Tariq, M., Akhtar, Z., and Yasmin, G. (2020). Aluminum-Doped Cobalt Ferrite as an Efficient Photocatalyst for the Abatement of Methylene Blue. Water, 12. · DOI
- Clifton, 2003, Methylene Blue, Am. J. Ther., 10, 289, 10.1097/00045391-200307000-00009 · DOI
- Bidoia, E.D., and Montagnolli, R.N. (2018). New Approach of Dye Removal in Textile Effluent: A Cost-Effective Management for Cleanup of Toxic Dyes in Textile Effluent by Water Hyacinth. Toxicity and Biodegradation Testing, Springer. · DOI
- Ibrahim, 2016, Removal of Methylene Blue from Water Using Zeolites Prepared from Egyptian Kaolins Collected from Different Sources, J. Environ. Chem. Eng., 4, 1417, 10.1016/j.jece.2016.01.007 · DOI
- Mulushewa, 2021, Removal of Methylene Blue from Textile Waste Water Using Kaolin and Zeolite-x Synthesized from Ethiopian Kaolin, Environ. Anal. Health Toxicol., 36, e2021007, 10.5620/eaht.2021007 · DOI
- Galletti, 2021, Zn2+ and Cd2+ Removal from Wastewater Using Clinoptilolite as Adsorbent, Environ. Sci. Pollut. Res., 28, 24355, 10.1007/s11356-020-08483-z · DOI · Paper page
- Mousavi, 2021, Methylene Blue Removal Using Prepared Activated Carbon from Grape Wood Wastes: Adsorption Process Analysis and Modeling, Water Qual. Res. J., 57, 1, 10.2166/wqrj.2021.015 · DOI
- Nicola, 2020, Highly Efficient and Fast Removal of Colored Pollutants from Single and Binary Systems, Using Magnetic Mesoporous Silica, Chemosphere, 261, 127737, 10.1016/j.chemosphere.2020.127737 · DOI · Paper page
- Oves, 2016, Heavy Metals: Biological Importance and Detoxification Strategies, J. Bioremediat. Biodegrad., 7, 1
- Fu, 2020, The Effects of Heavy Metals on Human Metabolism, Toxicol. Mech. Methods, 30, 167, 10.1080/15376516.2019.1701594 · DOI
- Srivastava, 2008, Novel Biofiltration Methods for the Treatment of Heavy Metals from Industrial Wastewater, J. Hazard. Mater., 151, 1, 10.1016/j.jhazmat.2007.09.101 · DOI · Paper page
- Bedrin, 2003, Compact Spectral Analyzer of Heavy-Metal Impurities in Air, J. Opt. Technol., 70, 234, 10.1364/JOT.70.000234 · DOI
- Birkinshaw, 2008, Heavy Metal Adsorbents Prepared from the Modification of Cellulose: A Review, Bioresour. Technol., 99, 6709, 10.1016/j.biortech.2008.01.036 · DOI
- Hunsom, 2005, Electrochemical Treatment of Heavy Metals (Cu2+, Cr6+, Ni2+) from Industrial Effluent and Modeling of Copper Reduction, Water Res., 39, 610, 10.1016/j.watres.2004.10.011 · DOI
- Crini, 2019, Advantages and Disadvantages of Techniques Used for Wastewater Treatment, Environ. Chem. Lett., 17, 145, 10.1007/s10311-018-0785-9 · DOI · Paper page
- Zhang, 2009, Mechanism of Combination Membrane and Electro-Winning Process on Treatment and Remediation of Cu2+ Polluted Water Body, J. Environ. Sci., 21, 764, 10.1016/S1001-0742(08)62338-4 · DOI
- Bobade, V., and Eshtiaghi, N. (2015). Heavy Metals Removal from Wastewater by Adsorption Process: A Review, Barton, A.C.T. Engineers Australia.
- Inglezakis, V.J., and Zorpas, A.A. (2012). Handbook of Natural Zeolites, Bentham Science Publishers. · DOI
- Kennedy, 2018, Cation Exchange Modification of Clinoptilolite—Screening Analysis for Potential Equilibrium and Kinetic Adsorption Separations Involving Methane, Nitrogen, and Carbon Dioxide, Microporous Mesoporous Mater., 262, 235, 10.1016/j.micromeso.2017.11.054 · DOI
- Mumpton, 1960, Clinoptilolite Redefined, Am. Mineral., 45, 351
- Mumpton, 1999, La Roca Magica: Uses of Natural Zeolites in Agriculture and Industry, Proc. Natl. Acad. Sci. USA, 96, 3463, 10.1073/pnas.96.7.3463 · DOI
- Osmanlioglu, 2006, Treatment of Radioactive Liquid Waste by Sorption on Natural Zeolite in Turkey, J. Hazard. Mater., 137, 332, 10.1016/j.jhazmat.2006.02.013 · DOI
- Cooney, 1999, Ammonia Removal from Wastewaters Using Natural Australian Zeolite. I. Characterization of the Zeolite, Sep. Sci. Technol., 34, 2307, 10.1081/SS-100100774 · DOI
- Blanchard, 1984, Removal of Heavy Metals from Waters by Means of Natural Zeolites, Water Res., 18, 1501, 10.1016/0043-1354(84)90124-6 · DOI
- Moirou, 2001, Stabilization Pb, Zn, and Cd-Contaminated Soil By Means of Natural Zeolite, Soil Sediment Contam. Int. J., 10, 251, 10.1080/20015891109248 · DOI
- Galarneau, 2001, Clinoptilotite-Heulandite: Applications and Basic Research, Studies in Surface Science and Catalysis, Volume 135, 13, 10.1016/S0167-2991(01)81183-6 · DOI
- Davarpanah, 2020, CO2 Capture on Natural Zeolite Clinoptilolite: Effect of Temperature and Role of the Adsorption Sites, J. Environ. Manag., 275, 111229, 10.1016/j.jenvman.2020.111229 · DOI · Paper page
- Jayaraman, 2004, Clinoptilolites for Nitrogen/Methane Separation, Chem. Eng. Sci., 59, 2407, 10.1016/j.ces.2003.10.030 · DOI
- Noori, 2022, Enhanced Adsorption Capacity of Low-Cost Magnetic Clinoptilolite Powders/Beads for the Effective Removal of Methylene Blue: Adsorption and Desorption Studies, Mater. Chem. Phys., 278, 125655, 10.1016/j.matchemphys.2021.125655 · DOI
- Aysan, 2016, Use of Chabazite, a Naturally, Abundant Zeolite, for the Investigation of the Adsorption Kinetics and Mechanism of Methylene Blue Dye, Microporous Mesoporous Mater., 235, 78, 10.1016/j.micromeso.2016.08.007 · DOI
- Largitte, 2016, A Review of the Kinetics Adsorption Models and Their Application to the Adsorption of Lead by an Activated Carbon, Chem. Eng. Res. Des., 109, 495, 10.1016/j.cherd.2016.02.006 · DOI
- Varank, 2012, Removal of 4-Nitrophenol from Aqueous Solution by Natural Low-Cost Adsorbents, Indian J. Chem. Technol., 19, 7
- Cardoso, 2011, Removal of Remazol Black B Textile Dye from Aqueous Solution by Adsorption, Desalination, 269, 92, 10.1016/j.desal.2010.10.047 · DOI
- Oladoja, 2016, A Critical Review of the Applicability of Avrami Fractional Kinetic Equation in Adsorption-Based Water Treatment Studies, Desalin. Water Treat., 57, 15813, 10.1080/19443994.2015.1076355 · DOI
- Ho, 2003, Sorption of Dyes and Copper Ions onto Biosorbents, Process Biochem., 38, 1047, 10.1016/S0032-9592(02)00239-X · DOI
- Munir, 2020, Effective Adsorptive Removal of Methylene Blue from Water by Didodecyldimethylammonium Bromide-Modified Brown Clay, ACS Omega, 5, 16711, 10.1021/acsomega.0c01613 · DOI
- Bayomie, 2020, Novel Approach for Effective Removal of Methylene Blue Dye from Water Using Fava Bean Peel Waste, Sci. Rep., 10, 7824, 10.1038/s41598-020-64727-5 · DOI
- Almaamary, 2017, Rawatan Metilena Biru Dalam Air Sisa Menggunakan Scirpus Grossus, Malays. J. Anal. Sci., 21, 182
- Ahmed, T., Noor, W., Faruk, O., Bhoumick, M.C., and Uddin, M.T. (2018). Removal of Methylene Blue (MB) from Waste Water by Adsorption on Jackfruit Leaf Powder (JLP) in Continuously Stirred Tank Reactor. Journal of Physics: Conference Series, Institute of Physics Publishing. · DOI
- Ustinov, 2006, Invited Contribution Adsorption in Slit Pores and Pore-Size Distribution: A Molecular Layer Structure Theory, Adsorpt. Sci. Technol., 24, 1, 10.1260/026361706778062531 · DOI
- Arcoya, 1994, Physicochemical and Catalytic Properties of a Modified Natural Clinoptilolite, Clay Min., 29, 123, 10.1180/claymin.1994.029.1.14 · DOI
- Liu, 2010, Preparation of a Carbon-Based Solid Acid Catalyst by Sulfonating Activated Carbon in a Chemical Reduction Process, Molecules, 15, 7188, 10.3390/molecules15107188 · DOI
- Khalil, 2013, Activated Carbon from Various Agricultural Wastes by Chemical Activation with KOH: Preparation and Characterization, J. Biobased Mater. Bioenergy, 7, 708, 10.1166/jbmb.2013.1379 · DOI
- Mumpton, 1976, Morphology of Zeolites in Sedimentary Rocks by Scanning Electron Microscopy, Clays Clay Min., 24, 1, 10.1346/CCMN.1976.0240101 · DOI
- Abramoff, 2003, Image Processing with ImageJ, Biophotonics Int., 11, 36
- Kannan, 2001, Kinetics and Mechanism of Removal of Methylene Blue by Adsorption on Various Carbons—A Comparative Study, Dye. Pigment., 51, 25, 10.1016/S0143-7208(01)00056-0 · DOI
- Badeenezhad, 2019, Removal of Methylene Blue Dye from Aqueous Solutions by Natural Clinoptilolite and Clinoptilolite Modified by Iron Oxide Nanoparticles, Mol. Simul., 45, 564, 10.1080/08927022.2018.1564077 · DOI
- Filipan, 1997, Metal Ion Exchange by Natural and Modified Zeolites, Water Res., 31, 1379, 10.1016/S0043-1354(96)00411-3 · DOI
- Leppert, 1990, Heavy Metal Sorption with Clinoptilolite Zeolite. Alternatives for Treating Contaminated Soil and Water, Min. Eng., 42, 604
- Cheeseman, 1994, Natural Zeolite Utilisation in Pollution Control: A Review of Applications to Metals’ Effluents, J. Chem. Technol. Biotechnol. Int. Res. Process Environ. Clean Technol., 59, 121
- Rafatullah, 2010, Adsorption of Methylene Blue on Low-Cost Adsorbents: A Review, J. Hazard. Mater., 177, 70, 10.1016/j.jhazmat.2009.12.047 · DOI
- León, M., Silva, J., Carrasco, S., and Barrientos, N. (2020). Design, Cost Estimation and Sensitivity Analysis for a Production Process of Activated Carbon from Waste Nutshells by Physical Activation. Processes, 8. · DOI
- Ng, 2003, Activated Carbon from Pecan Shell: Process Description and Economic Analysis, Ind. Crops Prod., 17, 209, 10.1016/S0926-6690(03)00002-5 · DOI
- Lima, 2008, Activated Carbon from Broiler Litter: Process Description and Cost of Production, Biomass Bioenergy, 32, 568, 10.1016/j.biombioe.2007.11.008 · DOI
- Stavropoulos, 2009, Minimizing Activated Carbons Production Cost, Fuel Process. Technol., 90, 952, 10.1016/j.fuproc.2009.04.002 · DOI
- Figueiredo, 2010, The Role of Surface Chemistry in Catalysis with Carbons, Catal. Today, 150, 2, 10.1016/j.cattod.2009.04.010 · DOI
- Misaelides, P., Macášek, F., Pinnavaia, T.J., and Colella, C. (1999). Environmental Applications of Natural Zeolitic Materials Based on Their Ion Exchange Properties. Natural Microporous Materials in Environmental Technology, Springer. · DOI
- Pauling, 1992, The Nature of the Chemical Bond—1992, J. Chem. Educ., 69, 519, 10.1021/ed069p519 · DOI
- Ahrens, 1952, The Use of Ionization Potentials Part 1. Ionic Radii of the Elements, Geochim. Cosmochim. Acta, 2, 155, 10.1016/0016-7037(52)90004-5 · DOI
- Alpat, 2008, The Adsorption Kinetics and Removal of Cationic Dye, Toluidine Blue O, from Aqueous Solution with Turkish Zeolite, J. Hazard. Mater., 151, 213, 10.1016/j.jhazmat.2007.05.071 · DOI
- Tan, 2017, Insight into the Adsorption Kinetics Models for the Removal of Contaminants from Aqueous Solutions, J. Taiwan Inst. Chem. Eng., 74, 25, 10.1016/j.jtice.2017.01.024 · DOI
- Edet, U.A., and Ifelebuegu, A.O. (2020). Kinetics, Isotherms, and Thermodynamic Modeling of the Adsorption of Phosphates from Model Wastewater Using Recycled Brick Waste. Processes, 8. · DOI
- Songolzadeh, 2015, Using Modified Avrami Kinetic and Two Component Isotherm Equation for Modeling of CO2/N2 Adsorption over a 13X Zeolite Bed, J. Nat. Gas Sci. Eng., 27, 831, 10.1016/j.jngse.2015.09.029 · DOI
Cited by
Sorted by citations
Fundamental properties and sustainable applications of the natural zeolite clinoptilolite
Grifasi, N., Ziantoni, B., Fino, D., & Piumetti, M. (2024) · Environmental Science and Pollution Research · doi:10.1007/s11356-024-33656-5 · Cited by 88
“In one of our works (Dosa et al. 2022), we investigated the use of Greek clinoptilolite (labeled as Clin) for the adsorption of Methylene Blue (MB), used as a target molecule from textile wastewater.”
Self-citation
Metadata
- Authors
- Dosa, M., Grifasi, N., Galletti, C., Fino, D., & Piumetti, M.
- Affiliations
- Politecnico di Torino (IT)
- Corresponding author
- Piumetti, Marco
- Venue
- Materials
- Publisher
- MDPI AG
- Published
- 2022-11-18
- Volume
- 15
- Issue
- 22
- Pages
- 8191
- ISSN
- 1996-1944 (ISSN-L)
- PMC
- PMC9695311
- OpenAlex
- W4309287698
- Cited by
- 35
- References
- 0
- Citations by year
- 2026: 12 · 2025: 6 · 2024: 9 · 2023: 8
- FWCI
- 1.68
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Materials (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- PORTO@Iris (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Physical Sciences › Environmental Science › Water Science and Technology › Adsorption and biosorption for pollutant removal
- Physical Sciences › Chemistry › Inorganic Chemistry › Zeolite Catalysis and Synthesis
- Physical Sciences › Environmental Science › Environmental Engineering › Environmental remediation with nanomaterials
- Keywords
- clinoptilolite, natural zeolite, methylene blue, zinc adsorption, cadmium adsorption, dye removal, metal cation removal, adsorption kinetics, pseudo-second-order kinetics, activated carbon, wastewater treatment, adsorption capacity
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