Pretreatment of microcrystalline cellulose in organic electrolyte solutions for enzymatic hydrolysis
Open accessAbstract
Background: Previous studies have shown that the crystalline structure of cellulose is negatively correlated with enzymatic digestibility, therefore, pretreatment is required to break down the highly ordered crystalline structure in cellulose, and to increase the porosity of its surface. In the present study, an organic electrolyte solution (OES) composed of an ionic liquid (1-allyl-3-methylimidazolium chloride ([AMIM]Cl)) and an organic solvent (dimethyl sulfoxide; DMSO) was prepared, and used to pretreat microcrystalline cellulose for subsequent enzymatic hydrolysis; to our knowledge, this is the first time that this method has been used. Results: Microcrystalline cellulose (5 wt%) rapidly dispersed and then completely dissolved in an OES with a molar fraction of [AMIM]Cl per OES (χ [AMIM]Cl) of greater than or equal to 0.2 at 110°C within 10 minutes. The cellulose was regenerated from the OES by precipitation with hot water, and enzymatically hydrolyzed. As the χ [AMIM]Cl of the OES increased from 0.1 to 0.9, both the hydrolysis yield and initial hydrolysis rate of the regenerated cellulose also increased gradually. After treatment using OES with χ [AMIM]Cl of 0.7, the glucose yield (54.1%) was 7.2 times that of untreated cellulose. This promotion of hydrolysis yield was mainly due to the decrease in the degree of crystallinity (that is, the crystallinity index of cellulose I). Conclusions: An OES of [AMIM]Cl and DMSO with χ [AMIM]Cl of 0.7 was chosen for cellulose pretreatment because it dissolved cellulose rapidly to achieve a high glucose yield (54.1%), which was only slightly lower than the value (59.6%) obtained using pure [AMIM]Cl. OES pretreatment is a cost-effective and environmentally friendly technique for hydrolysis, because it 1) uses the less expensive OES instead of pure ionic liquids, 2) shortens dissolution time, 3) requires lower energy for stirring and transporting, and 4) is recyclable.
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?
The empirical Kamlet-Taft model and the quantum mechanical COSMO-RS model have been used most frequently to predict or explain the solubility of cellulose (and other biopolymers) in ionic liquids, while few literature data exist for Hansen solubility parameters of ionic liquids.
“The empirical Kamlet-Taft model 69c,d and the quantum mechanical COSMO-RS model 88 have been used most frequently to predict or explain the solubility of cellulose (and other biopolymers) in ionic liquids, while few literature data exist for Hansen solubility parameters of ionic liquids.89”
From Deconstruction of lignocellulosic biomass with ionic liquids (2013) · cites this paper as [88]
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
Colorimetric Method for Determination of Sugars and Related Substances
DuBois, M., Gilles, K. A., Hamilton, J. K., Rebers, P. A., & Smith, F. (1956) · Analytical Chemistry · doi:10.1021/ac60111a017 · Cited by 52,269 · see citing works
Features of promising technologies for pretreatment of lignocellulosic biomass
MOSIER, N. (2005) · Bioresource Technology · doi:10.1016/j.biortech.2004.06.025 · Cited by 6,251 · see citing works
Dissolution of Cellose with Ionic Liquids
Swatloski, R. P., Spear, S. K., Holbrey, J. D., & Rogers, R. D. (2002) · Journal of the American Chemical Society · doi:10.1021/ja025790m · Cited by 4,735 · see citing works
Pretreatments to enhance the digestibility of lignocellulosic biomass
Hendriks, A., & Zeeman, G. (2008) · Bioresource Technology · doi:10.1016/j.biortech.2008.05.027 · Cited by 3,803 · see citing works
Ionic Liquids and Their Interaction with Cellulose
Pinkert, A., Marsh, K. N., Pang, S., & Staiger, M. P. (2009) · Chemical Reviews · doi:10.1021/cr9001947 · Cited by 1,508 · see citing works
Zhang, H., Wu, J. L., Zhang, J., & He, J. (2005) · Macromolecules · doi:10.1021/ma0505676 · Cited by 1,437 · see citing works
Dissolution of Wood in Ionic Liquids
Kilpeläinen, I., Xie, H., King, A. W. T., Granström, M., Heikkinen, S., & Argyropoulos, D. S. (2007) · Journal of Agricultural and Food Chemistry · doi:10.1021/jf071692e · Cited by 943 · see citing works
Unconventional methods in cellulose functionalization
Heinze, T. J., & Liebert, T. F. (2001) · Progress in Polymer Science · doi:10.1016/s0079-6700(01)00022-3 · Cited by 893 · see citing works
Pretreatment of Lignocellulosic Materials for Efficient Bioethanol Production
Galbe, M., & Zacchi, G. (2007) · Springer eBooks · doi:10.1007/10_2007_070 · Cited by 832 · see citing works
High-throughput screening for ionic liquids dissolving (ligno-)cellulose
Zavrel, M., Bross, D., Funke, M., Büchs, J., & Spieß, A. C. (2009) · Bioresource Technology · doi:10.1016/j.biortech.2008.11.052 · Cited by 696 · see citing works
Homogeneous Acetylation of Cellulose in a New Ionic Liquid
Wu, J., Zhang, J., Zhang, H., He, J., Ren, Q., & Guo, M. (2004) · Biomacromolecules · doi:10.1021/bm034398d · Cited by 648 · see citing works
Dissolution and forming of cellulose with ionic liquids
Kosan, B., Michels, C., & Meister, F. (2008) · Cellulose · doi:10.1007/s10570-007-9160-x · Cited by 585 · see citing works
Gray, K. A., Zhao, L., & Emptage, M. H. (2006) · Current Opinion in Chemical Biology · doi:10.1016/j.cbpa.2006.02.035 · Cited by 578 · see citing works
Enhancement of cellulose saccharification kinetics using an ionic liquid pretreatment step
Dadi, A. P., Varanasi, S., & Schall, C. A. (2006) · Biotechnology and Bioengineering · doi:10.1002/bit.21047 · Cited by 574 · see citing works
Dissolution and Regeneration of Bombyx mori Silk Fibroin Using Ionic Liquids
Phillips, D. M., Drummy, L. F., Conrady, D. G., Fox, D. M., Naik, R. R., Stone, M. O., Trulove, P. C., Long, H. C. D., & Mantz, R. A. (2004) · Journal of the American Chemical Society · doi:10.1021/ja046079f · Cited by 479 · see citing works
Room temperature ionic liquids as emerging solvents for the pretreatment of lignocellulosic biomass
Mora‐Pale, M., Meli, L., Doherty, T. V., Linhardt, R. J., & Dordick, J. S. (2011) · Biotechnology and Bioengineering · doi:10.1002/bit.23108 · Cited by 384 · see citing works
Li, Q., He, Y.-C., Xian, M., Jun, G., Xu, X., Yang, J., & Li, L. (2009) · Bioresource Technology · doi:10.1016/j.biortech.2009.02.040 · Cited by 362 · see citing works
Instantaneous dissolution of cellulose in organic electrolyte solutions
Rinaldi, R. (2010) · Chemical Communications · doi:10.1039/c0cc02421j · Cited by 330 · see citing works
Ionic liquid solvent properties as predictors of lignocellulose pretreatment efficacy
Doherty, T. V., Mora‐Pale, M., Foley, S. E., Linhardt, R. J., & Dordick, J. S. (2010) · Green Chemistry · doi:10.1039/c0gc00206b · Cited by 324 · see citing works
Ionic liquid pretreatment of cellulosic biomass: Enzymatic hydrolysis and ionic liquid recycle
Shill, K., Padmanabhan, S., Xin, Q., Prausnitz, J. M., Clark, D. S., & Blanch, H. W. (2010) · Biotechnology and Bioengineering · doi:10.1002/bit.23014 · Cited by 315 · see citing works
Liu, C., & Wyman, C. E. (2005) · Bioresource Technology · doi:10.1016/j.biortech.2005.01.012 · Cited by 288 · see citing works
A hydrogen bond accepting (HBA) scale for anions, including room temperature ionic liquids
Lungwitz, R., & Spange, S. (2008) · New Journal of Chemistry · doi:10.1039/b714629a · Cited by 282 · see citing works
Enhancement of enzymatic saccharification of cellulose by cellulose dissolution pretreatments
Kuo, C., & Lee, C. (2008) · Carbohydrate Polymers · doi:10.1016/j.carbpol.2008.12.003 · Cited by 281 · see citing works
Viscosity–temperature correlation for liquids
Seeton, C. J. (2006) · Tribology Letters · doi:10.1007/s11249-006-9071-2 · Cited by 281 · see citing works
Structural modification of lignocellulosics by pretreatments to enhance enzymatic hydrolysis
Gharpuray, M. M., Lee, Y., & Fan, L. (1983) · Biotechnology and Bioengineering · doi:10.1002/bit.260250113 · Cited by 277 · see citing works
Zhang, Y.-H. P., & Lynd, L. R. (2005) · Biomacromolecules · doi:10.1021/bm049235j · Cited by 271 · see citing works
Hong, J., Ye, X., & Zhang, Y.-H. P. (2007) · Langmuir · doi:10.1021/la7025686 · Cited by 266 · see citing works
Microwave-assisted pretreatment of cellulose in ionic liquid for accelerated enzymatic hydrolysis
Ha, S. H., Mai, N. L., An, G., & Koo, Y. (2010) · Bioresource Technology · doi:10.1016/j.biortech.2010.07.108 · Cited by 170 · see citing works
Viscosity-Temperature Correlation for Liquids
Seeton, C. J. (2006) · doi:10.1115/ijtc2006-12139 · Cited by 153 · see citing works
Ionic Liquids - Classes and Properties
Handy, S. T. (2011) · InTech eBooks · doi:10.5772/853 · Cited by 123 · see citing works
Challenges for recycling ionic liquids by using pressure driven membrane processes
Haerens, K., Deuren, S. V., Matthijs, E., & der Bruggen, B. V. (2010) · Green Chemistry · doi:10.1039/c0gc00406e · Cited by 110 · see citing works
Use of ionic liquids for the efficient utilization of lignocellulosic materials
Zhu, S. (2008) · Journal of Chemical Technology & Biotechnology · doi:10.1002/jctb.1884 · Cited by 109 · see citing works
Li, Q., Jiang, X., He, Y.-C., Li, L., Xian, M., & Yang, J. (2010) · Applied Microbiology and Biotechnology · doi:10.1007/s00253-010-2484-8 · Cited by 101 · see citing works
Kinetic study on enzymatic hydrolysis of cellulose by cellulose from Trichoderma viride
Ohmine, K., Ooshima, H., & Harano, Y. (1983) · Biotechnology and Bioengineering · doi:10.1002/bit.260250813 · Cited by 94 · see citing works
Data and QSPR study for viscosity of imidazolium-based ionic liquids
Han, C. C., Yu, G., Lu, W. J., Zhao, D., Asumana, C., & Chen, X. (2010) · Fluid Phase Equilibria · doi:10.1016/j.fluid.2010.10.021 · Cited by 82 · see citing works
The dependence of pyrolysis behavior on the crystal state of cellulose
Zhang, J., Luo, J., Tong, D., Zhu, L., Dong, L., & Hu, C. (2009) · Carbohydrate Polymers · doi:10.1016/j.carbpol.2009.07.038 · Cited by 62 · see citing works
Ionic Liquids Recycling for Reuse
Samir, I. (2011) · InTech eBooks · doi:10.5772/23267 · Cited by 50 · see citing works
Boned, C., Zéberg‐Mikkelsen, C. K., Baylaucq, A., & Daugé, P. (2003) · Fluid Phase Equilibria · doi:10.1016/s0378-3812(03)00279-6 · Cited by 42 · see citing works
Enzymatic and alkaline treatments of hardwood dissolving pulp
Rahkamo, L., Viikari, L., Büchert, J., Paakkari, T., & Suortti, T. (1998) · Cellulose · doi:10.1023/a:1009268713757 · Cited by 35 · see citing works
Preparation of Cellulose Nanofibers/Nanoparticles via Electrospray
Sui, X., Yuan, J., Yuan, W., & Zhou, M. (2007) · Chemistry Letters · doi:10.1246/cl.2008.114 · Cited by 35 · see citing works
Ionic liquids: Physico-chemical, solvent properties and their applications in chemical processes
Singh, G., & Kumar, A. (2008) · INDIAN JOURNAL OF CHEMISTRY- SECTION A · Cited by 28 · see citing works
Flagged first, then by citations
3 of the 44 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- Gaylord Chemical Company Bulletin 101B: Dimethyl sulfoxide physical properties http://www.gaylordchemical.com/uploads/images/pdfs/literature/101B_english.pdf
Cited by
Sorted by citations
Deconstruction of lignocellulosic biomass with ionic liquids
Brandt, A., Gräsvik, J., Hallett, J. P., & Welton, T. (2013) · Green Chemistry · doi:10.1039/c2gc36364j · Cited by 1,557 · see citing works
A review on the pretreatment of lignocellulose for high-value chemicals
Chen, H., Liu, J., Chang, X., Chen, D., Xue, Y., Liu, P., Lin, H., & Han, S. (2017) · Fuel Processing Technology · doi:10.1016/j.fuproc.2016.12.007 · Cited by 739 · see citing works
Chemical Pretreatment Methods for the Production of Cellulosic Ethanol: Technologies and Innovations
Bensah, E. C., & Mensah, M. Y. (2013) · International Journal of Chemical Engineering · doi:10.1155/2013/719607 · Cited by 359 · see citing works
Solid acid mediated hydrolysis of biomass for producing biofuels
Guo, F., Fang, Z. Y., Xu, C. C., & Smith, R. L. (2012) · Progress in Energy and Combustion Science · doi:10.1016/j.pecs.2012.04.001 · Cited by 276 · see citing works
Self-citationGuo, F., Fang, Z. Y., & Zhou, T.-J. (2012) · Bioresource Technology · doi:10.1016/j.biortech.2012.02.108 · Cited by 178 · see citing works
Self-citationXia, S., Baker, G. A., Li, H., Ravula, S., & Zhao, H. (2013) · RSC Advances · doi:10.1039/c3ra46149a · Cited by 177 · see citing works
Sun, B., Zhang, M., Hou, Q., Liu, R., Wu, T., & Si, C. (2015) · Cellulose · doi:10.1007/s10570-015-0803-z · Cited by 151 · see citing works
Quantitative glucose release from softwood after pretreatment with low-cost ionic liquids
Gschwend, F. J. V., Chambon, C. L., Biedka, M., Brandt‐Talbot, A., Fennell, P. S., & Hallett, J. P. (2019) · Green Chemistry · doi:10.1039/c8gc02155d · Cited by 148 · see citing works
Cao, Y., Zhang, R., Cheng, T., Guo, J., Xian, M., & Liu, H. (2016) · Applied Microbiology and Biotechnology · doi:10.1007/s00253-016-8057-8 · Cited by 119 · see citing works
One-pot synthesis of levulinic acid from cellulose in ionic liquids
Shen, Y., Sun, J., Yi, Y., Wang, B., Xu, F., & Sun, R.-C. (2015) · Bioresource Technology · doi:10.1016/j.biortech.2015.05.080 · Cited by 102 · see citing works
Peng, H., Li, H., Luo, H., & Xu, J. H. (2012) · Bioresource Technology · doi:10.1016/j.biortech.2012.10.167 · Cited by 99 · see citing works
Meng, X., Sun, Q., Kosa, M., Huang, F., Pu, Y., & Ragauskas, A. J. (2016) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.6b00603 · Cited by 91 · see citing works
Li, H., Zhang, Q., Liu, X., Chang, F., Hu, D., Zhang, Y., Xue, W., & Yang, S. (2013) · RSC Advances · doi:10.1039/c3ra23387a · Cited by 69 · see citing works
Peng, H., Chen, H., Qu, Y., Li, H., & Xu, J. H. (2014) · Applied Energy · doi:10.1016/j.apenergy.2013.12.002 · Cited by 64 · see citing works
Ionic liquid mediated technology for synthesis of cellulose acetates using different co-solvents
Jogunola, O., Eta, V., Hedenström, M., Sundman, O., Salmi, T., & Mikkola, J. (2015) · Carbohydrate Polymers · doi:10.1016/j.carbpol.2015.08.092 · Cited by 63 · see citing works
Wu, L., Lee, S. H., & Endo, T. (2013) · Bioresource Technology · doi:10.1016/j.biortech.2013.04.072 · Cited by 57 · see citing works
Wu, H., Wang, B., Li, T., Wu, Y., Yang, R., Gao, H., & Nie, Y. (2023) · Journal of Molecular Liquids · doi:10.1016/j.molliq.2023.122757 · Cited by 41 · see citing works
Jiang, L., Fang, Z. Y., Li, X., & Luo, J. L. (2013) · AMB Express · doi:10.1186/2191-0855-3-48 · Cited by 35 · see citing works
Self-citationJiang, W., Chang, S., Qu, Y., Zhang, Z., & Xu, J. H. (2016) · Bioresource Technology · doi:10.1016/j.biortech.2016.08.087 · Cited by 33 · see citing works
de la Rosa, S. M., Campos‐Martín, J. M., & Fierro, J. L. G. (2014) · ChemSusChem · doi:10.1002/cssc.201402466 · Cited by 32 · see citing works
Li, T., Fang, Q., Chen, H., Qi, F., Ou, X., Zhao, X., & Liu, D. (2017) · RSC Advances · doi:10.1039/c6ra28509k · Cited by 32 · see citing works
Cellulase immobilized on mesoporous biochar synthesized by ionothermal carbonization of cellulose
Zhu, C., Fang, Z. Y., Su, T., Li, X., & Liu, Q. (2018) · Cellulose · doi:10.1007/s10570-018-1704-8 · Cited by 26 · see citing works
Self-citationLiu, Q., Ou, X., Li, L., Wang, X., Wen, J., Zhou, Y., & Yan, F. (2022) · Journal of Materials Chemistry A · doi:10.1039/d2ta02197h · Cited by 22 · see citing works
Zhang, X., Zhao, W., Li, Y., Li, C., Yuan, Q., & Cheng, G. (2016) · RSC Advances · doi:10.1039/c6ra14206k · Cited by 20 · see citing works
Kłapiszewski, Ł., Szalaty, T. J., Kurc, B., Stanisz, M., Zawadzki, B., Skrzypczak, A., & Jesionowski, T. (2018) · ChemPlusChem · doi:10.1002/cplu.201800123 · Cited by 19 · see citing works
Ungurean, M., Csanádi, Z., Gubicza, L., & Péter, F. (2014) · BioResources · doi:10.15376/biores.9.4.6100-6116 · Cited by 18 · see citing works
Tian, X., Rehmann, L., Xu, C. C., & Fang, Z. Y. (2016) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.6b00328 · Cited by 18 · see citing works
Self-citationCheng, D., An, X., Zhang, J., Tian, X., He, Z., Wen, Y., & Ni, Y. (2017) · Cellulose · doi:10.1007/s10570-017-1215-z · Cited by 18 · see citing works
Self-citationSun, X., Sun, X., & Zhang, F. (2016) · RSC Advances · doi:10.1039/c6ra22055j · Cited by 18 · see citing works
Self-citationQi, G., Xiong, L., Wang, B., Lin, X., Zhang, H., Li, H., Huang, C., Chen, X., Wang, C., & Chen, X. (2016) · Applied Biochemistry and Biotechnology · doi:10.1007/s12010-016-2206-5 · Cited by 15 · see citing works
Hu, Q., Gao, X., Zhang, H., Si, T., Tang, X., & Peng, L. (2023) · Chemical Engineering Journal · doi:10.1016/j.cej.2023.146603 · Cited by 11 · see citing works
Bioconversion of Cotton Gin Waste to Bioethanol
Sahu, S., & Pramanik, K. (2015) · Soil biology · doi:10.1007/978-3-319-19018-1_14 · Cited by 11 · see citing works
Kuntapa, M., Sudaprasert, K., & Tachaapaikoon, C. (2021) · Biomass Conversion and Biorefinery · doi:10.1007/s13399-021-01702-8 · Cited by 9 · see citing works
Tight control of cellulose depolymerization towards glucose in organic electrolyte solutions
Iglesias, J., Melero, J. A., Paniagua, M., Andreola, M. T., & Barragán, E. (2014) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2014.01.003 · Cited by 4 · see citing works
Liu, J., Xia, W., Yan, X., Zhao, L., & Pei, J. (2024) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.4c02953 · Cited by 2 · see citing works
Xiao, K., Zhou, W., Geng, M., Wei, F., Wang, Y., Xiao, N., Zhu, D., Zhu, F., & Liu, G. (2018) · BioResources · doi:10.15376/biores.13.3.4897-4915 · Cited by 2 · see citing works
SYNTHESIS OF TRIACETIN FROM GLYCEROL
Heng, W. (2015) · Cited by 2 · see citing works
Conference Report: World Congress of Bioenergy, 2012: renewable energy for sustainability
Long, Y., & Fang, Z. Y. (2012) · Biofuels · doi:10.4155/bfs.12.37 · Cited by 2 · see citing works
Self-citationLiu, J., Xia, W., Zhao, L., & Pei, J. (2025) · Journal of Agricultural and Food Chemistry · doi:10.1021/acs.jafc.4c05552 · Cited by 1 · see citing works
Tian, X., Fang, Z. Y., & Xu, C. C. (2013) · Green energy and technology · doi:10.1007/978-3-642-32735-3_14 · Cited by 1 · see citing works
Self-citationNMR studies of cellulose dissolution in ionic liquids
Radhi, A. (2014) · White Rose eTheses Online (University of Leeds, The University of Sheffield, University of York) · Cited by 1 · see citing works
Yang, J., Yang, S., Li, Y., Fang, Z., He, W., Guo, K., & Lu, X. (2026) · Carbohydrate Polymers · doi:10.1016/j.carbpol.2026.125430
Self-citationInnovative Utilization of Bamboo for High-Yield Vitexin Production: Strategies and Optimization
Guo, L., Yan, X., Xia, W., Zhao, L., & Pei, J. (2026) · Journal of Agricultural and Food Chemistry · doi:10.1021/acs.jafc.6c02043
Kuntapa, M., Tachaapaikoon, C., Ninduangdee, P., & Sudaprasert, K. (2026) · Applied Biochemistry and Biotechnology · doi:10.1007/s12010-026-05896-3
- Authors
- Tian, X.-F., Fang, Z., Jiang, D., & Sun, X.-Y.
- Affiliations
- Chinese Academy of Sciences (CN)
- University of Science and Technology of China (CN)
- Corresponding author
- Fang, Zhen
- ORCID
- Venue
- Biotechnology for Biofuels
- Published
- 2011-11-19
- Volume
- 4
- Issue
- 1
- Pages
- 53-53
- ISSN
- 1754-6834 (ISSN-L)
- PMC
- PMC3305895
- OpenAlex
- W2161417400
- Cited by
- 44
- References
- 44
- Citations by year
- 2026: 3 · 2025: 1 · 2024: 1 · 2023: 2 · 2022: 1 · 2021: 1 · 2019: 1 · 2018: 3 · 2017: 3 · 2016: 7 · 2015: 5 · 2014: 5 · 2013: 6 · 2012: 5
- FWCI
- 3.03
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Biotechnology for Biofuels (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Chinese Academy of Sciences (KSCX2-YW-G-075)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Biofuel production and bioconversion
- Physical Sciences › Materials Science › Biomaterials › Advanced Cellulose Research Studies
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Enzyme Catalysis and Immobilization
- Keywords
- microcrystalline cellulose, cellulose pretreatment, enzymatic hydrolysis, ionic liquids, 1-allyl-3-methylimidazolium chloride, dimethyl sulfoxide, organic electrolyte solutions, cellulose dissolution, cellulose crystallinity, glucose yield, cellulose regeneration, lignocellulosic biomass
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