Effect of Pyrolysis Temperature on Copper Aqueous Removal Capability of Biochar Derived from the Kelp Macrocystis pyrifera
Open accessAbstract
Seaweed biochar is an efficient alternative bioadsorbent for Cu2+ removal due to its low cost and heavy metal removal capacity. Using the slow pyrolysis process, we produced biochars from Macrocystis pyrifera at 300 (BC300), 450 (BC450), and 600 °C (BC600). The physicochemical and structural properties of the biochar samples improved with increasing pyrolysis temperature from 300 to 450 °C, whereas no significant differences were observed with further increases in temperature to 600 °C. The yield ranged between 49% and 62% and had a high ash content (57.5–71.1%). BC450 and BC600 presented the highest surface areas and higher porosities. The FTIR spectra indicated that an increase of temperature decreased the acidic functional groups due to depolymerization and the dehydration processes, increasing the aromatic structures and the presence of calcium carbonate. The fittings of the kinetic models were different for the BCs: for the BC450 and BC600 samples, the Cu2+ adsorption was well-represented by a pseudo-first-order model; for BC300, a better fit was obtained with the pseudo-second-order model. The rate-limiting step of Cu2+ adsorption on BCs was represented by both models, liquid film diffusion and intraparticle diffusion, with surface diffusion being more important in BC300 and BC600, and intraparticle diffusion in BC450, in agreement with the pore size of the biochar samples. The adsorption isotherms of all BCs showed Langmuir behavior, representative of a chemisorption process, which was corroborated by the energy adsorption values determined by the D–R model. The maximum monolayer Cu2+ adsorption capacities were 93.55 and 58.0 mg g−1 for BC600 and BC450, respectively, whereas BC450 presented the highest affinity. Other mechanisms involved in controlling heavy metal removal from aqueous suspensions using these seaweed biochars remain to be explored. We conclude that BC450 and BC600 from M. pyrifera are the most efficient adsorbents for Cu2+ aqueous removal and are thus an appropriate alternative for bioremediation.
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?
Macrocystis pyrifera exhibited Cu2+ adsorption capacity of 119.9 mg/g when pyrolyzed at 450 °C under N2 for one hour, with intra-particle diffusion governing kinetics.
“Among the macroalgae, Macrocystis pyrifera exhibited a significant Cu 2+ adsorption capacity of 119.9 mg/g when subjected to pyrolysis at 450 • C under a N 2 atmosphere for one hour, with intra-particle diffusion governing the adsorption kinetics [82].”
From Algal-Based Carbonaceous Materials for Environmental Remediation: Advances in Wastewater Treatment, Carbon Sequestration, and Biofuel Applications (2025) · cites this paper as [82]
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
R: A Language and Environment for Statistical Computing
R Core Team (2000) · doi:10.32614/r.manuals · Cited by 355,706 · see citing works
Adsorption of Gases in Multimolecular Layers
Brunauer, S., Emmett, P. H., & Teller, E. (1938) · Journal of the American Chemical Society · doi:10.1021/ja01269a023 · Cited by 28,156 · see citing works
Barrett, E. P., Joyner, L. G., & Halenda, P. P. (1951) · Journal of the American Chemical Society · doi:10.1021/ja01145a126 · Cited by 13,305 · see citing works
Guidelines for the use and interpretation of adsorption isotherm models: a review
Al-Ghouti, M. A., & Da'ana, D. A. (2020) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2020.122383 · Cited by 3,535 · see citing works
The Exchange Adsorption of Ions from Aqueous Solutions by Organic Zeolites. II. Kinetics 1
Boyd, G. E., Adamson, A. W., & Myers, L. S. (1947) · Journal of the American Chemical Society · doi:10.1021/ja01203a066 · Cited by 2,682 · see citing works
A review of the biochemistry of heavy metal biosorption by brown algae
Davis, T. A., Volesky, B., & Mucci, A. (2003) · Water Research · doi:10.1016/s0043-1354(03)00293-8 · Cited by 2,394 · see citing works
The forms of alkalis in the biochar produced from crop residues at different temperatures
Yuan, J.-H., Xu, R.-K., & Zhang, H. (2011) · Bioresource Technology · doi:10.1016/j.biortech.2010.11.018 · Cited by 2,029 · see citing works
Mechanisms of metal sorption by biochars: Biochar characteristics and modifications
Li, H., Dong, X., da Silva, E. B., de Oliveira, L. M., Chen, Y., & Ma, L. Q. (2017) · Chemosphere · doi:10.1016/j.chemosphere.2017.03.072 · Cited by 1,845 · see citing works
Critical review in adsorption kinetic models
Qiu, H., Lv, L., Pan, B.-C., Zhang, Q.-J., Zhang, W.-M., & Zhang, Q.-X. (2009) · Journal of Zhejiang University-SCIENCE A · doi:10.1631/jzus.a0820524 · Cited by 1,776 · see citing works
Infrared Spectra and Characteristic Frequencies of Inorganic Ions
Miller, F. A., & Wilkins, C. H. (1952) · Analytical Chemistry · doi:10.1021/ac60068a007 · Cited by 1,703 · see citing works
Vardhan, K. H., Kumar, P. S., & Panda, R. C. (2019) · Journal of Molecular Liquids · doi:10.1016/j.molliq.2019.111197 · Cited by 1,618 · see citing works
Impact of pyrolysis temperature and manure source on physicochemical characteristics of biochar
Cantrell, K. B., Hunt, P. G., Uchimiya, M., Novak, J. M., & Ro, K. S. (2012) · Bioresource Technology · doi:10.1016/j.biortech.2011.11.084 · Cited by 1,502 · see citing works
Production and utilization of biochar: A review
Cha, J. S., Park, S. H., Jung, S.-C., Ryu, C., Jeon, J.-K., Shin, M.-C., & Park, Y.-K. (2016) · Journal of Industrial and Engineering Chemistry · doi:10.1016/j.jiec.2016.06.002 · Cited by 1,293 · see citing works
Properties of dairy-manure-derived biochar pertinent to its potential use in remediation
Cao, X., & Harris, W. (2010) · Bioresource Technology · doi:10.1016/j.biortech.2010.02.052 · Cited by 1,173 · see citing works
Chen, X., Chen, G., Chen, L., Chen, Y., Lehmann, J. C., McBride, M. B., & Hay, A. G. (2011) · Bioresource Technology · doi:10.1016/j.biortech.2011.06.078 · Cited by 1,019 · see citing works
Ronsse, F., van Hecke, S., Dickinson, D., & Prins, W. (2013) · GCB Bioenergy · doi:10.1111/gcbb.12018 · Cited by 1,000 · see citing works
Copper, oxidative stress, and human health
Uriu‐Adams, J. Y., & Keen, C. L. (2005) · Molecular Aspects of Medicine · doi:10.1016/j.mam.2005.07.015 · Cited by 981 · see citing works
Kinetics of adsorption of metal ions on inorganic materials: A review
Gupta, S. S., & Bhattacharyya, K. G. (2011) · Advances in Colloid and Interface Science · doi:10.1016/j.cis.2010.12.004 · Cited by 899 · see citing works
Quality variations of poultry litter biochar generated at different pyrolysis temperatures
Song, W., & Guo, M. (2012) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2011.11.018 · Cited by 693 · see citing works
Classification of macroalgae as fuel and its thermochemical behaviour
Ross, A. B., Jones, J. M., Kubacki, M. L., & Bridgeman, T. (2008) · Bioresource Technology · doi:10.1016/j.biortech.2007.11.036 · Cited by 643 · see citing works
Effects of feedstock type and pyrolysis temperature on potential applications of biochar
Tag, A. T., Duman, G., Ucar, S., & Yanik, J. (2016) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2016.05.006 · Cited by 449 · see citing works
Recent developments on algal biochar production and characterization
Yu, K. L., Lau, B. F., Show, P. L., Ong, H. C., Ling, T. C., Chen, W.-H., Ng, E. P., & Chang, J.-S. (2017) · Bioresource Technology · doi:10.1016/j.biortech.2017.08.009 · Cited by 425 · see citing works
Macroalgae for biofuels production: Progress and perspectives
Chen, H., Zhou, D., Luo, G., Zhang, S., & Chen, J. (2015) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2015.03.086 · Cited by 373 · see citing works
Compositional heterogeneity of different biochar: Effect of pyrolysis temperature and feedstocks
Das, S. K., Ghosh, G. K., Avasthe, R. K., & Sinha, K. (2020) · Journal of Environmental Management · doi:10.1016/j.jenvman.2020.111501 · Cited by 366 · see citing works
The Biology and Ecology of Giant Kelp Forests
Schiel, D. R., & Foster, M. S. (2015) · University of California Press eBooks · doi:10.1525/california/9780520278868.001.0001 · Cited by 293 · see citing works
Arancibia‐Miranda, N., Baltazar, S. E., García‐García, A., Muñoz-Lira, D., Sepúlveda, P., Rubio, M. A., & Altbir, D. (2015) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2015.09.007 · Cited by 275 · see citing works
Poo, K.-M., Son, E.-B., Chang, J., Ren, X., Choi, Y.-J., & Chae, K. (2017) · Journal of Environmental Management · doi:10.1016/j.jenvman.2017.10.056 · Cited by 238 · see citing works
FT-IR Microspectroscopy Enhances Biological and Ecological Analysis of Algae
Murdock, J. N., & Wetzel, D. L. (2009) · Applied Spectroscopy Reviews · doi:10.1080/05704920902907440 · Cited by 223 · see citing works
Katiyar, R., Patel, A. K., Nguyen, T.-B., Singhania, R. R., Chen, C., & Dong, C. (2021) · Bioresource Technology · doi:10.1016/j.biortech.2021.124829 · Cited by 215 · see citing works
Ross, A. B., Anastasakis, K., Kubacki, M. L., & Jones, J. M. (2008) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2008.11.004 · Cited by 208 · see citing works
Jung, K., Kim, K., Jeong, T., & Ahn, K. (2015) · Bioresource Technology · doi:10.1016/j.biortech.2015.10.016 · Cited by 198 · see citing works
Uchimiya, M., Ohno, T., & He, Z. (2013) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2013.09.003 · Cited by 176 · see citing works
Golden carbon of Sargassum forests revealed as an opportunity for climate change mitigation
Gouvêa, L. P., Assis, J. F., Gurgel, C. F. D., Serrão, E. Á., Silveira, T. C. L., Santos, R., Duarte, C. M., Peres, L., de Carvalho, V. F., Batista, M. B., et al. (2020) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2020.138745 · Cited by 125 · see citing works
Park, S. H., Cho, H. J., Ryu, C., & Park, Y. (2016) · Journal of Industrial and Engineering Chemistry · doi:10.1016/j.jiec.2016.02.021 · Cited by 124 · see citing works
Pyrolytic characteristics and kinetics of two brown algae and sodium alginate
Li, D., Chen, L., Yi, X., Zhang, X., & Ye, N. (2010) · Bioresource Technology · doi:10.1016/j.biortech.2010.03.145 · Cited by 116 · see citing works
Acidic dye biosorption onto marine brown macroalgae: Isotherms, kinetic and thermodynamic studies
Daneshvar, E., Kousha, M., Jokar, M., Koutahzadeh, N., & Guibal, E. (2012) · Chemical Engineering Journal · doi:10.1016/j.cej.2012.07.090 · Cited by 107 · see citing works
Zhao, G., Lu, Q., Ye, S., Yuan, H., Ding, X., & Wang, J. (2016) · Marine Pollution Bulletin · doi:10.1016/j.marpolbul.2016.04.057 · Cited by 107 · see citing works
Moreira, V. R., Lebron, Y. A. R., Freire, S. J., Santos, L. V. D. S., Palladino, F., & Jacob, R. S. (2018) · Microchemical Journal · doi:10.1016/j.microc.2018.10.027 · Cited by 99 · see citing works
Nishikawa, E., da Silva, M. G. C., & Vieira, M. G. A. (2018) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2018.01.025 · Cited by 90 · see citing works
Mondal, S., & Majumder, S. K. (2019) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2019.103236 · Cited by 83 · see citing works
Removal characteristics of copper by marine macro-algae-derived chars
Cho, H. J., Baek, K., Jeon, J., Park, S. H., Suh, D. J., & Park, Y. (2012) · Chemical Engineering Journal · doi:10.1016/j.cej.2012.11.123 · Cited by 75 · see citing works
Protocols for Macroalgae Research
Safi, C., van Leeuwen, J. J. A., Telleman, Y., Engelen-Smit, N. P. E., van den Broek, L. A. M., & Harmsen, P. F. H. (2018) · CRC Press eBooks · doi:10.1201/b21460 · Cited by 74 · see citing works
Wang, M., Liu, Y., Yao, Y., Han, L., & Liu, X. (2019) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2019.134470 · Cited by 71 · see citing works
Wei, L., Huang, Y., Li, Y., Huang, L., Mar, N. N., Huang, Q., & Liu, Z. (2016) · Environmental Science and Pollution Research · doi:10.1007/s11356-016-8192-x · Cited by 69 · see citing works
Removal of Cu2+ by biochars derived from green macroalgae
Kim, B., Lee, H. W., Park, S. H., Baek, K., Jeon, J., Cho, H. J., Jung, S., Kim, S. C., & Park, Y. (2015) · Environmental Science and Pollution Research · doi:10.1007/s11356-015-4368-z · Cited by 67 · see citing works
Zinc and cadmium biosorption by untreated and calcium-treated Macrocystis pyrifera in a batch system
Cazón, J. P., Bernardelli, C. E., Viera, M., Donati, E. R., & Guibal, E. (2012) · Bioresource Technology · doi:10.1016/j.biortech.2012.04.014 · Cited by 67 · see citing works
Płaziński, W. (2013) · Advances in Colloid and Interface Science · doi:10.1016/j.cis.2013.04.002 · Cited by 66 · see citing works
Predicting Cu and Zn sorption capacity of biochar from feedstock C/N ratio and pyrolysis temperature
Rodríguez-Vila, A., Selwyn-Smith, H., Enunwa, L., Smail, I., Covelo, E. F., & Sizmur, T. (2017) · Environmental Science and Pollution Research · doi:10.1007/s11356-017-1047-2 · Cited by 63 · see citing works
Nath, H. P., Saikia, A., Goutam, P. J., Saikia, B. K., & Saikia, N. (2021) · Bioresource Technology Reports · doi:10.1016/j.biteb.2021.100689 · Cited by 60 · see citing works
Saleh, H. M., & Aglan, R. F. (2018) · InTech eBooks · doi:10.5772/intechopen.71185 · Cited by 56 · see citing works
Cazón, J. P., Viera, M., Donati, E. R., & Guibal, E. (2011) · Journal of Environmental Sciences · doi:10.1016/s1001-0742(10)60650-x · Cited by 54 · see citing works
Koyuncu, H., & Kul, A. R. (2020) · Surfaces and Interfaces · doi:10.1016/j.surfin.2020.100527 · Cited by 52 · see citing works
Zhao, H. C., Yan, H., Dong, S., Zhang, Y., Sun, B., Zhang, C., Ai, Y. X., Chen, B., Liu, Q., Sui, T., et al. (2011) · Journal of Thermal Analysis and Calorimetry · doi:10.1007/s10973-011-2102-8 · Cited by 48 · see citing works
Pongkua, W., Dolphen, R., & Thiravetyan, P. (2018) · Colloids and Surfaces A Physicochemical and Engineering Aspects · doi:10.1016/j.colsurfa.2018.09.018 · Cited by 23 · see citing works
Houshang, F., Hashemzadeh, F., Rahmatollah, R., & Gaffarinejad, A. (2013) · Journal of Cluster Science · doi:10.1007/s10876-013-0661-5 · Cited by 12 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- Walker, C.H.; Sibly, R.M.; Hopkin, S.P.; Peakal, D.B. Pollutants and their fate in ecosystems. In Principles of Ecotoxicology, 4th ed.; CRC Press: Boca Raton, FL, USA, 2012; pp. 3-6.
- Llewellyn, P.L., Rodriguez-Reinoso, F., Rouqerol, J., Seaton, N., Eds.; Elsevier B.V.: Bath, UK, 2007; pp. 57-62.
- Suteu, D.; Zaharia, C.; Badeanu, M. Kinetic modeling of dye sorption from aqueous solutions onto apple seed powder. Cellul. Chem. Technol. 2016, 50, 1085-1091.
Cited by
Sorted by citations
González Fernández, L. A., Medellín Castillo, N. A., Sánchez Polo, M., Navarro Frómeta, A. E., & Vilasó Cadre, J. E. (2025) · Processes · doi:10.3390/pr13020556 · Cited by 37 · see citing works
Production of Algae-Derived Biochar and Its Application in Pollutants Adsorption—A Mini Review
Li, L., Wang, J., Sun, W., Peng, X., & Qi, X. (2025) · Separations · doi:10.3390/separations12020032 · Cited by 37 · see citing works
Prashant, N., Sangwan, M., Singh, P., Das, P., Srivastava, U., & Bast, F. (2025) · Journal of Food Composition and Analysis · doi:10.1016/j.jfca.2025.107283 · Cited by 19 · see citing works
Anabalón, P., Kopp, M., Rocha, S., Quijón, M. E. G., Marzialetti, T. G., & Cea, M. (2024) · Journal of Water Process Engineering · doi:10.1016/j.jwpe.2024.105509 · Cited by 19 · see citing works
Porcia, L. C., Meynard, A. P., Bulboa, C., Vargas, P. F., Rivas, J., Latorre-Padilla, N., Navarrete, S. A., Search, F. V., Oyarzo-Miranda, C., & Toro-Mellado, F. (2023) · Marine Environmental Research · doi:10.1016/j.marenvres.2023.106229 · Cited by 12 · see citing works
Self-citationThamarai, P., Deivayanai, V. C., Karishma, S., Saravanan, A., Yaashikaa, P. R., & Vickram, A. S. (2024) · Reviews of Environmental Contamination and Toxicology · doi:10.1007/s44169-024-00071-3 · Cited by 9 · see citing works
Heavy Metal Depuration Steps for Gracilaria chilensis in Outdoor Culture Systems
Rivas, J., Piña, F., Araya, M., Latorre-Padilla, N., Pinilla-Rojas, B., Caroca, S., Bronfman, F. C., & Porcia, L. C. (2022) · Molecules · doi:10.3390/molecules27206832 · Cited by 8 · see citing works
Self-citationNazir, M., Roy, K., Saha, A., & Saha, D. (2025) · Water Air & Soil Pollution · doi:10.1007/s11270-025-08561-3 · Cited by 5 · see citing works
Henaut, H., Chafik, Y., Sena-Vélez, M., Cagnon, B., Bourgerie, S., & Morabito, D. (2026) · Environmental Science and Pollution Research · doi:10.1007/s11356-026-37550-0 · Cited by 5 · see citing works
Gholamahmadi, B., Fernandes, S., Correia, P., Couto, J., Jorge, R., & Oliveira, T. A. C. (2026) · Next Sustainability · doi:10.1016/j.nxsust.2026.100424 · Cited by 4 · see citing works
Environmental Pollutants: Metal(loid)s and Radionuclides
Munzeiwa, W. A., Ruziwa, D. T., & Chaukura, N. (2022) · Springer eBooks · doi:10.1007/978-981-19-4937-1_1 · Cited by 4 · see citing works
Ginocchio, R., Araya, M., Machado, J. W. B., de la Fuente, L. M., Orrego, F., Arellano, E. C., & Porcia, L. C. (2023) · BioResources · doi:10.15376/biores.18.3.4637-4656 · Cited by 4 · see citing works
Self-citationComparative Adsorption Behavior of Orange Peel Powder and Its Chars for Dye Removal
Pal, P., Lynch, M., Harris, P., Nahar, K., & Burey, P. P. (2026) · ACS Omega · doi:10.1021/acsomega.6c02304 · Cited by 3 · see citing works
Schirra, A., Ali, A. B., Renz, F., Sindelar, R. F., Pedrazzi, S., & Allesina, G. (2022) · Applied Sciences · doi:10.3390/app12094441 · Cited by 4 · see citing works
Varas, M., Castro-Rojas, J., Porcia, L. C., Ureta-Zañartu, M. S., Blanco, É., Escalona, N., Muñoz, E., & Garrido-Ramírez, E. (2025) · International Journal of Molecular Sciences · doi:10.3390/ijms26073307
Self-citationEvaluation of Biochar derived through Hydrothermal Carbonization and Pyrolysis of Microalgae
Azmi, N. Z. M., Buthiyappan, A., Ibrahim, S. B., & Raman, A. A. A. (2025) · IOP Conference Series Earth and Environmental Science · doi:10.1088/1755-1315/1560/1/012020
Michałek, T., Mańka, M., & Wojnicki, M. (2025) · Materials · doi:10.3390/ma19010107
Zhang, X., Bi, S., Yang, Z., Rahman, S. T., Zhang, Y., & Wang, G. (2026) · ChemistrySelect · doi:10.1002/slct.73653
Iamsaard, K., Wolde, G. S., Weng, C., Chen, Y. P., Hsueh, H., Huang, J., & Lin, Y. (2026) · Separation and Purification Technology · doi:10.1016/j.seppur.2026.139247
Porcia, L. C., Águila, G., Pinilla-Rojas, B., Barrera, D., & Rivas, J. (2026) · Phycology · doi:10.3390/phycology6030104
Self-citation
- Authors
- Araya, M., Rivas, J., Sepúlveda, G., Espinoza-González, C., Lira, S., Meynard, A., Blanco, E., Escalona, N., Ginocchio, R., Garrido-Ramírez, E., & Contreras-Porcia, L.
- Affiliations
- Universidad Andrés Bello (CL)
- Departamento de Ingeniería Química y Bioprocesos, Escuela de Ingeniería, P. Universidad Católica de Chile, Santiago 7820436, Chile
- Pontificia Universidad Católica de Chile (CL)
- Departamento de Ecología y Biodiversidad, Facultad de Ciencias de la Vida, Universidad Andres Bello, Santiago 8370251, Chile
- Corresponding author
- Garrido-Ramírez, Elizabeth
- ORCID
- Venue
- Applied Sciences
- Publisher
- MDPI AG
- Published
- 2021-10-03
- Volume
- 11
- Issue
- 19
- Pages
- 9223
- ISSN
- 2076-3417 (ISSN-L)
- OpenAlex
- W3210891721
- Cited by
- 20
- References
- 55
- Citations by year
- 2026: 6 · 2025: 7 · 2024: 2 · 2023: 2 · 2022: 3
- FWCI
- 0.52
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Applied Sciences (publishedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Repositorio Institucional Académico , Sistema de Bibliotecas Universidad Andrés Bello (UNAB) (Universidad Andrés Bello (UNAB)) (submittedVersion, cc-by)
- Funders
- ANID FONDECYT (1170881)
- ANID PIA/BASAL (FB0002)
- ANID Millennium Science Initiative Program (ICN 2019_015)
- Topics
- Physical Sciences › Environmental Science › Water Science and Technology › Adsorption and biosorption for pollutant removal
- Physical Sciences › Engineering › Biomedical Engineering › Environmental remediation with nanomaterials
- Physical Sciences › Environmental Science › Water Science and Technology › Coagulation and Flocculation Studies
- Keywords
- Macrocystis pyrifera, kelp, copper removal, copper(II) adsorption, pyrolysis temperature, biosorbent, heavy metal removal, adsorption kinetics, adsorption isotherms, Langmuir isotherm, pseudo-second-order kinetics, intraparticle diffusion, surface diffusion, biochar physicochemical properties, bioremediation
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