Evaluation on the Mechanical Properties of Ground Granulated Blast Slag (GGBS) and Fly Ash Stabilized Soil via Geopolymer Process
Open accessAbstract
This study intended to address the problem of damaged (collapsed, cracked and decreased soil strength) road pavement structure built on clay soil due to clay soil properties such as low shear strength, high soil compressibility, low soil permeability, low soil strength, and high soil plasticity. Previous research reported that ground granulated blast slag (GGBS) and fly ash can be used for clay soil stabilizations, but the results of past research indicate that the road pavement construction standards remained unfulfilled, especially in terms of clay’s subgrade soil. Due to this reason, this study is carried out to further investigate soil stabilization using GGBS and fly ash-based geopolymer processes. This study investigates the effects of GGBS and ratios of fly ash (solid) to alkaline activator (liquid) of 1:1, 1.5:1, 2:1, 2.5:1, and 3:1, cured for 1 and 7 days. The molarity of sodium hydroxide (NaOH) and the ratio of sodium silicate (Na2SiO3) to sodium hydroxide (NaOH) was fixed at 10 molar and 2.0 weight ratio. The mechanical properties of the soil stabilization based geopolymer process were tested using an unconfined compression test, while the characterization of soil stabilization was investigated using the plastic limit test, liquid limit test, scanning electron microscopy (SEM), X-ray diffraction (XRD), and Fourier transform infrared spectroscopy (FTIR). The results showed that the highest strength obtained was 3.15 MPA with a GGBS to alkaline activator ratio of 1.5 and Na2SiO3 to NaOH ratio of 2.0 at 7 days curing time. These findings are useful in enhancing knowledge in the field of soil stabilization-based geopolymer, especially for applications in pavement construction. In addition, it can be used as a reference for academicians, civil engineers, and geotechnical engineers.
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?
A sodium silicate (Na2SiO3)/sodium hydroxide (NaOH) ratio of 2.0 in soil stabilization using fly-ash-based geopolymer shows the best performance.
“This is supported by multiple another study, which also found that sodium silicate (Na2SiO3)/sodium hydroxide (NaOH) ratio at 2.0 in soil stabilization using fly-ash-based geopolymer process shows the best performance [51,74].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
The Abstract reports that the highest-strength mixture used a Na2SiO3/NaOH ratio of 2.0. But that ratio was held fixed throughout this study, so the paper does not establish that 2.0 performs better than other Na2SiO3/NaOH ratios. The Conclusions call for further investigation of different ratios. (LLM, conf=0.87)
Experimental — accuracy not yet measured10 M NaOH solution is suitable for Class F and Class C fly-ash-based geopolymer.
“The researcher found that 10 M NaOH solution is suitable for Class F and Class C fly-ash-based geopolymer, respectively [51,74,101,107,108].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
The Method section (2.3; page unavailable) says the study used 10 M NaOH in an activator blended with sodium silicate, and Raw Materials Characterization (3.1.2; page unavailable) identifies its fly ash as Class C. This supports use of 10 M NaOH with Class C fly ash in the tested soil-stabilization mixture, but the paper does not establish its suitability for Class F fly ash or as a NaOH solution used alone. (LLM, conf=0.87)
Experimental — accuracy not yet measuredThe molarity of NaOH solution significantly affects the workability, geopolymerization reaction, and strength development of the final product.
“The molarity of NaOH solution is reported to significantly affect the workability, geopolymerization reaction, and strength development of the final product [74,87,102,103].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
The Methods section (2.3; page not available) says NaOH contributes to geopolymer-forming reactions and reports a prior finding that 10 M NaOH, at a specified activator ratio, gave optimum compressive strength. But this study held NaOH molarity fixed at 10 M; its workability finding concerns the solid-to-liquid ratio, not NaOH molarity. The cited paper therefore does not establish the claimed effect of molarity on workability or reaction rate. (LLM, conf=0.84)
Experimental — accuracy not yet measuredNaOH solution contains and provides hydroxide ion (OH-) and sodium ion (Na+), mainly responsible for the dissolution of aluminosilicate source materials and the polymerization process of geopolymer.
“It contains and provides hydroxide ion (OH-) and sodium ion (Na+), mainly responsible for the dissolution of aluminosilicate source materials and the polymerization process of geopolymer [74,78,82,83,99,100,101].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
The Introduction says alkaline solutions including NaOH are used to dissolve Si and Al, and §2.3 says NaOH contributes to their reaction and formation of a solid polymer bond (page numbers unavailable). The copy does not specifically identify OH− and Na+ as the ions responsible for dissolution and polymerization. (LLM, conf=0.84)
Experimental — accuracy not yet measuredUsing NaOH solution in geopolymer synthesis causes low strength development if the molarity used is too high or too low.
“The obstacle of using NaOH solution in the geopolymer synthesis is the low strength development if the molarity used is too high or too low [71,72,74,80,92,94].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
The Method section reports that 10 M NaOH was chosen based on a cited study finding optimum compressive strength at that concentration and a specified solution ratio. The paper kept NaOH molarity fixed; its Conclusions call for further study of different molarities. It does not establish that both excessively high and excessively low molarity cause low strength. (LLM, conf=0.76)
Experimental — accuracy not yet measured
In soil stabilization-based geopolymer, fly ash Class C and GGBFS are used as primary source material containing mostly high content in Si and Al that dissolve in alkali solution for geopolymerization.
“Commonly, in soil stabilization-based geopolymer, fly ash Class C and GGBFS are used as the primary source material containing mostly high content in silica (Si) and alumina (Al) that dissolve in alkali solution for geopolymerization in soil stabilization application [51,65,72,73,74].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
The concentration of sodium hydroxide (NaOH) solution is a critical parameter that influences the geopolymer's properties.
“The concentration of sodium hydroxide (NaOH) solution is a critical parameter that influences the geopolymer’s properties.”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
A strong alkali is needed to partially or entirely dissolve the silica and alumina available in the source materials.
“According to Malkawi et al. [105], a strong alkali is needed due to the alkali activator’s function, which is required to partially or entirely dissolve the silica and alumina available in the source materials as explained in details in the polymerization mechanism [74,78,101,106].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
At this S/L ratio, liquid content was negligible compared to solid content.
“At this solid-to-liquid (S/L) ratio, the liquid content was negligible in comparison to the solid content [51,74].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
Crucial factors influencing properties of geopolymer include solid-to-liquid ratio, sodium hydroxide molarity, and sodium silicate/sodium hydroxide ratio.
“A few crucial factors influencing the properties of geopolymer so as to contribute to achieving a good mix of design and formulation of geopolymer include solid-to-liquid (S/L) ratio, sodium hydroxide molarity, and sodium silicate (Na2SiO3)/sodium hydroxide (NaOH) ratio [51,74,92,93,94].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
As solid-to-liquid ratio rose, geopolymers sample became less homogeneous due to limited amount of alkali activator.
“As the solid-to-liquid ratio rose, the geopolymers sample became less homogeneous due to the limited amount of alkali activator [48,51,72,74,78,93,94,98].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
Higher sodium silicate (Na2SiO3)/sodium hydroxide (NaOH) ratios lower the workability and strength of the mixture.
“However, higher sodium silicate (Na2SiO3)/sodium hydroxide (NaOH) ratios are encouraged to be studied for geopolymer systems due to commercial and marketing interest, lowering the workability and strength of the mixture [51,74,78,102,103,109,110].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
The Method section says the NaOH-to-Na2SiO3 ratio was fixed, so the study does not establish how changing that ratio affects workability or strength. The Results section reports lower workability and strength at higher solid-to-liquid (S/L) ratios, which is a different ratio. The Conclusions call for further study of the Na2SiO3/NaOH ratio rather than stating the claimed effect; the provided copy gives no page numbers. (LLM, conf=0.76)
Experimental — accuracy not yet measuredThis is due to high degree of supersaturation of aluminosilicate phase, producing less connected geopolymer structure.
“This is due to the high degree of supersaturation of the aluminosilicate phase, so as to produce a less connected geopolymer structure [51,74].”
From Potential of Soil Stabilization Using Ground Granulated Blast Furnace Slag (GGBFS) and Fly Ash via Geopolymerization Method: A Review (2022) · cites this paper as [74]
Section 3.5 (Morphology Analysis; page unavailable) describes a less dense, non-homogeneous geopolymer matrix, but does not attribute it to supersaturation. Searches for “supersaturation” and “less connected structure” found no passage in our copy establishing the claimed mechanism. (LLM, conf=0.73)
Experimental — accuracy not yet measured
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
No references could be resolved yet.
Research works printed but not linked: 45
- [1]Davidson E.A. Verchot L.V. Cattanio J.H. Ackerman I.L. Carvalho J.E.M. Effects of soil water content on soil respiration in forests and cattle pastures of Eastern Amazonia Biogeochemistry 2000 48 53 69 10.1023/A:1006204113917 · DOI
- [2]Eberwein J.R. Oikawa P.Y. Allsman L.A. Jenerette G.D. Carbon availability regulates soil respiration response to nitrogen and temperature Soil Biol. Biochem. 2015 88 158 164 10.1016/j.soilbio.2015.05.014 · DOI
- [3]Yin C. Zhang W. Jiang X. Huang Z. Effects of initial water content on microstructure and mechanical properties of lean clay soil stabilized by compound calcium-based stabilizer Materials 2018 11 1933 10.3390/ma11101933 30309048 PMC6212894 · DOI
- [4]Shen J. Xu Y. Chen J. Wang Y. Study on the stabilization of a new type of waste solidifying agent for soft soil Materials 2019 12 826 10.3390/ma12050826 PMC6427296 30862095 · DOI
- [5]José Luis P. Roberto T. Miguel C. Adrián R. Erick G. Evaluation of the improvement effect of limestone powder waste in the stabilization of swelling clayey soil Sustainability 2019 11 679 10.3390/su11030679 · DOI
- [6]Khan T.A. Taha M.R. Khan M.M. Shah S.A.R. Aslam M.A. Waqar A. Khan A.R. Waseem M. Strength and volume change characteristics of clayey soils: Performance evaluation of enzymes Minerals 2020 10 52 10.3390/min10010052 · DOI
- [7]Di Marta S. Di Bruno B. Fratalocchi E. Länsivaara T. Lime treatment of a soft sensitive clay: A sustainable reuse option Geoscience 2020 10 182 10.3390/geosciences10050182 · DOI
- [8]Vuki’cevi’c M. Marjanovi´c M. Pujevi´c V. Jockovi´c S. The alternatives to traditional materials for subsoil stabilization and embankments Materials 2019 12 3018 10.3390/ma12183018 PMC6766319 31540353 · DOI
- [9]Tiwari N. Satyam N. Experimental study on the influence of polypropylene fiber on the swelling pressure expansion attributes of silica fume stabilized clayey soil Geosciences 2019 9 377 10.3390/geosciences9090377 · DOI
- [10]She J. Lu Z. Yao H. Fang R. Xian S. Experimental study on the swelling behaviour of expansive soil at different depths under unidirectional seepage Appl. Sci. 2019 9 1233 10.3390/app9061233 · DOI
- [11]Emarah D.A. Safwat A.S. Swelling soils treatment using lime and sea water for roads construction Alex. Eng. J. 2018 57 2357 2365 10.1016/j.aej.2017.08.009 · DOI
- [12]Long Z. Cheng Y. Yang G. Study on triaxial creep test and constitutive model of compacted red clay Int. J. Civ. Eng. 2021 19 517 531 10.1007/s40999-020-00572-x · DOI
- [13]Jeff B. Khademi F. Research papers expansive soil: Causes and treatments Manag. J. Civ. Eng. 2018 6 3 10.26634/jce.6.3.8083 · DOI
- [14]Phummiphan I. Horpibulsuk S. Rachan R. Arulrajah A. Shen S.L. Chindaprasirt P. Corrigendum to “High calcium fly ash geopolymer stabilized lateritic soil and granulated blast furnace slag blends as a pavement base material” J. Hazard. Mater. 2021 412 125205 10.1016/j.jhazmat.2021.125205 33516116 · DOI
- [15]Alam S. Das S.K. Rao H. Strength and durability characteristic of alkali activated GGBS stabilized red mud as geo-material Constr. Build. Mater. 2019 211 932 942 10.1016/j.conbuildmat.2019.03.261 · DOI · Paper page
- [16]Martins A.C.P. Carvalho J.M.F. Costa L.C.B. Andrade H.D. Melo T.V. Ribeiro J.C.L. Pedroti L.G. Peixoto R.A.F. Steel slags in cement-based composites: An ultimate review on characterization, applications and performance Constr. Build. Mater. 2021 291 123265 10.1016/j.conbuildmat.2021.123265 · DOI
- [17]Salimi M. Ghorbani A. Mechanical and compressibility characteristics of a soft clay stabilized by slag-based mixtures and geopolymers Appl. Clay Sci. 2020 184 105390 10.1016/j.clay.2019.105390 · DOI
- [18]Sharman A.K. Sivapullaiah P.V. Ground granulated blast furnace slag amended fly ash as an expansive soil stabilizer Soils Found. 2016 56 205 212 10.1016/j.sandf.2016.02.004 · DOI · Paper page
- [22]Thomas A. Tripathi R.K. Yadu L.K. A laboratory investigation of soil stabilization using enzyme and alkali-activated ground granulated blast-furnace slag J. Sci. Eng. 2018 43 5193 5202 10.1007/s13369-017-3033-x · DOI · Paper page
- [23]Tigue A.A.S. April A.S. Roy A.J. Malenab R.A.J. Chemical stability and leaching behavior of one-part geopolymer from soil and coal fly ash mixtures Minerals 2018 8 411 10.3390/min8090411 · DOI · Paper page
- [24]Canakci H. Güllü H. Alhashemy A. Performances of using geopolymers made with various stabilizers for deep mixing Materials 2019 12 2542 10.3390/ma12162542 PMC6721069 31405008 · DOI
- [25]Singhi B. Laskar A.I. Ahmed A. Investigation on soil–geopolymer with slag, fly ash, and their blending Arab. J. Sci. Eng. 2016 41 393 400 10.1007/s13369-015-1677-y · DOI · Paper page
- [26]Zaliha S.Z.S. Al Bakri A.M.M. Kamarudin H. Fauziah A. Characterization of soils as potential raw materials for soil stabilization application using geopolymerization method Mater. Sci. Forum 2015 803 135 143 10.4028/www.scientific.net/MSF.803.135 · DOI · Paper page
- [27]Tigue A.A.S. April A.S. Jonathan R.D. Synthesis of a one-part geopolymer system for soil stabilizer using fly ash and volcanic ash MATEC Web Conf. 2018 5 05017 10.1051/matecconf/201815605017 · DOI · Paper page
- [28]Wong B.Y.F. Kwong S.W. Ignatius R.K.P. A review on geopolymerisation in soil stabilization Mater. Sci. Eng. 2019 495 012070 10.1088/1757-899X/495/1/012070 · DOI
- [30]Candamano S. Sgambitterra E. Lamuta C. Pagnotta L. Sudip C. Crea F. Graphene nanoplatelets in geopolymeric systems: A new dimention of Nanocomposites Mater. Lett. 2018 236 550 553 10.1016/j.matlet.2018.11.022 · DOI
- [31]Abdullah M.S. Fauziah A. Effect of alkaline activator to fly ash ratio for geopolymer stabilized soil MATEC Web Conf. 2017 97 01021 10.1051/matecconf/20179701012 · DOI · Paper page
- [36]Saputra O.R. Wardhono A. The effect of NaOH variation on Na2SiO3 on the press value of dry geopolymer mortar dry mixing method on fly ash ratio condition to 5:1 activator J. Unesa 2019 2 1
- [41]Fernandez Jimenez A. Puertas F. The alkali-silica reaction in alkali-activated granulated slag mortars with reactive aggregate Cem. Concr. Res. 2002 32 1019 1024 10.1016/S0008-8846(01)00745-1 · DOI
- [42]Lee W.H. Cheng T.W. Lin K.Y. Lin K.L. Wu C.C. Tsai C.T. Geopolymer Technologies for Stabilization of Basic Oxygen Furnace Slags and Sustainable Application as Construction Materials Sustainability 2020 12 5002 10.3390/su12125002 · DOI
- [44]Azad N.M. Samarakoon S.M.S.M.K. Utilization of Industrial By-Products/Waste to Manufacture Geopolymer Cement/Concrete Sustainability 2021 13 873 10.3390/su13020873 · DOI
- [45]Davidovits J. Geopolymer Cement a Review Geopolymer Science and Technics Publisher Saint-Quentin, France 2013 11p
- [46]Timakul P. Thanaphatwetphisit K. Angkavattana P. Effect silica to alumina ratio on the compressive strength of class c fly ash based geopolymers Eng. Mater. 2015 659 80 84 10.4028/www.scientific.net/KEM.659.80 · DOI
- [47]Abdila S.R. Abdullah M.M.A.B. Tahir M.F.M. Ahmad R. Syafwandi Isradi M. Characterization of fly ash and ground granulated blast slag for soil stabilization application using geopolymerization method Mater. Sci. Eng. 2020 864 012013 10.1088/1757-899X/864/1/012013 · DOI
- [48]Provis J.L. Alkali-activated materials Cem. Concr. Res. 2017 9 40 48 10.1016/j.cemconres.2017.02.009 · DOI · Paper page
- [49]Coppola L. Coffetti D. Crotti E. Candamano S. Crea F. Gazzaniga G. Pastore T. The combined use of admixtures for shrinkage reduction in one-part alkali activated slag-based mortars and pastes Constr. Build. Mater. 2020 248 118682 10.1016/j.conbuildmat.2020.118682 · DOI
- [50]Aziz I.H. Abdullah M.M.A.B. Mohd Salleh M.A.A. Azimi E.A. Chaiprapa J. Sandu A.V. Strength development of solely ground granulated blast furnace slag geopolymers Constr. Build. Mater. 2020 250 118720 10.1016/j.conbuildmat.2020.118720 · DOI
- [51]Aziz I.H. Abdullah M.M.A.B. Heah C.Y. Liew Y.M. Behaviour changes of ground granulated blast furnace slag geopolymers at high temperature Adv. Cem. Res. 2018 465 475 10.1680/jadcr.18.00162 · DOI · Paper page
- [52]Parhi P.S. Garanayak L. Mahamaya M. Das S.K. Stabilization of Expansive Soils Using Alkali Activated Fly Ash Handbook of Advances in Characterization and Analysis of Expansive Soils and Rocks Springer Berlin/Heidelberg, Germany 2018 9783319619316
- [53]Sargent P. Geopolymer Handbook of Alkali-Activated Cements, Mortars and Concretes the Development of Alkali-Activated Mixtures for Soil Stabilisation Woodhead Publishing Limited Cambridge, UK 2014 9781782422761
- [56]Aziz I.H. Zulkifly K. Sakkas K. Panias D. Tsaousi G.M. Bakri M.M.A.A. Heah Cheng Y. The characterization of steel slag by alkali activation OALib J. 2017 4 1 10.4236/oalib.1103816 · DOI · Paper page
- [57]Tajdini M. Hajialilue B.M. Golmohamadi S. An experimental investigation on effect of adding natural and synthetic fibres on mechanical and behavioural parameters of soil–cement materials Int. J. Civ. Eng. 2018 16 353 370 10.1007/s40999-016-0118-y · DOI
- [58]Latifi N. Ahmad Safuan A.R. Aminaton M. Mahmood M.T. Effect of magnesium chloride solution on the physico-chemical characteristics of tropical peat Environ. Earth Sci. 2016 75 220 10.1007/s12665-015-4788-6 · DOI
- [59]Arioz E. Arioz Ö. Koçkar Ö.M. The effect of curing conditions on the properties of geopolymer samples Int. J. Chem. Eng. 2013 4 423 426 10.7763/IJCEA.2013.V4.339 · DOI
- [60]Sedira N. João C.-G. Alkali-activated binders based on tungsten mining waste and electric-arc-furnace slag: Compressive strength and microstructure properties CivilEng 2020 1 10 10.3390/civileng1020010 · DOI
Cited by
Sorted by citations
Abdila, S. R., Abdullah, M. M. A. B., Ahmad, R., Burduhos Nergis, D. D., Rahim, S. Z. A., Omar, M. F., Sandu, A. V., Vizureanu, P., & Syafwandi (2022) · Materials · doi:10.3390/ma15010375 · Cited by 140 · see citing works
Self-citation
- Authors
- Abdila, S. R., Abdullah, M. M. A. B., Ahmad, R., Rahim, S. Z. A., Rychta, M., Wnuk, I., Nabiałek, M., Muskalski, K., Tahir, M. F. M., Syafwandi, Isradi, M., & Gucwa, M.
- Affiliations
- Universiti Malaysia Perlis (MY)
- Częstochowa University of Technology (PL)
- Mercu Buana University (ID)
- Corresponding author
- Abdila, Syafiadi Rizki
- Abdullah, Mohd Mustafa Al Bakri
- ORCID
- Venue
- Materials
- Publisher
- MDPI AG
- Published
- 2021-05-26
- Volume
- 14
- Issue
- 11
- Pages
- 2833
- ISSN
- 1996-1944 (ISSN-L)
- PMC
- PMC8198223
- OpenAlex
- W3163998955
- Cited by
- 102
- References
- 0
- Citations by year
- 2026: 22 · 2025: 22 · 2024: 20 · 2023: 21 · 2022: 14 · 2021: 3
- FWCI
- 7.50
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Materials (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Physical Sciences › Engineering › Civil and Structural Engineering › Geotechnical Engineering and Soil Stabilization
- Physical Sciences › Engineering › Civil and Structural Engineering › Concrete and Cement Materials Research
- Physical Sciences › Engineering › Civil and Structural Engineering › Geotechnical and construction materials studies
- Keywords
- ground granulated blast furnace slag, fly ash, geopolymer, soil stabilization, clay soil, road subgrade, alkaline activator, sodium silicate to sodium hydroxide ratio, curing time, unconfined compressive strength, plastic limit, liquid limit
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