The DOI matches its Crossref record; 79 of the 79 references it cites were found in a registry or an index.
Cardiovascular, Metabolic and Endocrine, Cancer, Mortality, Derma, and Other Outcomes of Olive Oil and Oleic Acid: An Umbrella Review
Abstract
The research on health effects of olive oil and oleic acid remains variable. This umbrella review aimed to synthesize evidence from systematic reviews (with or without meta‐analyses) regarding the health outcomes of oleic acid and olive oil, clarify the validity and strength of the evidence, and finally help to make dietary recommendations for different people. We conducted a comprehensive search of the Cochrane, PubMed, Web of Science, Medline, and Embase databases. These studies were assessed using AMSTAR 2 and GRADE tools. 19 out of 741 eligible studies were included, and the majority were prospective studies. Topical application of olive oil is suggested to prevent pressure ulcers and acute radiation dermatitis; only a few adverse reactions (e.g., occupational allergic contact dermatitis and lichen planus pigmentosus) have been reported. Consumption of olive oil reduced the risk of Type 2 diabetes and cardiovascular disease by 22% and 18%, respectively. Especially, olive oil improved glycemic control in reducing fasting blood glucose (MD: −0.44, 95% CI: −0.66, −0.22), HbA1c (MD = −0.27, 95% CI: −0.37, −0.17), insulin (SMD = −0.28, 95% CI: −0.51, −0.05), and homeostatic model assessment for insulin resistance (HOMA‐IR) (SMD = −0.19, 95% CI: −0.35, −0.03). Every 25 g/day OO intake was associated with an 11% lower relative risk of all‐cause mortality (95% CI: 0.85, 0.93). Additionally, each 10 g/day olive oil intake increased 0.22 mg/dL HDL and improved endothelial function. However, the quality of 77% of the evidence was low to moderate, as assessed by GRADE. The methodological quality of 69% of the studies was low and critically low. Olive oil is proven to be a healthy dietary option for Type 2 diabetes and cardiovascular disease populations, a superior topical application choice for the immobilized. With the major evidence not being high, further standardized research is needed to explore the optimal dosage and the effects of oleic acid in olive oil.
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
1 retracted
Estruch, R., Ros, E., Salas-Salvadó, J., Covas, M.-I., Corella, D., Arós, F., Gómez-Gracia, E., Ruiz-Gutiérrez, V., Fiol, M., Lapetra, J., et al. (2018) · New England Journal of Medicine · doi:10.1056/nejmc1806491 · Cited by 1,008
RetractedGRADE guidelines: 1. Introduction—GRADE evidence profiles and summary of findings tables
Guyatt, G., Oxman, A. D., Akl, E. A., Kunz, R., Vist, G., Brozek, J., Norris, S., Falck-Ytter, Y., Glasziou, P., & deBeer, H. (2011) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2010.04.026 · Cited by 10,681
Shea, B. J., Reeves, B. C., Wells, G., Thuku, M., Hamel, C., Moran, J., Moher, D., Tugwell, P., Welch, V., Kristjansson, E., et al. (2017) · BMJ · doi:10.1136/bmj.j4008 · Cited by 10,636
Estruch, R., Ros, E., Salas-Salvadó, J., Covas, M.-I., Corella, D., Arós, F., Gómez-Gracia, E., Ruiz-Gutiérrez, V., Fiol, M., Lapetra, J., et al. (2018) · New England Journal of Medicine · doi:10.1056/nejmoa1800389 · Cited by 3,616
Aromataris, E., Fernandez, R., Godfrey, C. M., Holly, C., Khalil, H., & Tungpunkom, P. (2015) · International Journal of Evidence-Based Healthcare · doi:10.1097/xeb.0000000000000055 · Cited by 2,587
Definition of the Mediterranean Diet; A Literature Review
Davis, C., Bryan, J., Hodgson, J., & Murphy, K. (2015) · Nutrients · doi:10.3390/nu7115459 · Cited by 1,184
Antioxidant and other biological activities of phenols from olives and olive oil
Visioli, F., Poli, A., & Gall, C. (2002) · Medicinal Research Reviews · doi:10.1002/med.1028 · Cited by 754
Ten simple rules for conducting umbrella reviews
Fusar-Poli, P., & Radua, J. (2018) · Evidence Based Mental Health · doi:10.1136/ebmental-2018-300014 · Cited by 724
C-Reactive Protein: Risk Marker or Mediator in Atherothrombosis?
Jialal, I., Devaraj, S., & Venugopal, S. K. (2004) · Hypertension · doi:10.1161/01.hyp.0000130484.20501.df · Cited by 568
Pressure ulcers: Pathophysiology, epidemiology, risk factors, and presentation
Mervis, J. S., & Phillips, T. J. (2019) · Journal of the American Academy of Dermatology · doi:10.1016/j.jaad.2018.12.069 · Cited by 542
López-Miranda, J., Pérez-Jiménez, F., Ros, E., De Caterina, R., Badimón, L., Covas, M. I., Escrich, E., Ordovás, J. M., Soriguer, F., Abiá, R., et al. (2010) · Nutrition, Metabolism and Cardiovascular Diseases · doi:10.1016/j.numecd.2009.12.007 · Cited by 520
Bioactive Compounds and Quality of Extra Virgin Olive Oil
Jimenez-Lopez, C., Carpena, M., Lourenço-Lopes, C., Gallardo-Gomez, M., Lorenzo, J. M., Barba, F. J., Prieto, M. A., & Simal-Gandara, J. (2020) · Foods · doi:10.3390/foods9081014 · Cited by 520
Oleic acid content is responsible for the reduction in blood pressure induced by olive oil
Terés, S., Barceló-Coblijn, G., Benet, M., Álvarez, R., Bressani, R., Halver, J. E., & Escribá, P. V. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0807500105 · Cited by 518
Schwingshackl, L., & Hoffmann, G. (2014) · Lipids in Health and Disease · doi:10.1186/1476-511x-13-154 · Cited by 507
Olive oil and the cardiovascular system
COVAS, M. (2007) · Pharmacological Research · doi:10.1016/j.phrs.2007.01.010 · Cited by 401
Olive oil intake and risk of cardiovascular disease and mortality in the PREDIMED Study
Guasch-Ferré, M., Hu, F. B., Martínez-González, M. A., Fitó, M., Bulló, M., Estruch, R., Ros, E., Corella, D., Recondo, J., Gómez-Gracia, E., et al. (2014) · BMC Medicine · doi:10.1186/1741-7015-12-78 · Cited by 374
Protective mechanisms of the Mediterranean diet in obesity and type 2 diabetes
Schröder, H. (2007) · The Journal of Nutritional Biochemistry · doi:10.1016/j.jnutbio.2006.05.006 · Cited by 337
Ischemia‐reperfusion injury in chronic pressure ulcer formation: A skin model in the rat
Peirce, S. M., Skalak, T. C., & Rodeheaver, G. T. (2000) · Wound Repair and Regeneration · doi:10.1046/j.1524-475x.2000.00068.x · Cited by 328
International conference on the healthy effect of virgin olive oil
Jaen (2005) · European Journal of Clinical Investigation · doi:10.1111/j.1365-2362.2005.01516.x · Cited by 296
Psaltopoulou, T., Kosti, R. I., Haidopoulos, D., Dimopoulos, M., & Panagiotakos, D. B. (2011) · Lipids in Health and Disease · doi:10.1186/1476-511x-10-127 · Cited by 283
Schwingshackl, L., Christoph, M., & Hoffmann, G. (2015) · Nutrients · doi:10.3390/nu7095356 · Cited by 252
Extra virgin olive oil: More than a healthy fat
Yubero‐Serrano, E. M., López-Moreno, J., Gómez-Delgado, F., & López‐Miranda, J. (2018) · European Journal of Clinical Nutrition · doi:10.1038/s41430-018-0304-x · Cited by 240
Schwingshackl, L., Lampousi, A.-M., Portillo, M. P., Romaguera, D., HOFFMANN, G. E., & Boeing, H. (2017) · Nutrition and Diabetes · doi:10.1038/nutd.2017.12 · Cited by 232
Gaforio, J. J., Visioli, F., Alarcón-de-la-Lastra, C., Castañer, O., Delgado-Rodríguez, M., Fitó, M., Hernández, A. F., Huertas, J. R., Martínez-González, M. A., Menendez, J. A., et al. (2019) · Nutrients · doi:10.3390/nu11092039 · Cited by 187
High monounsaturated fatty acids intake protects against age-related cognitive decline
Solfrizzi, V., Panza, F., Torres, F., Mastroianni, F., Parigi, A., Venezia, A., & Capurso, A. (1999) · Neurology · doi:10.1212/wnl.52.8.1563 · Cited by 181
Membrane composition and dynamics: A target of bioactive virgin olive oil constituents
López, S., Bermúdez, B., la Paz, S. M., Jaramillo, S., Varela, L. M., Ortega‐Gómez, A., Abia, R., & Muriana, F. J. G. (2014) · Biochimica et Biophysica Acta (BBA) - Biomembranes · doi:10.1016/j.bbamem.2014.01.007 · Cited by 176
Uylaşer, V., & Yıldız, G. (2013) · Critical Reviews in Food Science and Nutrition · doi:10.1080/10408398.2011.626874 · Cited by 167
Olive Oil and Cognition: Results from the Three-City Study
Berr, C., Portet, F., Carrière, I., Akbaraly, T. N., Féart, C., Gourlet, V., Combe, N., Barberger‐Gateau, P., & Ritchie, K. A. (2009) · Dementia and Geriatric Cognitive Disorders · doi:10.1159/000253483 · Cited by 157
Monounsaturated Fatty Acids and Cholesterol Metabolism: Implications for Dietary Recommendations
Grundy, S. M. (1989) · Journal of Nutrition · doi:10.1093/jn/119.4.529 · Cited by 156
Lu, Y., Zhao, J. L., Xin, Q., Yuan, R., Yu, M., Yang, M., Mo, H., Chen, K., & Cong, W. (2023) · Food Science and Human Wellness · doi:10.26599/fshw.2022.9250047 · Cited by 151
Virgin olive oil as a fundamental nutritional component and skin protector
Viola, P., & Viola, M. (2009) · Clinics in Dermatology · doi:10.1016/j.clindermatol.2008.01.008 · Cited by 144
Neuenschwander, M., Stadelmaier, J., Eble, J., Grummich, K., Szczerba, E., Kiesswetter, E., Schlesinger, S., & Schwingshackl, L. (2023) · BMC Medicine · doi:10.1186/s12916-023-03093-1 · Cited by 138
Dietary fatty acids intake: possible role in cognitive decline and dementia
Solfrizzi, V., D’Introno, A., Colacicco, A. M., Capurso, C. A., DelParigi, A., Capurso, S. A., Gadaleta, A., Capurso, A., & Panza, F. (2005) · Experimental Gerontology · doi:10.1016/j.exger.2005.01.001 · Cited by 136
Behroozian, T., Bonomo, P., Patel, P., Kanee, L., Finkelstein, S., van den Hurk, C., Chow, E., Wolf, J. R., Behroozian, T., Bonomo, P., et al. (2023) · The Lancet Oncology · doi:10.1016/s1470-2045(23)00067-0 · Cited by 132
Menéndez, J. A., Vázquez‐Martín, A., Garcı́a-Villalba, R., Carrasco‐Pancorbo, A., Oliveras‐Ferraros, C., Fernández‐Gutiérrez, A., & Segura‐Carretero, A. (2008) · BMC Cancer · doi:10.1186/1471-2407-8-377 · Cited by 128
Pastor, R., Bouzas, C., & Tur, J. A. (2021) · Free Radical Biology and Medicine · doi:10.1016/j.freeradbiomed.2021.06.017 · Cited by 124
Solfrizzi, V., Frisardi, V., Capurso, C. A., D’Introno, A., Colacicco, A. M., Vendemiale, G., Capurso, A., & Panza, F. (2009) · Ageing Research Reviews · doi:10.1016/j.arr.2009.07.005 · Cited by 123
Rehman, K., Haider, K., Jabeen, K., & Akash, M. S. H. (2020) · Reviews in Endocrine and Metabolic Disorders · doi:10.1007/s11154-020-09549-6 · Cited by 120
Donato-Trancoso, A., Monte-Alto-Costa, A., & Romana-Souza, B. (2016) · Journal of Dermatological Science · doi:10.1016/j.jdermsci.2016.03.012 · Cited by 112
Martínez‐González, M. Á., Dominguez, L. J., & Delgado‐Rodríguez, M. (2014) · British Journal Of Nutrition · doi:10.1017/s0007114514000713 · Cited by 112
Olive oil, diet and colorectal cancer: an ecological study and a hypothesis
Stoneham, M., Goldacre, M., Seagroatt, V., & Gill, L. (2000) · Journal of Epidemiology & Community Health · doi:10.1136/jech.54.10.756 · Cited by 111
The Impact of Postprandial Lipemia in Accelerating Atherothrombosis
Roche, H. M., & Gibney, M. J. (2000) · European Journal of Cardiovascular Prevention & Rehabilitation · doi:10.1177/204748730000700504 · Cited by 110
Fernandes, J., Fialho, M., Feteira-Santos, R., Peixoto-Plácido, C., Madeira, T., Sousa-Santos, N., Virgolino, A., Santos, O., & Carneiro, A. V. (2019) · Nutrition · doi:10.1016/j.nut.2019.110559 · Cited by 110
Mediterranean diet, olive oil and cancer
Colomer, R., & Menéndez, J. A. (2006) · Clinical & Translational Oncology · doi:10.1007/s12094-006-0090-0 · Cited by 109
Martínez‐González, M. Á., Sayón-Orea, C., Bullón‐Vela, V., Bes‐Rastrollo, M., Rodríguez‐Artalejo, F., Yusta-Boyo, M. J., & García‐Solano, M. (2022) · Clinical Nutrition · doi:10.1016/j.clnu.2022.10.001 · Cited by 106
Guasch‐Ferré, M., Zong, G., Willett, W. C., Zock, P. L., Wanders, A. J., Hu, F. B., & Sun, Q. (2019) · Circulation Research · doi:10.1161/circresaha.118.313996 · Cited by 103
Jones, P. J. H., Jew, S., & AbuMweis, S. S. (2008) · Metabolism · doi:10.1016/j.metabol.2008.04.012 · Cited by 99
Pedersen, A. T., Baumstark, M. W., Marckmann, P., Gylling, H., & Sandström, B. (2000) · Journal of Lipid Research · doi:10.1016/s0022-2275(20)32351-8 · Cited by 96
Monounsaturated fat decreases hepatic lipid content in non-alcoholic fatty liver disease in rats
Hussein, O. (2007) · World Journal of Gastroenterology · doi:10.3748/wjg.v13.i3.361 · Cited by 95
Deschamps, V., Barberger‐Gateau, P., Peuchant, E., & Orgogozo, J. M. (2001) · Neuroepidemiology · doi:10.1159/000054752 · Cited by 92
Healthy Virgin Olive Oil: A Matter of Bitterness
Vitaglione, P., Savarese, M. F., Paduano, A., Scalfi, L., Fogliano, V., & Sacchi, R. (2013) · Critical Reviews in Food Science and Nutrition · doi:10.1080/10408398.2012.708685 · Cited by 85
Olive oil intake and cancer risk: A systematic review and meta-analysis
Markellos, C., Ourailidou, M. E., Gavriatopoulou, M., Halvatsiotis, P., Sergentanis, T. Ν., & Ψαλτοπούλου, Θ. (2022) · PLoS ONE · doi:10.1371/journal.pone.0261649 · Cited by 83
Olive Oil Nutraceuticals in the Prevention and Management of Diabetes: From Molecules to Lifestyle
AlKhatib, A. H., Tsang, C., & Tuomilehto, J. O. (2018) · International Journal of Molecular Sciences · doi:10.3390/ijms19072024 · Cited by 80
Ghobadi, S., Hassanzadeh-Rostami, Z., Mohammadian, F., Nikfetrat, A., Ghasemifard, N., Raeisi‐Dehkordi, H., & Faghih, S. (2018) · Critical Reviews in Food Science and Nutrition · doi:10.1080/10408398.2018.1438349 · Cited by 75
Vascular risk and genetics of sporadic late-onset Alzheimer’s disease
Panza, F., D’Introno, A., Colacicco, A. M., Basile, A. M., Capurso, C. A., Kehoe, P. G., Capurso, C. A., & Solfrizzi, V. (2003) · Journal of Neural Transmission · doi:10.1007/s00702-003-0071-1 · Cited by 60
Monfort‐Pires, M., Delgado‐Lista, J., Gómez-Delgado, F., López‐Miranda, J., Pérez‐Martínez, P., & Ferreira, S. R. G. (2016) · Nutrients · doi:10.3390/nu8090580 · Cited by 50
Olive oil consumption and its repercussions on lipid metabolism
Tomé‐Carneiro, J., Crespo, M. C., Hazas, M. L. D. L., Visioli, F., & Dávalos, A. (2020) · Nutrition Reviews · doi:10.1093/nutrit/nuaa014 · Cited by 50
Wang, Q., Liu, R., Chang, M., Zhang, H., Jin, Q., & Wang, X. (2020) · Critical Reviews in Food Science and Nutrition · doi:10.1080/10408398.2020.1854673 · Cited by 44
Perona, J. S., Vögler, O., Sánchez-Domínguez, J. M., Montero, E., Escribá, P. V., & Ruíz-Gutiérrez, V. (2007) · The Journals of Gerontology Series A · doi:10.1093/gerona/62.3.256 · Cited by 41
Sealy, N. R. Z., Hankinson, S. E., & Houghton, S. C. (2020) · British Journal Of Nutrition · doi:10.1017/s0007114520003499 · Cited by 37
Spicy Food and Chili Peppers and Multiple Health Outcomes: Umbrella Review
Ao, Z., Huang, Z., & Liu, H. (2022) · Molecular Nutrition & Food Research · doi:10.1002/mnfr.202200167 · Cited by 36
Self-citationThe effects of olive oil consumption on cognitive performance: a systematic review
Fazlollahi, A., Asghari, K. M., Aslan, C., Noori, M., Nejadghaderi, S. A., Araj‐Khodaei, M., Sullman, M. J. M., Karamzad, N., Kolahi, A., & Safiri, S. (2023) · Frontiers in Nutrition · doi:10.3389/fnut.2023.1218538 · Cited by 34
Olive oil promotes wound healing of mice pressure injuries through NOS-2 and Nrf2
Schanuel, F. S., Saguie, B. O., & Monte‐Alto‐Costa, A. (2019) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/apnm-2018-0845 · Cited by 32
Díaz‐Valenzuela, A., García‐Fernández, F. P., Carmona-Fernández, P. J., Cañete, M., & Pancorbo-Hidalgo, P. L. (2019) · International Wound Journal · doi:10.1111/iwj.13191 · Cited by 32
Morvaridzadeh, M., Cohen, A. A., Heshmati, J., Alami, M., Berrougui, H., Zoubdane, N., Pizarro, A. B., & Khalil, A. (2024) · The Journal of Nutrition · doi:10.1016/j.tjnut.2023.10.028 · Cited by 32
Chitapanarux, I., Tovanabutra, N., Chiewchanvit, S., Sripan, P., Chumachote, A., Nobnop, W., Tippanya, D., & Khamchompoo, D. (2019) · Breast Care · doi:10.1159/000496062 · Cited by 28
Postprandial Lipemic Responses to Various Sources of Saturated and Monounsaturated Fat in Adults
Sciarrillo, C. M., Koemel, N. A., Tomko, P. M., Bode, K. B., & Emerson, S. R. (2019) · Nutrients · doi:10.3390/nu11051089 · Cited by 25
Effects of olive oil on blood pressure: A systematic review and meta-analysis
Zamora, F. Z., Martínez‐Galiano, J. M., Gaforio, J. J., & Delgado‐Rodríguez, M. (2018) · Grasas y Aceites · doi:10.3989/gya.0105181 · Cited by 23
Dehghani, F., Morvaridzadeh, M., Pizarro, A. B., Rouzitalab, T., Khorshidi, M., Izadi, A., Shidfar, F., Omidi, A., & Heshmati, J. (2021) · Nutrition Metabolism and Cardiovascular Diseases · doi:10.1016/j.numecd.2021.02.017 · Cited by 23
Jazurek, M., Janikiewicz, J., Dobrzyń, P., Dziewulska, A., Koziński, K., & Dobrzyń, A. (2019) · Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease · doi:10.1016/j.bbadis.2019.06.018 · Cited by 18
Ganjeh, B. J., Jayedi, A., & Shab‐Bidar, S. (2022) · British Journal Of Nutrition · doi:10.1017/s0007114522003683 · Cited by 17
Hernández‐Vásquez, A., Visconti-Lopez, F. J., Cabanillas-Ramirez, C., Díaz-Seijas, D., Meléndez-Escalante, J., Comandé, D., & Santero, M. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph192214921 · Cited by 13
Effects of olive oil on hepatic steatosis and liver enzymes: A systematic review
Ma, Y., Ding, X., Gu, J., Zhou, S., & Jiang, Y. (2023) · Journal of Functional Foods · doi:10.1016/j.jff.2023.105815 · Cited by 13
Olive Oil Consumption and Cardiovascular Protection: Mechanism of Action
Chrysant, S. G., & Chrysant, G. S. (2022) · Cardiology in Review · doi:10.1097/crd.0000000000000449 · Cited by 12
Collado, L. T., de la Hera, M. G., Lopes, C. M. M., Gabucio, L. M. C., Oncina-Cánovas, A., Notario-Barandiarán, L., González‐Palacios, S., & Vioqué, J. (2022) · Frontiers in Nutrition · doi:10.3389/fnut.2022.997975 · Cited by 10
Cortez-Ribeiro, A. C., Meireles, M., Lebres, V. A. F., & Almeida‐de‐Souza, J. (2022) · Nutrition Research · doi:10.1016/j.nutres.2022.12.013 · Cited by 9
Olive oil and body fat: a systematic review with meta -analysis
Santos, A. C. N. A., de Souza, M. L. D., Machado, A. M., & Duarte, C. K. (2023) · Food & Function · doi:10.1039/d3fo00488k · Cited by 8
Leonine facies in a masseuse as a result of allergic contact dermatitis
Ochi, H., Kwong, H. L., & Lim, S. P. R. (2020) · Contact Dermatitis · doi:10.1111/cod.13724 · Cited by 5
Knowlton, A. (2013) · Current Biology · doi:10.1016/j.cub.2013.04.008 · Cited by 3
Research works printed but not linked: 6
- Declair V., 1997, The Usefulness of Topical Application of Essential Fatty Acids (EFA) to Prevent Pressure Ulcers, Ostomy/Wound Management, 43, 48
- Haber R., 2021, Lichen Planus Pigmentosus Associated With Topical Olive Oil Application, Skinmed, 19, 142
- Hisham M. D. B., 2020, The Effects of Palm Oil on Serum Lipid Profiles: A Systematic Review and Meta‐Analysis, Asia Pacific Journal of Clinical Nutrition, 29, 523
- Li X., 2022, Free Linoleic Acid and Oleic Acid Reduce Fat Digestion and Absorption In Vivo as Potent Pancreatic Lipase Inhibitors Derived From Sesame Meal, Molecules, 27, 27
- Lin T.‐K., 2018, Anti‐Inflammatory and Skin Barrier Repair Effects of Topical Application of Some Plant Oils, International Journal of Molecular Sciences, 19, 19
- Robijns J., 2022, Natural and Miscellaneous Agents for the Prevention of Acute Radiation Dermatitis: A Systematic Review and Meta‐Analysis, Supportive Care in Cancer, 30, S96
Metadata
- Authors
- Zou, X., & Liu, H.
- Venue
- Food Science & Nutrition
- Publisher
- Wiley
- Published
- 2025-10
- Volume
- 13
- Issue
- 10
- ISSN
- 2048-7177
- Cited by
- 7
- References
- 79
- Language
- en
- Licence
- creativecommons.org/licenses/by/4.0/ (vor, 21 d)
- doi.wiley.com/10.1002/tdm_license_1.1 (tdm)
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.