Regional regulation of focal adhesion kinase after concentric and eccentric loading is related to remodelling of human skeletal muscle
Open accessAbstract
Aims: We assessed focal adhesion kinase (FAK) response to concentric (CON) vs eccentric (ECC) resistance training (RT) at two vastus lateralis (VL) sites, and the relationships between FAK, muscle protein synthesis (MPS) and morphological remodelling. Methods: Six young males trained both legs unilaterally 3 times/week for 8 weeks; one leg performed CON RT, the contralateral performed ECC RT. Muscle biopsies were collected after training from VL mid‐belly (MID) and distal (distal) sites at 0, 4, 8 weeks. Focal adhesion kinase content and activation were evaluated by immunoblotting. MPS was assessed by deuterium oxide tracer; morphological adaptations were evaluated by ultrasound and DXA. Results: pY 397‐FAK 8 weeks levels were ~4‐fold greater after ECC at the distal site compared to CON (P < .05); pY 397 FAK to total FAK ratio was greater in ECC vs CON at 4 (~2.2‐fold, P < .05) and 8 weeks (~9‐fold, P < .001) at the distal site. Meta‐vinculin was found transiently increased at 4 weeks at the distal site only after ECC RT. ECC presented greater fascicle length (Lf) increases (10.5% vs 4%), whereas CON showed greater in pennation angle (PA) changes (12.3% vs 2.1%). MPS did not differ between exercise types or muscle sites at all time points. distal pY 397‐FAK and pY 397‐FAK/FAK values correlated to changes in Lf at 8 weeks (r = .76, P < .01 and r = .66, P < .05 respectively). Conclusion: Focal adhesion kinase phosphorylation was greater at 8 weeks after ECC RT and was muscle region‐specific. FAK activity correlated to contraction‐dependent architectural remodelling, suggesting a potential role of FAK in orienting muscle structural changes in response to distinct mechanical stimuli.
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?
Previous short-term resistance training studies have repeatedly reported nonuniform regional hypertrophy, both between and along individual quadriceps muscles, with diverse patterns.
“Previous short-term RT studies, documenting relatively limited hypertrophy, have, however, repeatedly reported nonuniform regional hypertrophy, both between and along the individual quadriceps muscles, although curiously the pattern of regional hypertrophy has been surprisingly diverse [i.e., which muscles and locations had the greatest hypertrophy (26, 35, 37, 43, 44, 57, 58, 61, 69, 75, 76)].”
From What makes long-term resistance-trained individuals so strong? A comparison of skeletal muscle morphology, architecture, and joint mechanics (2020) · cites this paper as [37]
Several other studies have found substantially greater muscle size of long-term resistance-trained participants (70% to 86%).
“Several other studies have found substantially greater muscle size of long-term resistance-trained participants [70% to 86% (9, 37, 46, 49)]”
From What makes long-term resistance-trained individuals so strong? A comparison of skeletal muscle morphology, architecture, and joint mechanics (2020) · cites this paper as [37]
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
The relation between force and speed in muscular contraction
Katz, B. (1939) · The Journal of Physiology · doi:10.1113/jphysiol.1939.sp003756 · Cited by 807 · see citing works
Seynnes, O. R., de Boer, M., & Narici, M. V. (2007) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00789.2006 · Cited by 660 · see citing works
Pardo, J. V., Siliciano, J. D., & Craig, S. W. (1983) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.80.4.1008 · Cited by 443 · see citing works
Fluid Shear Stress Activation of Focal Adhesion Kinase
Li, S., Kim, M. S., Hu, Y., Jalali, S., Schlaepfer, D. D., Hunter, T. R., Chien, S., & Shyy, J. Y.-J. (1997) · Journal of Biological Chemistry · doi:10.1074/jbc.272.48.30455 · Cited by 414 · see citing works
Mechanism of work-induced hypertrophy of skeletal muscle
GOLDBERG, A. L., ETLINGER, J. D., GOLDSPINK, D. F., & JABLECKI, C. (1975) · Medicine and Science in Sports and Exercise · doi:10.1249/00005768-197500730-00016 · Cited by 402 · see citing works
Muscle protein synthesis in response to nutrition and exercise
Atherton, P. J., & Smith, K. (2012) · The Journal of Physiology · doi:10.1113/jphysiol.2011.225003 · Cited by 401 · see citing works
Self-citationFranchi, M. V., Reeves, N. D., & Narici, M. V. (2017) · Frontiers in Physiology · doi:10.3389/fphys.2017.00447 · Cited by 399 · see citing works
Self-citationFranchi, M. V., Atherton, P. J., Reeves, N. D., Flück, M., Williams, J., Mitchell, W. K., Selby, A., Beltran Valls, R. M., & Narici, M. V. (2014) · Acta Physiologica · doi:10.1111/apha.12225 · Cited by 389 · see citing works
Self-citationLongitudinal growth of striated muscle fibres
WILLIAMS, P. E., & Goldspink, G. (1971) · Journal of Cell Science · doi:10.1242/jcs.9.3.751 · Cited by 376 · see citing works
Intracellular signaling specificity in skeletal muscle in response to different modes of exercise
Nader, G. A., & Esser, K. A. (2001) · Journal of Applied Physiology · doi:10.1152/jappl.2001.90.5.1936 · Cited by 363 · see citing works
(2005) · PubMed · Cited by 354 · see citing works
Variability in Muscle Size and Strength Gain After Unilateral Resistance Training
Shrier, I. (2006) · Yearbook of Sports Medicine · doi:10.1016/s0162-0908(08)70354-4 · Cited by 348 · see citing works
Franchi, M. V., Longo, S., Mallinson, J. E., Quinlan, J. I., Taylor, T., Greenhaff, P. L., & Narici, M. V. (2017) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/sms.12961 · Cited by 316 · see citing works
Self-citationCostameres, focal adhesions, and cardiomyocyte mechanotransduction
Samarel, A. M. (2005) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.00749.2005 · Cited by 300 · see citing works
West, D. W. D., Burd, N. A., Tang, J. E., Moore, D. R., Staples, A. W., Holwerda, A. M., Baker, S. K., & Phillips, S. M. (2010) · Journal of Applied Physiology · doi:10.1152/japplphysiol.01147.2009 · Cited by 290 · cited 2× · see citing works
“The advantages of such a design are the minimizing of variability in the training responses within groups,(34,62) and that the hypertrophic responses to RET are the result of localized muscular adaptations.(61) In relation to the number of biopsies being taken, we chose not to collect a baseline biopsy to reduce the b…”
BackgroundMethodHuman muscle protein synthesis and breakdown during and after exercise
Kumar, V., Atherton, P. J., Smith, K., & Rennie, M. J. (2009) · Journal of Applied Physiology · doi:10.1152/japplphysiol.91481.2008 · Cited by 285 · see citing works
Self-citationDifferential adaptations to eccentric <i>versus</i> conventional resistance training in older humans
Reeves, N. D., Maganaris, C. N., Longo, S., & Narici, M. V. (2009) · Experimental Physiology · doi:10.1113/expphysiol.2009.046599 · Cited by 274 · see citing works
Self-citationMoore, D. R., Phillips, S. M., Babraj, J. A., Smith, K., & Rennie, M. J. (2005) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00387.2004 · Cited by 268 · see citing works
Self-citationKehat, I., Davis, J., Tiburcy, M., Accornero, F., Saba-El-Leil, M. K., Maillet, M., York, A. J., Lorenz, J. N., Zimmermann, W., Meloche, S., et al. (2010) · Circulation Research · doi:10.1161/circresaha.110.231514 · Cited by 260 · see citing works
Martineau, L. C., & Gardiner, P. F. (2001) · Journal of Applied Physiology · doi:10.1152/jappl.2001.91.2.693 · Cited by 259 · see citing works
Integrins Play a Critical Role in Mechanical Stress–Induced p38 MAPK Activation
Aikawa, R., Nagai, T., Kudoh, S., Zou, Y., Tanaka, M. H., Tamura, M., Akazawa, H., Takano, H., Nagai, R., & Komuro, I. (2002) · Hypertension · doi:10.1161/hy0202.102699 · Cited by 209 · see citing works
Brook, M. S., Wilkinson, D. J., Mitchell, W. K., Lund, J. N., Szewczyk, N. J., Greenhaff, P. L., Smith, K., & Atherton, P. J. (2015) · The FASEB Journal · doi:10.1096/fj.15-273755 · Cited by 206 · see citing works
Self-citationBrook, M. S., Wilkinson, D. J., Mitchell, W. K., Lund, J. N., Phillips, B. E., Szewczyk, N. J., Greenhaff, P. L., Smith, K., & Atherton, P. J. (2016) · The Journal of Physiology · doi:10.1113/jp272857 · Cited by 204 · see citing works
Self-citationWilkinson, D. J., Franchi, M. V., Brook, M. S., Narici, M. V., Williams, J. P., Mitchell, W. K., Szewczyk, N. J., Greenhaff, P. L., Atherton, P. J., & Smith, K. (2014) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00650.2013 · Cited by 195 · see citing works
Self-citationForm follows function: how muscle shape is regulated by work
Russell, B., Motlagh, D., & Ashley, W. W. (2000) · Journal of Applied Physiology · doi:10.1152/jappl.2000.88.3.1127 · Cited by 183 · see citing works
Force transmission across muscle cell membranes
Tidball, J. G. (1991) · Journal of Biomechanics · doi:10.1016/0021-9290(91)90376-x · Cited by 182 · see citing works
Fasted‐state skeletal muscle protein synthesis after resistance exercise is altered with training
Kim, P. L., Staron, R. S., & Phillips, S. M. (2005) · The Journal of Physiology · doi:10.1113/jphysiol.2005.093708 · Cited by 171 · see citing works
Mechanotransduction and the regulation of mTORC1 signaling in skeletal muscle
Hornberger, T. A. (2011) · The International Journal of Biochemistry & Cell Biology · doi:10.1016/j.biocel.2011.05.007 · Cited by 170 · see citing works
Strength at the extracellular matrix–muscle interface
Grounds, M. D., Sorokin, L. M., & White, J. D. (2005) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/j.1600-0838.2005.00467.x · Cited by 167 · see citing works
Cuthbertson, D. J., Babraj, J., Smith, K., Wilkes, E., Fedele, M. J., Esser, K., & Rennie, M. (2006) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00415.2005 · Cited by 166 · see citing works
Mechanotransduction in skeletal muscle
Thomas, J. F. (2006) · Frontiers in bioscience · doi:10.2741/2057 · Cited by 155 · see citing works
Weitkunat, M., Kaya-Çopur, A., Grill, S. W., & Schnorrer, F. (2014) · Current Biology · doi:10.1016/j.cub.2014.02.032 · Cited by 149 · see citing works
Hornberger, T., Armstrong, D., Koh, T., Burkholder, T., & Esser, K. (2005) · American Journal of Physiology - Cell Physiology · doi:10.1152/ajpcell.00207.2004 · Cited by 144 · see citing works
Gordon, S. E., Flück, M., & Booth, F. W. (2001) · Journal of Applied Physiology · doi:10.1152/jappl.2001.90.3.1174 · Cited by 129 · see citing works
Self-citationMechano-transduction to muscle protein synthesis is modulated by FAK
Klossner, S., Hoppeler, H., Durieux, A., Freyssenet, D., & Flueck, M. (2009) · European Journal of Applied Physiology · doi:10.1007/s00421-009-1032-7 · Cited by 128 · see citing works
Wretman, C., Lionikas, A., Widegren, U., Lännergren, J., Westerblad, H., & Henriksson, J. (2001) · The Journal of Physiology · doi:10.1111/j.1469-7793.2001.00155.x · Cited by 122 · see citing works
Kostek, M. C., Chen, Y., Cuthbertson, D. J., Shi, R., Fedele, M. J., Esser, K. A., & Rennie, M. J. (2007) · Physiological Genomics · doi:10.1152/physiolgenomics.00151.2006 · Cited by 121 · see citing works
Dumbauld, D. W., Shin, H., Gallant, N. D., Michael, K. E., Radhakrishna, H., & Garcı́a, A. J. (2010) · Journal of Cellular Physiology · doi:10.1002/jcp.22084 · Cited by 116 · see citing works
Sarcomere length during post-natal growth of mammalian muscle fibres
Goldspink, G. (1968) · Journal of Cell Science · doi:10.1242/jcs.3.4.539 · Cited by 106 · see citing works
Mechanotransduction and the regulation of protein synthesis in skeletal muscle
Hornberger, T. A., & Esser, K. A. (2004) · Proceedings of The Nutrition Society · doi:10.1079/pns2004357 · Cited by 102 · see citing works
In vivo Sarcomere Lengths and Sarcomere Elongations Are Not Uniform across an Intact Muscle
Moo, E. K., Fortuna, R., Sibole, S. C., Abusara, Z., & Herzog, W. (2016) · Frontiers in Physiology · doi:10.3389/fphys.2016.00187 · Cited by 96 · see citing works
Crossland, H., Kazi, A. A., Lang, C. H., Timmons, J. A., Pierre, P., Wilkinson, D. J., Smith, K., Szewczyk, N. J., & Atherton, P. J. (2013) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00541.2012 · Cited by 95 · see citing works
Self-citationLal, H., Verma, S. K., Smith, M., et al. (2007) · Journal of Molecular and Cellular Cardiology · doi:10.1016/j.yjmcc.2007.05.012 · Cited by 92 · see citing works
Boppart, M. D., Hirshman, M. F., Sakamoto, K., Fielding, R. A., & Goodyear, L. J. (2001) · American Journal of Physiology-Cell Physiology · doi:10.1152/ajpcell.2001.280.2.c352 · Cited by 90 · see citing works
WILLIAMS, P. E., Watt, P., Bicik, V., et al. (1986) · Experimental Neurology · doi:10.1016/0014-4886(86)90170-6 · Cited by 89 · see citing works
Moore, D. R., Young, M., & Phillips, S. M. (2011) · European Journal of Applied Physiology · doi:10.1007/s00421-011-2078-x · Cited by 83 · see citing works
Franchi, M. V., Wilkinson, D. J., Quinlan, J. I., Mitchell, W. K., Lund, J. N., Williams, J. P., Reeves, N. D., Smith, K., Atherton, P. J., & Narici, M. V. (2015) · Physiological Reports · doi:10.14814/phy2.12593 · Cited by 77 · see citing works
Self-citationHilenski, L. L., Terracio, L., & Borg, T. K. (1991) · Cell and Tissue Research · doi:10.1007/bf00319047 · Cited by 72 · see citing works
Gehlert, S., Suhr, F., Gutsche, K., Willkomm, L., Kern, J., Jacko, D., Knicker, A. J., Schiffer, T., Wackerhage, H., & Bloch, W. (2014) · Pflügers Archiv - European Journal of Physiology · doi:10.1007/s00424-014-1579-y · Cited by 71 · see citing works
Jakobsen, J. R., Mackey, A. L., Knudsen, A. B., Koch, M., Kjær, M., & Krogsgaard, M. R. (2016) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/sms.12794 · Cited by 68 · see citing works
Paiardini, A., Contestabile, R., Buckle, A. M., et al. (2014) · BioMed Research International · doi:10.1155/2014/856076 · Cited by 64 · see citing works
Durieux, A., D’Antona, G., Dominique Desplanches, C., Freyssenet, D. G., Klossner, S., Bottinelli, R., & Flück, M. (2009) · The Journal of Physiology · doi:10.1113/jphysiol.2009.171355 · Cited by 62 · see citing works
Self-citationHornberger, T., Mateja, R., Chin, E. R., Andrews, J., & Esser, K. (2005) · Journal of applied physiology · doi:10.1152/japplphysiol.00870.2004 · Cited by 62 · see citing works
Mechanism of work-induced hypertrophy of skeletal muscle
GOLDBERG, A. L., ETLINGER, J. D., GOLDSPINK, D. F., & JABLECKI, C. (1975) · Medicine and Science in Sports and Exercise · doi:10.1249/00005768-197500740-00003 · Cited by 59 · see citing works
Chopard, A., Arrighi, N., Carnino, A., & Marini, J. F. (2005) · The FASEB Journal · doi:10.1096/fj.04-3336fje · Cited by 56 · see citing works
Skeletal muscle remodeling in response to alpine skiing training in older individuals
Narici, M. V., Flueck, M., Koesters, A., Gimpl, M., Reifberger, A., Seynnes, O., Niebauer, J., Rittweger, J., & Mueller, E. (2011) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/j.1600-0838.2011.01338.x · Cited by 51 · see citing works
Self-citationCostamere remodeling with muscle loading and unloading in healthy young men
Li, R., Narici, M. V., Erskine, R. M., Seynnes, O. R., Rittweger, J., Pišot, R., Šimunič, B., & Flück, M. (2013) · Journal of Anatomy · doi:10.1111/joa.12101 · Cited by 51 · see citing works
Self-citationConcentration of pp125 focal adhesion kinase (FAK) at the myotendinous junction
Baker, L. P., Daggett, D. F., & Peng, H. B. (1994) · Journal of Cell Science · doi:10.1242/jcs.107.6.1485 · Cited by 33 · see citing works
Klossner, S., Li, R., Ruoss, S., Durieux, A., & Flück, M. (2013) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.00007.2013 · Cited by 29 · see citing works
Self-citationFlueck, M., Eyeang-Bèkalé, N., Héraud, A., et al. (2011) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/j.1600-0838.2011.01339.x · Cited by 25 · see citing works
Early Changes in Costameric and Mitochondrial Protein Expression with Unloading Are Muscle Specific
Flück, M., Li, R., Valdivieso, P., et al. (2014) · BioMed Research International · doi:10.1155/2014/519310 · Cited by 18 · see citing works
Self-citationVinculin and meta-vinculin in fast and slow rat skeletal muscle before and after hindlimb suspension
le Chopard, A. X. E., Pons, F. X. E. O., & Marini, J. (2002) · Pflügers Archiv - European Journal of Physiology · doi:10.1007/s00424-002-0872-3 · Cited by 17 · see citing works
COUNTERPOINT: IGF IS NOT THE MAJOR PHYSIOLOGICAL REGULATOR OF MUSCLE MASS
Flueck, M., & Goldspink, G. (2010) · Journal of Applied Physiology · doi:10.1152/japplphysiol.01246.2009a · Cited by 17 · see citing works
Kim, Y. Y., Lim, C. S., Song, Y. H., et al. (1999) · Cell Communication & Adhesion · doi:10.3109/15419069909034393 · Cited by 16 · see citing works
Ruoss, S., Möhl, C. B., Benn, M. C., von Rechenberg, B., Wieser, K., Meyer, D. C., Gerber, C., & Flück, M. (2017) · Journal of Orthopaedic Research® · doi:10.1002/jor.23624 · Cited by 16 · see citing works
Self-citationRahnert, J. A., & Burkholder, T. J. (2013) · Journal of Experimental Biology · doi:10.1242/jeb.080705 · Cited by 15 · see citing works
Hakim, C. H., Burkin, D. J., & Duan, D. (2013) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00602.2013 · Cited by 14 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Stimuli and sensors that initiate skeletal muscle hypertrophy following resistance exercise
Wackerhage, H., Schoenfeld, B. J., Hamilton, D. L., Lehti, M., & Hulmi, J. J. (2019) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00685.2018 · Cited by 357 · see citing works
Roberts, M. D., McCarthy, J. J., Hornberger, T. A., Phillips, S. M., Mackey, A. L., Nader, G. A., Boppart, M. D., Kavazis, A. N., Reidy, P. T., Ogasawara, R., et al. (2023) · Physiological Reviews · doi:10.1152/physrev.00039.2022 · Cited by 214 · see citing works
Integrin signaling: linking mechanical stimulation to skeletal muscle hypertrophy
Boppart, M. D., & Mahmassani, Z. S. (2019) · American Journal of Physiology-Cell Physiology · doi:10.1152/ajpcell.00009.2019 · Cited by 157 · see citing works
Roberts, M. D., Haun, C. T., Mobley, C. B., Mumford, P. W., Romero, M. A., Roberson, P. A., Vann, C. G., & McCarthy, J. J. (2018) · Frontiers in Physiology · doi:10.3389/fphys.2018.00834 · Cited by 107 · see citing works
Maden-Wilkinson, T. M., Balshaw, T. G., Massey, G. J., & Folland, J. P. (2020) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00224.2019 · Cited by 81 · see citing works
Does stretch training induce muscle hypertrophy in humans? A review of the literature
Nunes, J. P., Schoenfeld, B. J., Nakamura, M., Ribeiro, A. S., Cunha, P. M., & Cyrino, E. S. (2020) · Clinical Physiology and Functional Imaging · doi:10.1111/cpf.12622 · Cited by 55 · see citing works
- Authors
- Franchi, M. V., Ruoss, S., Valdivieso, P., Mitchell, K. W., Smith, K., Atherton, P. J., Narici, M. V., & Flück, M.
- Affiliations
- University of Nottingham (GB)
- University of Zurich (CH)
- University of Padua (IT)
- Corresponding author
- Franchi, M. V.
- Venue
- Acta Physiologica
- Publisher
- Wiley
- Published
- 2018-03-03
- Volume
- 223
- Issue
- 3
- Pages
- e13056-e13056
- ISSN
- 1748-1708 (ISSN-L)
- 1748-1716
- OpenAlex
- W2793319677
- Cited by
- 83
- References
- 67
- Citations by year
- 2026: 3 · 2025: 7 · 2024: 7 · 2023: 9 · 2022: 11 · 2021: 10 · 2020: 16 · 2019: 13 · 2018: 5
- FWCI
- 3.91
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Acta Physiologica (publishedVersion)
- PubMed (publishedVersion)
- Zurich Open Repository and Archive (University of Zurich) (acceptedVersion, other-oa)
- Padua Research Archive (University of Padova) (submittedVersion, other-oa)
- Padua Research Archive (University of Padova) (submittedVersion)
- Zurich Open Repository and Archive (University of Zurich) (submittedVersion, other-oa)
- Zurich Open Repository and Archive (University of Zurich)
- Funders
- National Institute for Health and Care Research (NIHR-INF-0274)
- Medical Research Council (MR/P021220/1)
- Biotechnology and Biological Sciences Research Council (BB/K019104/1)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Muscle Physiology and Disorders
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cell Biology › Muscle metabolism and nutrition
- Health Sciences › Medicine › Orthopedics and Sports Medicine › Sports Performance and Training
- Keywords
- focal adhesion kinase, eccentric training, vastus lateralis, muscle protein synthesis, fascicle length, pennation angle, FAK phosphorylation, muscle fiber type distribution, mechanical loading, muscle hypertrophy
- MeSH terms
- Adolescent, Adult, Humans, Male, Muscle Proteins, Vinculin, Skeletal Muscle Myosins, Focal Adhesion Protein-Tyrosine Kinases, Quadriceps Muscle, Resistance Training, Young Adult
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