The DOI matches its Crossref record; 71 of the 71 references it cites were found in a registry or an index.
Endocrine Crosstalk Between Skeletal Muscle and the Brain
Open accessAbstract
Skeletal muscle is an essential regulator of energy homeostasis and a potent coordinator of exercise-induced adaptations in other organs including the liver, fat or the brain. Skeletal muscle-initiated crosstalk with other tissues is accomplished though the secretion of myokines, protein hormones which can exert autocrine, paracrine and long-distance endocrine effects. In addition, the enhanced release or uptake of metabolites from and into contracting muscle cells, respectively, likewise can act as a powerful mediator of tissue interactions, in particular in regard to the central nervous system. The present review will discuss the current stage of knowledge regarding how exercise and the muscle secretome improve a broad range of brain functions related to vascularization, neuroplasticity, memory, sleep and mood. Even though the molecular and cellular mechanisms underlying the communication between muscle and brain is still poorly understood, physical activity represents one of the most effective strategies to reduce the prevalence and incidence of depression, cognitive, metabolic or degenerative neuronal disorders, and thus warrants further study.
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.
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
Health benefits of physical activity: the evidence
Warburton, D. E. R. (2006) · Canadian Medical Association Journal · doi:10.1503/cmaj.051351 · Cited by 8,007
Abarca-Gómez, L., Abdeen, Z. A., Hamid, Z. A., Abu-Rmeileh, N. M., Acosta-Cazares, B., Acuin, C., Adams, R. J., Aekplakorn, W., Afsana, K., Aguilar-Salinas, C. A., et al. (2017) · The Lancet · doi:10.1016/s0140-6736(17)32129-3 · Cited by 7,482
A PGC1-α-dependent myokine that drives brown-fat-like development of white fat and thermogenesis
Boström, P., Wu, J., Jedrychowski, M. P., Korde, A., Ye, L., Lo, J. C., Rasbach, K. A., Boström, E. A., Choi, J. H., Long, J. Z., et al. (2012) · Nature · doi:10.1038/nature10777 · Cited by 4,810
Running increases cell proliferation and neurogenesis in the adult mouse dentate gyrus
van Praag, H., Kempermann, G., & Gage, F. H. (1999) · Nature Neuroscience · doi:10.1038/6368 · Cited by 3,880
Obesity in children and young people: a crisis in public health
Lobstein, T., Baur, L., & Uauy, R. (2004) · Obesity Reviews · doi:10.1111/j.1467-789x.2004.00133.x · Cited by 3,801 · cited 1×
“The deleterious effects of physical inactivity often are further exacerbated by excessive calorie intake resulting in obesity (5, 6).”
BackgroundExercise as medicine - evidence for prescribing exercise as therapy in 26 different chronic diseases
Pedersen, B. K., & Saltin, B. (2015) · Scandinavian Journal of Medicine & Science in Sports · doi:10.1111/sms.12581 · Cited by 3,514
Running enhances neurogenesis, learning, and long-term potentiation in mice
van Praag, H., Christie, B. R., Sejnowski, T. J., & Gage, F. H. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.23.13427 · Cited by 2,904
Endocrine regulation of energy metabolism by the skeleton
Lee, N. K., Sowa, H., Hinoi, E., Ferron, M., Ahn, J. D., Confavreux, C., Dacquin, R., Mee, P. J., McKee, M. D., Jung, D. Y., et al. (2007) · Cell · doi:10.1016/j.cell.2007.05.047 · Cited by 2,554
AMP-activated protein kinase (AMPK) action in skeletal muscle via direct phosphorylation of PGC-1α
Jäger, S., Handschin, C., St.-Pierre, J., & Spiegelman, B. M. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0705070104 · Cited by 2,491
Tjäderhane, L., Buzalaf, M. A. R., Carrilho, M., & Chaussain, C. (2015) · Caries Research · doi:10.1159/000363582 · Cited by 2,306
The economic burden of physical inactivity: a global analysis of major non-communicable diseases
Ding, D., Lawson, K. D., Kolbe-Alexander, T. L., Finkelstein, E. A., Katzmarzyk, P. T., van Mechelen, W., & Pratt, M. (2016) · The Lancet · doi:10.1016/s0140-6736(16)30383-x · Cited by 2,201
Exercise Metabolism and the Molecular Regulation of Skeletal Muscle Adaptation
Egan, B., & Zierath, J. R. (2013) · Cell Metabolism · doi:10.1016/j.cmet.2012.12.012 · Cited by 2,084
Capillary pericytes regulate cerebral blood flow in health and disease
Hall, C. N., Reynell, C., Gesslein, B., Hamilton, N. B., Mishra, A., Sutherland, B. A., O’Farrell, F. M., Buchan, A. M., Lauritzen, M., & Attwell, D. (2014) · Nature · doi:10.1038/nature13165 · Cited by 1,870
Astrocyte-Neuron Lactate Transport Is Required for Long-Term Memory Formation
Suzuki, A., Stern, S. A., Bozdagi, O., Huntley, G. W., Walker, R. H., Magistretti, P. J., & Alberini, C. M. (2011) · Cell · doi:10.1016/j.cell.2011.02.018 · Cited by 1,711
Kynurenines in the mammalian brain: when physiology meets pathology
Schwarcz, R., Bruno, J. P., Muchowski, P. J., & Wu, H.-Q. (2012) · Nature Reviews Neuroscience · doi:10.1038/nrn3257 · Cited by 1,530 · cited 2×
“The same enzymes are expressed in different peripheral tissues including skeletal muscle (140, 141).”
BackgroundControl of sleep and wakefulness
Brown, R. E., Basheer, R., McKenna, J. T., Strecker, R. E., & McCarley, R. W. (2012) · Physiological Reviews · doi:10.1152/physrev.00032.2011 · Cited by 1,477
Exercise induces hippocampal BDNF through a PGC-1α/FNDC5 pathway
Wrann, C. D., White, J. P., Salogiannnis, J., Laznik-Bogoslavski, D., Wu, J., Ma, D., Lin, J. D., Greenberg, M. E., & Spiegelman, B. M. (2013) · Cell Metabolism · doi:10.1016/j.cmet.2013.09.008 · Cited by 1,440
Integrative Biology of Exercise
Hawley, J. A., Hargreaves, M., Joyner, M. J., & Zierath, J. R. (2014) · Cell · doi:10.1016/j.cell.2014.10.029 · Cited by 1,152
The role of exercise and PGC1α in inflammation and chronic disease
Handschin, C., & Spiegelman, B. M. (2008) · Nature · doi:10.1038/nature07206 · Cited by 1,083
Self-citationExercise and brain neurotrophins
Neeper, S. A., Góauctemez-Pinilla, F., Choi, J., & Cotman, C. (1995) · Nature · doi:10.1038/373109a0 · Cited by 1,066 · cited 1×
“BDNF can signal via both TrkB and p75NTR receptors (68–71) and is induced in the hippocampus of exercised rats (72).”
BackgroundSleep and circadian rhythm disruption in psychiatric and neurodegenerative disease
Wulff, K., Gatti, S., Wettstein, J. G., & Foster, R. G. (2010) · Nature Reviews Neuroscience · doi:10.1038/nrn2868 · Cited by 1,055
HIF-independent regulation of VEGF and angiogenesis by the transcriptional coactivator PGC-1α
Arany, Z., Foo, S.-Y., Ma, Y., Ruas, J. L., Bommi-Reddy, A., Girnun, G., Cooper, M., Laznik, D., Chinsomboon, J., Rangwala, S. M., et al. (2008) · Nature · doi:10.1038/nature06613 · Cited by 1,054
SIRT1 Functionally Interacts with the Metabolic Regulator and Transcriptional Coactivator PGC-1α
Nemoto, S., Fergusson, M. M., & Finkel, T. (2005) · Journal of Biological Chemistry · doi:10.1074/jbc.m501485200 · Cited by 1,047
BDNF and synaptic plasticity, cognitive function, and dysfunction
Lu, B., Nagappan, G., & Lu, Y. (2014) · Handbook of Experimental Pharmacology · doi:10.1007/978-3-642-45106-5_9 · Cited by 1,043
Acute Exercise Remodels Promoter Methylation in Human Skeletal Muscle
Barrès, R., Yan, J., Egan, B., Treebak, J. T., Rasmussen, M., Fritz, T., Caidahl, K., Krook, A., O'Gorman, D. J., & Zierath, J. R. (2012) · Cell Metabolism · doi:10.1016/j.cmet.2012.01.001 · Cited by 965 · cited 1×
“A marked acute exercise-induced hypomethylation of the promoters of the peroxisome-proliferator activated receptor γ coactivator 1α (PGC-1α) and the peroxisome-proliferator activated receptor δ (PPARβ/δ) in human muscle (34) parallels an upregulation of PGC-1α mRNA and protein stability, in part via PPARδ-dependent me…”
BackgroundEvidence for a release of brain-derived neurotrophic factor from the brain during exercise
Rasmussen, P., Brassard, P., Adser, H., Pedersen, M. V., Leick, L., Hart, E., Secher, N. H., Pedersen, B. K., & Pilegaard, H. (2009) · Experimental Physiology · doi:10.1113/expphysiol.2009.048512 · Cited by 914
Understanding the Physiology of FGF21
Fisher, F. M., & Maratos-Flier, E. (2016) · Annual Review of Physiology · doi:10.1146/annurev-physiol-021115-105339 · Cited by 912
β-Hydroxybutyrate: A Signaling Metabolite
Newman, J. C., & Verdin, E. (2017) · Annual Review of Nutrition · doi:10.1146/annurev-nutr-071816-064916 · Cited by 872
Blood BDNF Concentrations Reflect Brain-Tissue BDNF Levels across Species
Klein, A. B., Williamson, R., Santini, M. A., Clemmensen, C., Ettrup, A., Rios, M., Knudsen, G. M., & Aznar, S. (2011) · The International Journal of Neuropsychopharmacology · doi:10.1017/s1461145710000738 · Cited by 726
Matthews, V. B., Åström, M.-B., Chan, M. H. S., Bruce, C. R., Krabbe, K. S., Prelovsek, O., Åkerström, T., Yfanti, C., Broholm, C., Mortensen, O. H., et al. (2009) · Diabetologia · doi:10.1007/s00125-009-1364-1 · Cited by 722
The benefits of exercise for the clinically depressed
Craft, L. L., & Perna, F. M. (2004) · The Primary Care Companion For CNS Disorders · doi:10.4088/pcc.v06n0301 · Cited by 692
Roberts, L. D., Boström, P., O’Sullivan, J. F., Schinzel, R. T., Lewis, G. D., Dejam, A., Lee, Y.-K., Palma, M. J., Calhoun, S., Georgiadi, A., et al. (2014) · Cell Metabolism · doi:10.1016/j.cmet.2013.12.003 · Cited by 643
Running-induced systemic cathepsin B secretion is associated with memory function
Moon, H. Y., Becke, A., Berron, D., Becker, B., Sah, N., Benoni, G., Janke, E., Lubejko, S. T., Greig, N. H., Mattison, J. A., et al. (2016) · Cell Metabolism · doi:10.1016/j.cmet.2016.05.025 · Cited by 628
Exercise induces cerebral VEGF and angiogenesis via the lactate receptor HCAR1
Morland, C., Andersson, K. A., Haugen, Ø. P., Hadzic, A., Kleppa, L., Gille, A., Rinholm, J. E., Palibrk, V., Diget, E. H., Kennedy, L. H., et al. (2017) · Nature Communications · doi:10.1038/ncomms15557 · Cited by 559
Ding, Q., Vaynman, S., Akhavan, M., Ying, Z., & Gomez-Pinilla, F. (2006) · Neuroscience · doi:10.1016/j.neuroscience.2006.02.084 · Cited by 555
FGF21 regulates metabolism and circadian behavior by acting on the nervous system
Bookout, A. L., de Groot, M. H. M., Owen, B. M., Lee, S., Gautron, L., Lawrence, H. L., Ding, X., Elmquist, J. K., Takahashi, J. S., Mangelsdorf, D. J., et al. (2013) · Nature Medicine · doi:10.1038/nm.3249 · Cited by 545
Blood-brain barrier transport of cytokines: a mechanism for neuropathology
Banks, W. (2005) · Current Pharmaceutical Design · doi:10.2174/1381612053381684 · Cited by 534
Circadian clock proteins regulate neuronal redox homeostasis and neurodegeneration
Musiek, E. S., Lim, M. M., Yang, G., Bauer, A. Q., Qi, L., Lee, Y., Roh, J. H., Ortiz-Gonzalez, X., Dearborn, J. T., Culver, J. P., et al. (2013) · Journal of Clinical Investigation · doi:10.1172/jci70317 · Cited by 524
FGF21 acts centrally to induce sympathetic nerve activity, energy expenditure, and weight loss
Owen, B. M., Ding, X., Morgan, D. A., Coate, K. C., Bookout, A. L., Rahmouni, K., Kliewer, S. A., & Mangelsdorf, D. J. (2014) · Cell Metabolism · doi:10.1016/j.cmet.2014.07.012 · Cited by 523
Blood lactate is an important energy source for the human brain.
van Hall, G., Stømstad, M., Rasmussen, P., Jans, Ø., Zaar, M., Gam, C., Quistorff, B., Secher, N. H., & Nielsen, H. B. (2009) · Journal of Cerebral Blood Flow & Metabolism · doi:10.1038/jcbfm.2009.35 · Cited by 522
Exercise-stimulated glucose uptake — regulation and implications for glycaemic control
Sylow, L., Kleinert, M., Richter, E. A., & Jensen, T. E. (2017) · Nature Reviews Endocrinology · doi:10.1038/nrendo.2016.162 · Cited by 498
Exercise-induced mitochondrial biogenesis begins before the increase in muscle PGC-1α expression.
Wright, D. C., Han, D.-H., Garcia-Roves, P. M., Geiger, P. C., Jones, T. E., & Holloszy, J. O. (2007) · Journal of Biological Chemistry · doi:10.1074/jbc.m606116200 · Cited by 488
Physical exercise intervention in depressive disorders: Meta‐analysis and systematic review
Josefsson, T., Lindwall, M., & Archer, T. (2014) · Scandinavian Journal of Medicine & Science in Sports · doi:10.1111/sms.12050 · Cited by 483 · cited 1×
“and the effectiveness of exercise programs in reducing depressive symptoms has been widely recognized (138, 139).”
BackgroundMuscle insulin sensitivity and glucose metabolism are controlled by the intrinsic muscle clock
Dyar, K. A., Ciciliot, S., Wright, L. E., Biensø, R. S., Tagliazucchi, G. M., Patel, V. R., Forcato, M., Paz, M. I. P., Gudiksen, A., Solagna, F., et al. (2014) · Molecular Metabolism · doi:10.1016/j.molmet.2013.10.005 · Cited by 454 · cited 1×
“Second, these data imply a muscle-to-brain signaling involved in sleep regulation, either humoral, or, based on the observation that mice lacking Bmal1 in their muscles exhibit potent metabolic disruptions (152, 153), via metabolites.”
BackgroundMetabolic signatures of exercise in human plasma
Lewis, G. D., Farrell, L., Wood, M. J., Martinovic, M., Arany, Z., Rowe, G. C., Souza, A., Cheng, S., McCabe, E. L., Yang, E., et al. (2010) · Science Translational Medicine · doi:10.1126/scitranslmed.3001006 · Cited by 432
FGF21 is an Akt‐regulated myokine
Izumiya, Y., Bina, H. A., Ouchi, N., Akasaki, Y., Kharitonenkov, A., & Walsh, K. (2008) · FEBS Letters · doi:10.1016/j.febslet.2008.10.021 · Cited by 415
Involvement of PGC-1α in the formation and maintenance of neuronal dendritic spines
Cheng, A., Wan, R., Yang, J.-L., Kamimura, N., Son, T. G., Ouyang, X., Luo, Y., Okun, E., & Mattson, M. P. (2012) · Nature Communications · doi:10.1038/ncomms2238 · Cited by 401
Andrews, J. L., Zhang, X., McCarthy, J. J., McDearmon, E. L., Hornberger, T. A., Russell, B., Campbell, K. S., Arbogast, S., Reid, M. B., Walker, J. R., et al. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1014523107 · Cited by 389
The transcriptional coactivator PGC-1α mediates exercise-induced angiogenesis in skeletal muscle
Chinsomboon, J., Ruas, J., Gupta, R. K., Thom, R., Shoag, J., Rowe, G. C., Sawada, N., Raghuram, S., & Arany, Z. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0909131106 · Cited by 379
Physical Activity and Cognitive Vitality
Prakash, R. S., Voss, M. W., Erickson, K. I., & Kramer, A. F. (2015) · Annual Review of Psychology · doi:10.1146/annurev-psych-010814-015249 · Cited by 376
Aging, exercise, and muscle protein metabolism
Koopman, R., & van Loon, L. J. C. (2009) · Journal of Applied Physiology · doi:10.1152/japplphysiol.91551.2008 · Cited by 371
Exercise exerts neuroprotective effects on Parkinson's disease model of rats
Tajiri, N., Yasuhara, T., Shingo, T., Kondo, A., Yuan, W., Kadota, T., Wang, F., Baba, T., Tayra, J. T., Morimoto, T., et al. (2010) · Brain Research · doi:10.1016/j.brainres.2009.10.075 · Cited by 308
Scheduled exercise phase shifts the circadian clock in skeletal muscle
WOLFF, G., & ESSER, K. A. (2012) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e318255cf4c · Cited by 291
Acute Exercise Induces FGF21 Expression in Mice and in Healthy Humans
Kim, K. H., Kim, S. H., Min, Y.-K., Yang, H.-M., Lee, J.-B., & Lee, M.-S. (2013) · PLoS ONE · doi:10.1371/journal.pone.0063517 · Cited by 290
The Exercise is Medicine Global Health Initiative: a 2014 update
Lobelo, F., Stoutenberg, M., & Hutber, A. (2014) · British Journal of Sports Medicine · doi:10.1136/bjsports-2013-093080 · Cited by 281
The fasting polypeptide FGF21 can enter brain from blood
Hsuchou, H., Pan, W., & Kastin, A. J. (2007) · Peptides · doi:10.1016/j.peptides.2007.10.007 · Cited by 280
The Ever-Expanding Myokinome: Discovery Challenges and Therapeutic Implications
Whitham, M., & Febbraio, M. A. (2016) · Nature Reviews Drug Discovery · doi:10.1038/nrd.2016.153 · Cited by 279
Harfmann, B. D., Schroder, E. A., Kachman, M. T., Hodge, B. A., Zhang, X., & Esser, K. A. (2016) · Skeletal Muscle · doi:10.1186/s13395-016-0082-x · Cited by 231
Keipert, S., Ost, M., Johann, K., Imber, F., Jastroch, M., van Schothorst, E. M., Keijer, J., & Klaus, S. (2014) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00330.2013 · Cited by 221
OPA1 deficiency promotes secretion of FGF21 from muscle that prevents obesity and insulin resistance
Pereira, R. O., Tadinada, S. M., Zasadny, F. M., Oliveira, K. J., Pires, K. M. P., Olvera, A., Jeffers, J., Souvenir, R., Mcglauflin, R., Seei, A., et al. (2017) · The EMBO Journal · doi:10.15252/embj.201696179 · Cited by 211
BDNF is expressed in skeletal muscle satellite cells and inhibits myogenic differentiation
Mousavi, K., & Jasmin, B. J. (2006) · The Journal of Neuroscience · doi:10.1523/jneurosci.5398-05.2006 · Cited by 210
QUINN, L., STRAITBODEY, L., ANDERSON, B., ARGILES, J., & HAVEL, P. (2005) · Cell Biology International · doi:10.1016/j.cellbi.2005.02.005 · Cited by 199
Raschke, S., Eckardt, K., Bjørklund Holven, K., Jensen, J., & Eckel, J. (2013) · PLoS ONE · doi:10.1371/journal.pone.0062008 · Cited by 199
PPARδ Promotes Running Endurance by Preserving Glucose
Fan, W., Waizenegger, W., Lin, C. S., Sorrentino, V., He, M.-X., Wall, C. E., Li, H., Liddle, C., Yu, R. T., Atkins, A. R., et al. (2017) · Cell Metabolism · doi:10.1016/j.cmet.2017.04.006 · Cited by 198
Brain-derived Neurotrophic Factor in Megakaryocytes
Chacón-Fernández, P., Säuberli, K., Colzani, M., Moreau, T., Ghevaert, C., & Barde, Y.-A. (2016) · Journal of Biological Chemistry · doi:10.1074/jbc.m116.720029 · Cited by 186
Identification of human exercise-induced myokines using secretome analysis
Catoire, M., Mensink, M., Kalkhoven, E., Schrauwen, P., & Kersten, S. (2014) · Physiological Genomics · doi:10.1152/physiolgenomics.00174.2013 · Cited by 179
Endocrine Effects of Circadian Disruption
Bedrosian, T. A., Fonken, L. K., & Nelson, R. J. (2016) · Annual Review of Physiology · doi:10.1146/annurev-physiol-021115-105102 · Cited by 170
The search for exercise factors in humans
Catoire, M., & Kersten, S. (2015) · The FASEB Journal · doi:10.1096/fj.14-263699 · Cited by 137
Glutamine, gene expression, and cell function
Curi, R. (2007) · Frontiers in Bioscience · doi:10.2741/2068 · Cited by 135
Camera, D. M., Burniston, J. G., Pogson, M. A., Smiles, W. J., & Hawley, J. A. (2017) · The FASEB Journal · doi:10.1096/fj.201700531r · Cited by 72
Caloric restriction and exercise “mimetics”: ready for prime time
Handschin, C. (2016) · Pharmacological Research · doi:10.1016/j.phrs.2015.11.009 · Cited by 72
Self-citation
Cited by
A Path Toward Precision Medicine for Neuroinflammatory Mechanisms in Alzheimer's Disease
Hampel, H., Caraci, F., Cuello, A. C., Caruso, G., Nisticò, R., Corbo, M., Baldacci, F., Toschi, N., Garaci, F., Chiesa, P. A., et al. (2020) · Frontiers in Immunology · doi:10.3389/fimmu.2020.00456 · Cited by 360
Exercise benefits on Alzheimer’s disease: State-of-the-science
Valenzuela, P. L., Castillo-García, A., Morales, J. S., de la Villa, P., Hampel, H., Emanuele, E., Lista, S., & Lucia, A. (2020) · Ageing Research Reviews · doi:10.1016/j.arr.2020.101108 · Cited by 337
Blood-brain barrier permeability and physical exercise
Małkiewicz, M. A., Szarmach, A., Sabisz, A., Cubała, W. J., Szurowska, E., & Winklewski, P. J. (2019) · Journal of Neuroinflammation · doi:10.1186/s12974-019-1403-x · Cited by 276
Beeri, M. S., Leugrans, S. E., Delbono, O., Bennett, D. A., & Buchman, A. S. (2021) · Journal of the American Geriatrics Society · doi:10.1111/jgs.17206 · Cited by 237
Jamwal, S., Blackburn, J. K., & Elsworth, J. D. (2021) · Pharmacology & Therapeutics · doi:10.1016/j.pharmthera.2020.107705 · Cited by 236
Metadata
- Authors
- Delezie, J., & Handschin, C.
- Venue
- Frontiers in Neurology
- Publisher
- Frontiers Media SA
- Published
- 2018-08-24
- Volume
- 9
- Pages
- 698-698
- ISSN
- 1664-2295 (ISSN-L)
- OpenAlex
- W2888255387
- Cited by
- 273
- References
- 71
- FWCI
- 18.19
- Type
- journal article
- Language
- en
- Open access
- gold
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
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.