The DOI matches its Crossref record; 81 of the 81 references it cites were found in a registry or an index.
Myofibroblast Development Is Characterized by Specific Cell-Cell Adherens Junctions
Open accessAbstract
Myofibroblasts of wound granulation tissue, in contrast to dermal fibroblasts, join stress fibers at sites of cadherin-type intercellular adherens junctions (AJs). However, the function of myofibroblast AJs, their molecular composition, and the mechanisms of their formation are largely unknown. We demonstrate that fibroblasts change cadherin expression from N-cadherin in early wounds to OB-cadherin in contractile wounds, populated with α-smooth muscle actin (α-SMA)-positive myofibroblasts. A similar shift occurs during myofibroblast differentiation in culture and seems to be responsible for the homotypic segregation of α-SMA-positive and -negative fibroblasts in suspension. AJs of plated myofibroblasts are reinforced by α-SMA–mediated contractile activity, resulting in high mechanical resistance as demonstrated by subjecting cell pairs to hydrodynamic forces in a flow chamber. A peptide that inhibits α-SMA–mediated contractile force causes the reorganization of large stripe-like AJs to belt-like contacts as shown for enhanced green fluorescent protein-α–catenin-transfected cells and is associated with a reduced mechanical resistance. Anti-OB-cadherin but not anti-N-cadherin peptides reduce the contraction of myofibroblast-populated collagen gels, suggesting that AJs are instrumental for myofibroblast contractile activity.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“indeed, during the fibroblast-tomyofibroblast transition a decrease of N-cadherin expression and an increase of OB-cadherin/cadherin-11 have been described [21].”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Epithelial–mesenchymal transitions in tumour progression
Thiery, J. P. (2002) · Nature reviews. Cancer · doi:10.1038/nrc822 · Cited by 6,767
Myofibroblasts and mechano-regulation of connective tissue remodelling
Tomasek, J. J., Gabbiani, G., Hinz, B., Chaponnier, C., & Brown, R. A. (2002) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm809 · Cited by 4,290
Self-citationDesmoulière, A., Geinoz, A., Gabbiani, F., & Gabbiani, G. (1993) · The Journal of Cell Biology · doi:10.1083/jcb.122.1.103 · Cited by 2,269
The third helix of the Antennapedia homeodomain translocates through biological membranes.
Derossi, D., Joliot, A., Chassaing, G., & Prochiantz, A. (1994) · Journal of Biological Chemistry · doi:10.1016/s0021-9258(17)34080-2 · Cited by 2,034
Skalli, O., Ropraz, P., Trzeciak, A. M., Benzonana, G., Gillessen, D., & Gabbiani, G. (1986) · The Journal of Cell Biology · doi:10.1083/jcb.103.6.2787 · Cited by 1,622
Presence of modified fibroblasts in granulation tissue and their possible role in wound contraction
Gabbiani, G., Ryan, G. B., & Majno, G. (1971) · Experientia · doi:10.1007/bf02147594 · Cited by 1,485
Alpha-Smooth Muscle Actin Expression Upregulates Fibroblast Contractile Activity
Hinz, B., Celetta, G., Tomasek, J. J., Gabbiani, G., & Chaponnier, C. (2001) · Molecular Biology of the Cell · doi:10.1091/mbc.12.9.2730 · Cited by 1,288
Self-citationDarby, I. A., Skalli, O., & Gabbiani, G. (1990) · PubMed · Cited by 1,180
Bhowmick, N., Ghiassi, M., Bakin, A. V., Aakre, M., Lundquist, C., Engel, M., Arteaga, C., & Moses, H. (2001) · Molecular Biology of the Cell · doi:10.1091/mbc.12.1.27 · Cited by 1,087
Role of tissue stroma in cancer cell invasion
De Wever, O., & Mareel, M. (2003) · The Journal of Pathology · doi:10.1002/path.1398 · Cited by 1,042
Miettinen, P. J., Ebner, R., Lopez, A. R., & Derynck, R. (1994) · The Journal of Cell Biology · doi:10.1083/jcb.127.6.2021 · Cited by 939
Hazan, R. B., Phillips, G. R., Qiao, R., Norton, L., & Aaronson, S. A. (2000) · The Journal of Cell Biology · doi:10.1083/jcb.148.4.779 · Cited by 934
Adhesion-Dependent Cell Mechanosensitivity
Bershadsky, A. D., Balaban, N. Q., & Geiger, B. (2003) · Annual Review of Cell and Developmental Biology · doi:10.1146/annurev.cellbio.19.111301.153011 · Cited by 880
Rønnov‐Jessen, L., PETERSEN, O. W., & Bissell, M. J. (1996) · Physiological Reviews · doi:10.1152/physrev.1996.76.1.69 · Cited by 797
Regulation of Cadherin Adhesive Activity
Gumbiner, B. M. (2000) · The Journal of Cell Biology · doi:10.1083/jcb.148.3.399 · Cited by 787
Braga, V. M. M., Machesky, L. M., Hall, A., & Hotchin, N. A. (1997) · The Journal of Cell Biology · doi:10.1083/jcb.137.6.1421 · Cited by 769
Cadherins as Modulators of Cellular Phenotype
Wheelock, M. J., & Johnson, K. R. (2003) · Annual Review of Cell and Developmental Biology · doi:10.1146/annurev.cellbio.19.011102.111135 · Cited by 681
Hatta, K., & Takeichi, M. (1986) · Nature · doi:10.1038/320447a0 · Cited by 648
Hinz, B., Mastrangelo, D., Iselin, C. E., Chaponnier, C., & Gabbiani, G. (2001) · American Journal Of Pathology · doi:10.1016/s0002-9440(10)61776-2 · Cited by 638
Self-citationHistone deacetylases, transcriptional control, and cancer
Cress, W. D., & Seto, E. (2000) · Journal of Cellular Physiology · doi:10.1002/(sici)1097-4652(200007)184:1 · Cited by 624
The cadherin superfamily: diversity in form and function
Angst, B. D., Marcozzi, C., & Magee, A. I. (2001) · Journal of Cell Science · doi:10.1242/jcs.114.4.629 · Cited by 619
Mechanisms of Myofibroblast Activity and Phenotypic Modulation
Serini, G., & Gabbiani, G. (1999) · Experimental Cell Research · doi:10.1006/excr.1999.4543 · Cited by 592
Rønnov‐Jessen, L., & PETERSEN, O. W. (1993) · PubMed · Cited by 514
Myofibroblasts differentiate from fibroblasts when plated at low density.
Masur, S. K., Dewal, H. S., Dinh, T., Erenburg, I., & Petridou, S. (1996) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.93.9.4219 · Cited by 478
Cadherin Engagement Regulates Rho family GTPases
Hooten, N. N., Niessen, C. M., Gumbiner, B. M., & Burridge, K. (2001) · Journal of Biological Chemistry · doi:10.1074/jbc.c100306200 · Cited by 425
Cadherin switching in human prostate cancer progression.
Tomita, K., van Bokhoven, A., van Leenders, G. J. L. H., Ruijter, E. T. G., Jansen, C. F. J., Bussemakers, M. J. G., & Schalken, J. A. (2000) · PubMed · Cited by 416
Mechanisms of force generation and transmission by myofibroblasts
Hinz, B., & Gabbiani, G. (2003) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2003.08.006 · Cited by 408
Self-citationYonemura, S., Itoh, M., Nagafuchi, A., & Tsukita, S. (1995) · Journal of Cell Science · doi:10.1242/jcs.108.1.127 · Cited by 402
Welch, M. P., Odland, G. F., & Clark, R. A. F. (1990) · The Journal of Cell Biology · doi:10.1083/jcb.110.1.133 · Cited by 361
Cytoplasmic filaments and gap junctions in epithelial cells and myofibroblasts during wound healing.
Gabbiani, G., Chaponnier, C., & Hüttner, I. (1978) · The Journal of Cell Biology · doi:10.1083/jcb.76.3.561 · Cited by 324
Self-citationα-Smooth Muscle Actin Is Crucial for Focal Adhesion Maturation in Myofibroblasts
Hinz, B., Dugina, V., Ballestrem, C., Wehrle-Haller, B., & Chaponnier, C. (2003) · Molecular Biology of the Cell · doi:10.1091/mbc.e02-11-0729 · Cited by 322
Self-citationDugina, V. B., Fontao, L., Chaponnier, C., Vasiliev, J. M., & Gabbiani, G. (2001) · Journal of Cell Science · doi:10.1242/jcs.114.18.3285 · Cited by 309
Self-citationMolecular architecture of adherens junctions
Nagafuchi, A. (2001) · Current Opinion in Cell Biology · doi:10.1016/s0955-0674(00)00257-x · Cited by 309
Direct cadherin-activated cell signaling
Yap, A. S., & Kovács, É. (2002) · The Journal of Cell Biology · doi:10.1083/jcb.200208156 · Cited by 296
Adhesion receptors of vascular smooth muscle cells and their functions
Moiseeva, E. P. (2001) · Cardiovascular Research · doi:10.1016/s0008-6363(01)00399-6 · Cited by 282
Okazaki, M., Takeshita, S., Kawai, S., Kikuno, R. F., Tsujimura, A., Kudō, A., & Amann, E. P. (1994) · Journal of Biological Chemistry · doi:10.1016/s0021-9258(17)32685-6 · Cited by 273
Cytomechanics of cadherin-mediated cell—cell adhesion
Adams, C. L., & Nelson, W. J. (1998) · Current Opinion in Cell Biology · doi:10.1016/s0955-0674(98)80031-8 · Cited by 263
Cell-matrix and cell-cell contacts of myofibroblasts: role in connective tissue remodeling
Gabbiani, G., & Hinz, B. (2003) · Thrombosis and Haemostasis · doi:10.1160/th03-05-0328 · Cited by 260
Self-citationSinger, I. I., Kawka, D. W., Kazazis, D. M., & Clark, R. A. F. (1984) · The Journal of Cell Biology · doi:10.1083/jcb.98.6.2091 · Cited by 260
Kimura, Y., Matsunami, H., Inoue, T., Shimamura, K., Uchida, N., Ueno, T., Miyazaki, T., & Takeichi, M. (1995) · Developmental Biology · doi:10.1006/dbio.1995.1149 · Cited by 251
Hinz, B., Gabbiani, G., & Chaponnier, C. (2002) · The Journal of Cell Biology · doi:10.1083/jcb.200201049 · Cited by 226
Self-citationPhenotypic Heterogeneity of Rat Arterial Smooth Muscle Cell Clones
Bochaton‐Piallat, M., Ropraz, P., Gabbiani, F., & Gabbiani, G. (1996) · Arteriosclerosis Thrombosis and Vascular Biology · doi:10.1161/01.atv.16.6.815 · Cited by 210
Dendritic Fibroblasts in Three-dimensional Collagen Matrices
Grinnell, F., Ho, C.-H., Tamaríz, E., Lee, D. J., & Skuta, G. (2003) · Molecular Biology of the Cell · doi:10.1091/mbc.e02-08-0493 · Cited by 204
Cadherin-mediated cell sorting not determined by binding or adhesion specificity
Niessen, C. M., & Gumbiner, B. M. (2002) · The Journal of Cell Biology · doi:10.1083/jcb.200108040 · Cited by 200
Shimoyama, Y., Tsujimoto, G., Kitajima, M., & Natori, M. (2000) · Biochemical Journal · doi:10.1042/0264-6021:3490159 · Cited by 167
Ko, K. S., Arora, P. D., & McCulloch, C. A. G. (2001) · Journal of Biological Chemistry · doi:10.1074/jbc.m104106200 · Cited by 164 · cited 2×
“Pulling feromagnetic bead-loaded suspended fibroblasts that have formed AJs with plated fibroblasts by means of a magnet was shown to induce Ca 2+ transients in plated but not in suspended cells (Ko et al., 2001).”
BackgroundVestal, D. J., & Ranscht, B. (1992) · The Journal of Cell Biology · doi:10.1083/jcb.119.2.451 · Cited by 160
Munevar, S., Wang, Y., & Dembo, M. (2003) · Journal of Cell Science · doi:10.1242/jcs.00795 · Cited by 159
Cadherin 11 Expression Marks the Mesenchymal Phenotype: Towards New Functions for Cadherins?
Simonneau, L., Kitagawa, M., Suzuki, S., & Thiery, J. P. (1995) · Cell Communication & Adhesion · doi:10.3109/15419069509081281 · Cited by 154
Expression of cell adhesion molecule T-cadherin in the human vasculature
Ivanov, D., Philippova, M., Antropova, J., Gubaeva, F., Iljinskaya, O., Tararak, E. M., Bochkov, V. N., Erné, P., Resink, T. J., & Va, T. (2001) · Histochemistry and Cell Biology · doi:10.1007/s004180100252 · Cited by 150
Mary, S., Charrasse, S., Mériane, M., Comunale, F., Travo, P., Blangy, A., & Gauthier‐Rouvière, C. (2002) · Molecular Biology of the Cell · doi:10.1091/mbc.01-07-0337 · Cited by 148
Cloning and Expression Analysis of a Novel Mesodermally Expressed Cadherin
Hoffmann, I., & Balling, R. (1995) · Developmental Biology · doi:10.1006/dbio.1995.1148 · Cited by 140
Geiger, B., Volberg, T., Ginsberg, D., Bitzur, S., Sabanay, I., & Hynes, R. O. (1990) · Journal of Cell Science · doi:10.1242/jcs.97.4.607 · Cited by 135
Epithelial Cell Shape: Cadherins and Small GTPases
Braga, V. M. M. (2000) · Experimental Cell Research · doi:10.1006/excr.2000.5050 · Cited by 129
Malmström, J. A., Lindberg, H., Lindberg, C., Welinder, C., Wieslander, E., Delander, E. L., Särnstrand, B., Burns, J. S., Mose-Larsen, P., Fey, S. J., et al. (2004) · Molecular & Cellular Proteomics · doi:10.1074/mcp.m300108-mcp200 · Cited by 123
Volk, T., Cohen, O., & Geiger, B. (1987) · Cell · doi:10.1016/0092-8674(87)90525-3 · Cited by 119
Shimoyama, Y., Tsujimoto, G., Kitajima, M., et al. (2000) · Biochemical Journal · doi:10.1042/bj3490159 · Cited by 108
Ko, K. S., Arora, P. D., Lee, W., & McCulloch, C. A. (2000) · American Journal of Physiology-Cell Physiology · doi:10.1152/ajpcell.2000.279.1.c147 · Cited by 100
Cell-to-cell communication within intact human skin.
Salomón, O. D., Saurat, J. ‐., & Mêda, P. (1988) · Journal of Clinical Investigation · doi:10.1172/jci113578 · Cited by 99
Fukata, M., Nakagawa, M., Itoh, N., Kawajiri, A., Yamaga, M., Kuroda, S., & Kaibuchi, K. (2001) · Molecular and Cellular Biology · doi:10.1128/mcb.21.6.2165-2183.2001 · Cited by 91
In Fibroblasts Vegf-D Expression Is Induced by Cell-Cell Contact Mediated by Cadherin-11
Orlandini, M., & Oliviero, S. (2001) · Journal of Biological Chemistry · doi:10.1074/jbc.m009573200 · Cited by 85
TGF-beta receptor expression and smad2 localization are cell density dependent in fibroblasts.
Petridou, S., Maltseva, O. N., Spanakis, S. G., & Masur, S. K. (2000) · PubMed · Cited by 82
Chaponnier, C., Goethals, M., Janmey, P. A., Gabbiani, F., Gabbiani, G., & Vandekerckhove, J. S. (1995) · The Journal of Cell Biology · doi:10.1083/jcb.130.4.887 · Cited by 81
Self-citationA potential role of R-cadherin in striated muscle formation.
Rosenberg, P., Esni, F., Sjödin, A., Larue, L., Carlsson, L., Gullberg, D., Takeichi, M., Kemler, R., & Semb, H. (1997) · Developmental Biology · doi:10.1006/dbio.1997.8602 · Cited by 76
Kudrjashova, E., Bashtrikov, P., Bochkov, V. N., Parfyonova, Y. V., Va, T., Antropova, J., Iljinskaya, O., Tararak, E. M., Erné, P., Ivanov, D., et al. (2002) · Histochemistry and Cell Biology · doi:10.1007/s00418-002-0463-6 · Cited by 75
Dynamics of contacts between lamellae of fibroblasts: Essential role of the actin cytoskeleton
Gloushankova, N. A., Krendel, M., Alieva, N. O., Bonder, E. M., Feder, H. H., Vasiliev, J. M., & Gelfand, I. M. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.8.4362 · Cited by 74
Shibata, T., Ochiai, A., Gotoh, M., Machinami, R., & Hirohashi, S. (1996) · Cancer Letters · doi:10.1016/0304-3835(95)04047-1 · Cited by 72
Functional gap junctions in corneal fibroblasts and myofibroblasts.
Spanakis, S. G., Petridou, S., & Masur, S. K. (1998) · PubMed · Cited by 70
Viscoelastic response of fibroblasts to tension transmitted through adherens junctions
Ragsdale, G. K., Phelps, J. M., & Luby‐Phelps, K. (1997) · Biophysical Journal · doi:10.1016/s0006-3495(97)78309-7 · Cited by 68
Cintorino, M., Marco, E. B. D., Leoncini, P., Tripodi, S. A., Ramaekers, F. C. S., Sappino, A. P., Schmitt-Graeff, A. H., & Gabbiani, G. (1991) · International Journal of Cancer · doi:10.1002/ijc.2910470609 · Cited by 67
N-Cadherin Upregulation and Function in Response of Smooth Muscle Cells to Arterial Injury
Jones, M., Sabatini, P. J. B., Lee, F. S. H., Bendeck, M. P., & Langille, B. L. (2002) · Arteriosclerosis Thrombosis and Vascular Biology · doi:10.1161/01.atv.0000036416.14084.5a · Cited by 64
Immunodetection of connexins and cadherins in corneal fibroblasts and myofibroblasts.
Petridou, S., & Masur, S. K. (1996) · PubMed · Cited by 59
Omelchenko, T., Константиновна, Ф. Е., Ivanova, O. Y., Bonder, E. M., Feder, H. H., Vasiliev, J. M., & Gelfand, I. M. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.151247698 · Cited by 59
Multiple Cadherins Are Expressed in Human Fibroblasts
Matsuyoshi, N., & Imamura, S. (1997) · Biochemical and Biophysical Research Communications · doi:10.1006/bbrc.1997.6707 · Cited by 51
Marthiens, V. (2002) · Molecular and Cellular Neuroscience · doi:10.1006/mcne.2002.1130 · Cited by 47
Matrix adhesion characteristics of corneal myofibroblasts.
Masur, S. K., Conors, R. J., Cheung, J. K., & Antohi, S. (1999) · PubMed · Cited by 43
Aryl hydrocarbon receptor ligands repress T-cadherin expression in vascular smooth muscle cells
Niermann, T., Schmutz, S., Erné, P., & Resink, T. J. (2003) · Biochemical and Biophysical Research Communications · doi:10.1016/s0006-291x(02)02970-4 · Cited by 43
Tissue Repair and Regeneration
Glynn, L. E. (2025) · Springer eBooks · doi:10.1007/978-3-031-93677-7 · Cited by 33
The N-Cadherin/Catenin Complex in Colon Fibroblasts and Myofibroblasts
Hoorde, L. V., Braet, K., & Mareel, M. (1999) · Cell Communication & Adhesion · doi:10.3109/15419069909034397 · Cited by 26
Human monocyte/neutrophil elastase inhibitor (MNEI) is regulated by PU.1/SPI-1, SP1, and NF-?B
Zeng, W., & Remold‐O’Donnell, E. (2000) · Journal of Cellular Biochemistry · doi:10.1002/1097-4644(20000915)78:4 · Cited by 13
Phenotype‐dependent expression of cadherin 6B in vascular and visceral smooth muscle cells
Chimori, Y., Hayashi, K., Kimura, K., Nishida, W., Funahashi, S., Miyata, S., Shimane, M., Matsuzawa, Y., & Sobue, K. (2000) · FEBS Letters · doi:10.1016/s0014-5793(00)01220-5 · Cited by 8
Cited by
Sorted by citations
Hinz, B., Phan, S. H., Thannickal, V. J., Galli, A., Bochaton-Piallat, M.-L., & Gabbiani, G. (2007) · The American Journal of Pathology · doi:10.2353/ajpath.2007.070112 · Cited by 2,068
Self-citationFormation and function of the myofibroblast during tissue repair
Hinz, B. (2007) · Journal of Investigative Dermatology · doi:10.1038/sj.jid.5700613 · Cited by 1,658
Self-citationFibroblasts and myofibroblasts in wound healing
Desmouliere, A., Darby, I. A., Laverdet, B., & Bonté, F. (2014) · Clinical, Cosmetic and Investigational Dermatology · doi:10.2147/ccid.s50046 · Cited by 1,039
Cell Mechanics: Integrating Cell Responses to Mechanical Stimuli
Janmey, P. A., & McCulloch, C. A. (2007) · Annual Review of Biomedical Engineering · doi:10.1146/annurev.bioeng.9.060906.151927 · Cited by 650
Karagiannis, G. S., Poutahidis, T., Erdman, S. E., Kirsch, R., Riddell, R. H., & Diamandis, E. P. (2012) · Molecular Cancer Research · doi:10.1158/1541-7786.mcr-12-0307 · Cited by 507
Metadata
- Authors
- Hinz, B., Pittet, P., Smith-Clerc, J., Chaponnier, C., & Meister, J.-J.
- Affiliations
- École Polytechnique Fédérale de Lausanne (CH)
- University of Geneva (CH)
- Venue
- Molecular Biology of the Cell
- Published
- 2004-09
- Volume
- 15
- Issue
- 9
- Pages
- 4310-4320
- ISSN
- 1059-1524 (ISSN-L)
- 1939-4586
- PMC
- PMC515361
- OpenAlex
- W2096945892
- Cited by
- 231
- References
- 80
- Citations by year
- 2026: 9 · 2025: 10 · 2024: 10 · 2023: 7 · 2022: 11 · 2021: 15 · 2020: 13 · 2019: 7 · 2018: 14 · 2017: 8 · 2016: 8 · 2015: 16 · 2014: 18 · 2013: 12 · 2012: 16
- FWCI
- 2.04
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Molecular Biology of the Cell (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Infoscience (Ecole Polytechnique Fédérale de Lausanne) (submittedVersion)
- Infoscience (Ecole Polytechnique Fédérale de Lausanne) (submittedVersion, cc-by-nc-nd)
- Archive ouverte UNIGE (University of Geneva) (submittedVersion)
- Archive ouverte UNIGE (University of Geneva) (submittedVersion, cc-by)
- Funders
- National Science Foundation
- Biogen
- Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (102150, 3100A0)
- Université de Genève
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cell Biology › Cellular Mechanics and Interactions
- Health Sciences › Medicine › Surgery › Wound Healing and Treatments
- Health Sciences › Medicine › Immunology and Allergy › Cell Adhesion Molecules Research
- Keywords
- myofibroblast differentiation, adherens junctions, N-cadherin, alpha-smooth muscle actin, cell contractility, alpha-catenin, stress fibers, mechanical resistance, collagen gel contraction, fibroblast differentiation
- MeSH terms
- Actins, Animals, Biomechanical Phenomena, Cell Differentiation, Cells, Cultured, Collagen, Female, Fibroblasts, Gels, Models, Biological, Skin, Wound Healing, Cadherins, Rats, Wistar, Adherens Junctions, Myoblasts, Rats
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