Robustness and Information Transfer within IL-6-induced JAK/STAT Signalling
Open accessAbstract
Cellular communication via intracellular signalling pathways is crucial. Expression and activation of signalling proteins is heterogenous between isogenic cells of the same cell-type. However, mechanisms evolved to enable sufficient communication and to ensure cellular functions. We use information theory to clarify mechanisms facilitating IL-6-induced JAK/STAT signalling despite cell-to-cell variability. We show that different mechanisms enabling robustness against variability complement each other. Early STAT3 activation is robust as long as cytokine concentrations are low. Robustness at high cytokine concentrations is ensured by high STAT3 expression or serine phosphorylation. Later the feedback-inhibitor SOCS3 increases robustness. Channel Capacity of JAK/STAT signalling is limited by cell-to-cell variability in STAT3 expression and is affected by the same mechanisms governing robustness. Increasing STAT3 amount increases Channel Capacity and robustness, whereas increasing STAT3 tyrosine phosphorylation reduces robustness but increases Channel Capacity. In summary, we elucidate mechanisms preventing dysregulated signalling by enabling reliable JAK/STAT signalling despite cell-to-cell heterogeneity.
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?
With increasing Hy-IL-6 amounts, MI is significantly increased compared to unstimulated MEF wt cells.
“With increasing Hy-IL-6 amounts resulting in stronger phosphorylation of STAT3 (Fig. 2b), MI is significantly increased compared to MI in unstimulated MEF wt cells (Fig. 3d, e, blue boxes and *) [20].”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
The Results section (‘STAT3-Y705 phosphorylation is robust for weak stimuli’; page unavailable) says mutual information in MEF cells increases with increasing Hy-IL-6 dose until it plateaus. Our copy does not report a statistical comparison with unstimulated MEF cells, so it does not establish the claimed significant increase relative to that baseline. (LLM, conf=0.84)
Experimental — accuracy not yet measuredRobustness of late IL-6-induced JAK/STAT signalling is achieved by expression of SOCS3.
“Robustness of late JAK/STAT signalling is achieved by expression of SOCS3.”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
SOCS3 increases robustness of STAT3-Y705 phosphorylation while reducing Channel Capacity of late JAK/STAT signalling.
“While it increases robustness of STAT3-Y705 phosphorylation it reduces Channel Capacity of late JAK/STAT signalling [20].”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
When SOCS3 is expressed, it reduces STAT3 phosphorylation and increases robustness.
“When SOCS3 is expressed it reduces STAT3 phosphorylation and increases robustness [20] while SHP2 no longer contributes to robustness.”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
Early JAK/STAT signalling is robust as long as STAT3 phosphorylation is low and STAT3 expression is high.
“Early JAK/STAT signalling is robust as long as STAT3 phosphorylation is low (e.g. because of low cytokine concentration) and STAT3 expression is high.”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
STAT3 expression is heterogeneous within the MEF wt cell population.
“As shown earlier [20] single cell flow cytometry analyses of STAT3 reveal considerable differences in STAT3 expression within the MEF wt cell population, indicating that individual cells differ strongly in respect to STAT3 protein expression (Fig. 2a).”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
Information transfer through the JAK/STAT pathway is strongly reduced at late timepoints, which reflects reduced activation of STAT3 at late time points.
“As shown earlier [20] information transfer through the JAK/STAT pathway is strongly reduced at late timepoints, which reflects reduced activation of STAT3 at late time points.”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
This seems to complement the function of SOCS3, which controls robustness of late IL-6-induced STAT3 activation.
“This seems to complement the function of SOCS3, which controls robustness of late IL-6-induced STAT3 activation [20].”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
Channel Capacity of IL-6-induced JAK/STAT signalling is restricted by heterogeneity of STAT3 expression and at late time points by expression of SOCS3.
“Channel Capacity of IL-6-induced JAK/STAT signalling in general is restricted by heterogeneity of STAT3 expression and in particular at late time points by expression of SOCS3 [20].”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
Serin phosphorylation contributes to reduction of STAT3 Y705 phosphorylation, thereby increasing robustness of STAT3 Y705 phosphorylation to varying STAT3 expression.
“Serin phosphorylation contributes to reduction of STAT3 Y705 phosphorylation [46], thereby increasing robustness of STAT3 Y705 phosphorylation to varying STAT3 expression [20].”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
Mechanisms that reduce IL-6-induced STAT3-Y705 phosphorylation such as expression of SOCS3 and STAT3-S727 phosphorylation increase robustness of signalling against varying STAT3 expression but reduce the amount of information transferred through IL-6-induced JAK/STAT signalling.
“Mechanisms that reduce IL-6-induced STAT3-Y705 phosphorylation such as expression of SOCS3 and STAT3-S727 phosphorylation on the one hand increase robustness of signalling against varying STAT3 expression. On the other hand, these mechanisms reduce the amount of information transferred through IL-6-induced JAK/STAT signalling.”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
STAT3 expression and phosphorylation are highly heterogeneous in isogenic cell populations, and this heterogeneity affects robustness and information transfer of IL-6-induced JAK/STAT signalling.
“We have recently shown that both STAT3 expression and phosphorylation are highly heterogeneous in isogenic cell populations. This heterogeneity affects robustness and information transfer of IL-6-induced JAK/STAT signalling [20].”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
Channel Capacity of IL-6-induced JAK/STAT signalling is below 1 bit.
“We confirmed in this study, that Channel Capacity of IL-6-induced JAK/STAT signalling is below 1 bit (Fig. 6a) [20].”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
SOCS3 reduces Channel Capacity of IL-6-induced JAK/STAT signalling, while SHP2 increases it.
“While SOCS3 reduces Channel Capacity of IL-6-induced JAK/STAT signalling [20], SHP2 increases it (Fig. 6a).”
From The tyrosine phosphatase SHP2 increases robustness and information transfer within IL-6-induced JAK/STAT signalling (2021) · cites this paper as [20]
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
Principles of interleukin (IL)-6-type cytokine signalling and its regulation
HEINRICH, P. C., BEHRMANN, I., HAAN, S., HERMANNS, H. M., MÜLLER-NEWEN, G., & SCHAPER, F. (2003) · Biochemical Journal · doi:10.1042/bj20030407 · Cited by 3,272 · see citing works
Self-citationThe role of interleukin-6 signaling in nervous tissue
Rothaug, M., Becker-Pauly, C., & Rose-John, S. (2016) · Biochimica et Biophysica Acta (BBA) - Molecular Cell Research · doi:10.1016/j.bbamcr.2016.03.018 · Cited by 491 · see citing works
Interleukin-6 signalling: More than Jaks and STATs
Eulenfeld, R., Dittrich, A., Khouri, C., Müller, P. J., Mütze, B., Wolf, A., & Schaper, F. (2012) · European Journal of Cell Biology · doi:10.1016/j.ejcb.2011.09.010 · Cited by 171 · see citing works
Self-citationModel-driven experimental analysis of the function of SHP-2 in IL-6-induced Jak/STAT signaling
Dittrich, A., Quaiser, T., Khouri, C., Görtz, D., Mönnigmann, M., & Schaper, F. (2012) · Molecular BioSystems · doi:10.1039/c2mb05488d · Cited by 32 · see citing works
Self-citationSobotta, S., Raue, A., Huang, X., Vanlier, J., Jünger, A., Bohl, S., Albrecht, U., Hahnel, M. J., Wolf, S., Mueller, N. S., et al. (2017) · Frontiers in Physiology · doi:10.3389/fphys.2017.00775 · Cited by 28 · see citing works
Flagged first, then by citations
Research works printed but not linked: 47
- [1]Chalancon G Interplay between gene expression noise and regulatory network architecture Trends Genet. 2012 28 221 232 10.1016/j.tig.2012.01.006 22365642 PMC3340541 · DOI
- [2]Garbers C Heink S Korn T Rose-John S Interleukin-6: designing specific therapeutics for a complex cytokine Nat. Rev. Drug. Discov. 2018 17 395 412 10.1038/nrd.2018.45 29725131 · DOI · Paper page
- [3]Kamimura D Ishihara K Hirano T IL-6 signal transduction and its physiological roles: the signal orchestration model Rev. Physiol. Biochem. Pharmacol. 2003 149 1 38 12687404
- [5]Scheller J Chalaris A Schmidt-Arras D Rose-John S The pro- and anti-inflammatory properties of the cytokine interleukin-6 Biochim. Biophys. Acta 2011 1813 878 888 10.1016/j.bbamcr.2011.01.034 21296109 · DOI · Paper page
- [6]Fischer M I. A bioactive designer cytokine for human hematopoietic progenitor cell expansion Nat. Biotechnol. 1997 15 142 145 10.1038/nbt0297-142 9035138 · DOI
- [7]Schaper F Rose-John S Interleukin-6: biology, signaling and strategies of blockade Cytokine Growth Factor Rev. 2015 26 475 487 10.1016/j.cytogfr.2015.07.004 26189695 · DOI
- [8]Chung J Uchida E Grammer TC Blenis J STAT3 serine phosphorylation by ERK-dependent and -independent pathways negatively modulates its tyrosine phosphorylation Mol. Cell Biol. 1997 17 6508 6516 10.1128/MCB.17.11.6508 9343414 PMC232504 · DOI · Paper page
- [9]Gough DJ Koetz L Levy DE The MEK-ERK pathway is necessary for serine phosphorylation of mitochondrial STAT3 and Ras-mediated transformation PLoS One. 2013 8 e83395 10.1371/journal.pone.0083395 24312439 PMC3843736 · DOI
- [10]Lim CP Cao X Serine phosphorylation and negative regulation of Stat3 by JNK J. Biol. Chem. 1999 274 31055 31061 10.1074/jbc.274.43.31055 10521505 · DOI · Paper page
- [11]Hong SM Rapamycin inhibits both motility through down-regulation of p-STAT3 (S727) by disrupting the mTORC2 assembly and peritoneal dissemination in sarcomatoid cholangiocarcinoma Clin. Exp., Metastas. 2013 30 177 187 10.1007/s10585-012-9526-9 22875246 · DOI
- [12]Jain N Zhang T Kee WH Li W Cao X Protein kinase C delta associates with and phosphorylates Stat3 in an interleukin-6-dependent manner J. Biol. Chem. 1999 274 24392 24400 10.1074/jbc.274.34.24392 10446219 · DOI
- [13]Khouri C Glucagon counteracts interleukin-6-dependent gene expression by redundant action of Epac and PKA Biol. Chem. 2011 392 1123 1134 10.1515/BC.2011.171 22050227 · DOI
- [14]Pinno J Interleukin-6 influences stress-signalling by reducing the expression of the mTOR-inhibitor REDD1 in a STAT3-dependent manner Cell Signal. 2016 28 907 916 10.1016/j.cellsig.2016.04.004 27094713 · DOI
- [16]Endo TA A new protein containing an SH2 domain that inhibits JAK kinases Nature 1997 387 921 924 10.1038/43213 9202126 · DOI · Paper page
- [17]Starr R A family of cytokine-inducible inhibitors of signalling Nature 1997 387 917 921 10.1038/43206 9202125 · DOI · Paper page
- [18]Heinrich PC Behrmann I Müller-Newen G Schaper F Graeve L Interleukin-6-type cytokine signalling through the gp130/Jak/STAT pathway Biochem. J. 1998 334 297 314 10.1042/bj3340297 9716487 PMC1219691 · DOI · Paper page
- [19]Rhee A Cheong R Levchenko A The application of information theory to biochemical signaling systems Phys. Biol. 2012 9 045011 10.1088/1478-3975/9/4/045011 22872091 PMC3820280 · DOI
- [20]Mousavian Z Diaz J Masoudi-Nejad A Information theory in systems biology. Part II: protein-protein interaction and signaling networks Semin. Cell. Dev. Biol. 2016 51 14 23 10.1016/j.semcdb.2015.12.006 26691180 · DOI
- [22]Blätke MA JAK/STAT signalling--an executable model assembled from molecule-centred modules demonstrating a module-oriented database concept for systems and synthetic biology Mol. Biosyst. 2013 9 1290 1307 10.1039/c3mb25593j 23443149 · DOI
- [23]Dittrich A Hessenkemper W Schaper F Systems biology of IL-6, IL-12 family cytokines Cytokine Growth Factor Rev. 2015 26 595 602 10.1016/j.cytogfr.2015.07.002 26187858 · DOI
- [25]Shannon CE A mathematical theory of communication Bell Syst. Tech. J. 1984 27 379 423 10.1002/j.1538-7305.1948.tb01338.x · DOI · Paper page
- [26]Frick CL Yarka C Nunns H Goentoro L Sensing relative signal in the TGF-beta/Smad pathway Proc.. Natl Acad. Sci. USA 2017 114 E2975 E2982 10.1073/pnas.1611428114 28320972 PMC5389321 · DOI
- [27]Garner KL Information transfer in gonadotropin-releasing hormone (gnrh) signaling: extracellular signal-regulated kinase (erk)-mediated feedback loops control hormone sensing J. Biol. Chem. 2016 291 2246 2259 10.1074/jbc.M115.686964 26644469 PMC4732208 · DOI
- [28]Suderman R Bachman JA Smith A Sorger PK Deeds EJ Fundamental trade-offs between information flow in single cells and cellular populations Proc. Natl Acad. Sci. USA 2017 114 5755 5760 10.1073/pnas.1615660114 28500273 PMC5465904 · DOI
- [29]Uda S Robustness and compensation of information transmission of signaling pathways Science 2013 341 558 561 10.1126/science.1234511 23908238 · DOI
- [30]Voliotis M Perrett RM McWilliams C McArdle CA Bowsher CG Information transfer by leaky, heterogeneous, protein kinase signaling systems Proc. Natl Acad. Sci. USA 2014 111 E326 E333 10.1073/pnas.1314446111 24395805 PMC3903221 · DOI · Paper page
- [31]Baran P The balance of interleukin (IL)-6, IL-6.soluble IL-6 receptor (sIL-6R), and IL-6.sIL-6R.sgp130 complexes allows simultaneous classic and trans-signaling J. Biol. Chem. 2018 293 6762 6775 10.1074/jbc.RA117.001163 29559558 PMC5936821 · DOI · Paper page
- [32]Gao J Clustered localization of STAT3 during the cell cycle detected by super-resolution fluorescence microscopy Methods Appl. Fluoresc. 2017 5 024004 10.1088/2050-6120/aa6ab5 28367831 · DOI
- [33]Fischer P The role of the inhibitors of interleukin-6 signal transduction SHP2 and SOCS3 for desensitization of interleukin-6 signalling Biochem. J. 2004 378 449 460 10.1042/bj20030893 14611646 PMC1223960 · DOI · Paper page
- [34]Dittrich A Glucocorticoids increase interleukin-6-dependent gene induction by interfering with the expression of the suppressor of cytokine signaling 3 feedback inhibitor Hepatology 2012 55 256 266 10.1002/hep.24655 21898505 · DOI · Paper page
- [35]Levin D Harari D Schreiber G Stochastic receptor expression determines cell fate upon interferon treatment Mol. Cell. Biol. 2011 31 3252 3266 10.1128/MCB.05251-11 21690295 PMC3147786 · DOI
- [36]Rose-John S Winthrop K Calabrese L The role of IL-6 in host defence against infections: immunobiology and clinical implications Nat. Rev. Rheumatol. 2017 13 399 409 10.1038/nrrheum.2017.83 28615731 · DOI · Paper page
- [38]Kitano H A robustness-based approach to systems-oriented drug design Nat. Rev. Drug. Discov. 2007 6 202 210 10.1038/nrd2195 17318209 · DOI · Paper page
- [39]Rateitschak K Winter F Lange F Jaster R Wolkenhauer O Parameter identifiability and sensitivity analysis predict targets for enhancement of STAT1 activity in pancreatic cancer and stellate cells PLoS Comput. Biol. 2012 8 e1002815 10.1371/journal.pcbi.1002815 23284277 PMC3527226 · DOI
- [40]Swameye I Müller TG Timmer J Sandra O Klingmüller U Identification of nucleocytoplasmic cycling as a remote sensor in cellular signaling by databased modeling Proc. Natl Acad. Sci. USA 2003 100 1028 1033 10.1073/pnas.0237333100 12552139 PMC298720 · DOI · Paper page
- [41]Raia V Dynamic mathematical modeling of IL13-induced signaling in Hodgkin and primary mediastinal B-cell lymphoma allows prediction of therapeutic targets Cancer Res. 2011 71 693 704 10.1158/0008-5472.CAN-10-2987 21127196 · DOI
- [42]O’Shea JJ The JAK-STAT pathway: impact on human disease and therapeutic intervention Annu. Rev. Med. 2015 66 311 328 10.1146/annurev-med-051113-024537 25587654 PMC5634336 · DOI
- [43]Shen Y Essential role of STAT3 in postnatal survival and growth revealed by mice lacking STAT3 serine 727 phosphorylation Mol. Cell. Biol. 2004 24 407 419 10.1128/MCB.24.1.407-419.2004 14673173 PMC303338 · DOI · Paper page
- [44]Avalle, L. & Poli, V. Nucleus, mitochondrion, or reticulum? STAT3 a La Carte. Int. J. Mol. Sci. 19, E2820 (2018). PMC6164042 30231582
- [45]Wakahara R Phospho-Ser727 of STAT3 regulates STAT3 activity by enhancing dephosphorylation of phospho-Tyr705 largely through TC45 Genes. Cells 2012 17 132 145 10.1111/j.1365-2443.2011.01575.x 22233524 · DOI · Paper page
- [46]Cheong R Rhee A Wang CJ Nemenman I Levchenko A Information transduction capacity of noisy biochemical signaling networks Science 2011 334 354 358 10.1126/science.1204553 21921160 PMC3895446 · DOI
- [47]Hansen, A. S. & O’Shea, E. K. Limits on information transduction through amplitude and frequency regulation of transcription factor activity. Elife4, 06559 (2015). PMC4468373 25985085
- [48]Selimkhanov J Systems biology. Accurate information transmission through dynamic biochemical signaling networks Science 2014 346 1370 1373 10.1126/science.1254933 25504722 PMC4813785 · DOI
- [49]Mandal T Reduced phosphorylation of Stat3 at Ser-727 mediated by casein kinase 2 - protein phosphatase 2A enhances Stat3 Tyr-705 induced tumorigenic potential of glioma cells Cell Signal. 2014 26 1725 1734 10.1016/j.cellsig.2014.04.003 24726840 · DOI · Paper page
- [50]Niwa Y Methylation silencing of SOCS-3 promotes cell growth and migration by enhancing JAK/STAT and FAK signalings in human hepatocellular carcinoma Oncogene 2005 24 6406 6417 10.1038/sj.onc.1208788 16007195 · DOI
- [51]Wu P Prognostic role of STAT3 in solid tumors: a systematic review and meta-analysis Oncotarget 2016 7 19863 19883 26959884 PMC4991424
- [53]Cover, T. M. & Joy, A. T. Elements of Information Theory 18–20 and 224–236 (John Wiley & Sons, New York, USA 2012).
Cited by
Sorted by citations
Lampert, E. J., Zimmer, A., Padget, M., Cimino-Mathews, A., Nair, J. R., Liu, Y., Swisher, E. M., Hodge, J. W., Nixon, A. B., Nichols, E., et al. (2020) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-20-0056 · Cited by 220 · see citing works
Fiebelkow, J., Guendel, A., Guendel, B., Mehwald, N., Jetka, T., Komorowski, M., Waldherr, S., Schaper, F., & Dittrich, A. (2021) · Cell Communication and Signaling · doi:10.1186/s12964-021-00770-7 · Cited by 53 · see citing works
“While it increases robustness of STAT3-Y705 phosphorylation it reduces Channel Capacity of late JAK/STAT signalling [20].”
BackgroundMethodInfluentialSelf-citation
- Authors
- Billing, U., Jetka, T., Nortmann, L., Wundrack, N., Komorowski, M., Waldherr, S., Schaper, F., & Dittrich, A.
- Affiliations
- Otto-von-Guericke-Universität Magdeburg (DE)
- Institute of Fundamental Technological Research (PL)
- KU Leuven (BE)
- Corresponding author
- Dittrich, Anna
- ORCID
- Venue
- Communications Biology
- Published
- 2019-01-18
- Volume
- 2
- Issue
- 1
- Pages
- 27-27
- ISSN
- 2399-3642 (ISSN-L)
- PMC
- PMC6338669
- OpenAlex
- W2910137290
- Cited by
- 64
- References
- 5
- Citations by year
- 2026: 11 · 2025: 8 · 2024: 8 · 2023: 13 · 2022: 8 · 2021: 10 · 2020: 5 · 2019: 1
- FWCI
- 2.51
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Communications Biology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Lirias (KU Leuven) (acceptedVersion)
- Lirias (submittedVersion, other-oa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Digitalen Hochschulbibliothek Sachsen-Anhalt (Universitäts- und Landesbibliothek Sachsen-Anhalt) (cc-by)
- Funders
- European Commission (334298)
- Bundesministerium für Bildung und Forschung
- Research Executive Agency
- Topics
- Health Sciences › Medicine › Oncology › Cytokine Signaling Pathways and Interactions
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Receptor Mechanisms and Signaling
- Keywords
- IL-6 signaling, JAK/STAT signaling, STAT3, robustness, cell-to-cell variability, information theory, channel capacity, SOCS3, serine phosphorylation, tyrosine phosphorylation, product inhibition, cytokine concentration
- MeSH terms
- Suppressor of Cytokine Signaling 3 Protein, Animals, Cell Line, Dose-Response Relationship, Drug, Fibroblasts, Gene Expression Regulation, Phosphorylation, Signal Transduction, Interleukin-6, Cytokines, STAT Transcription Factors, STAT3 Transcription Factor, Mice, Janus Kinases
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