The DOI matches its Crossref record; 145 of the 148 references it cites were found in a registry or an index.
The inflammatory response is an integral part of the stress response: Implications for atherosclerosis, insulin resistance, type II diabetes and metabolic syndrome X
Abstract
In previous publications, we presented the hypothesis that repeated episodes of acute or chronic psychological stress could induce an acute phase response (APR) and subsequently a chronic inflammatory process such as atherosclerosis. In this paper, that hypothesis, namely that such stress can induce an APR and inflammation, has been extended to include a chronic inflammatory process(s), characterized by the presence of certain cytokines and acute phase reactants (APR), which is associated with certain metabolic diseases. The loci of origin of these cytokines, particularly interleukin 6 (IL-6), and their induction, has been considered. Evidence is presented that the liver, the endothelium, and fat cell depots are the primary sources of cytokines, particularly IL-6, and that IL-6 and the acute phase protein (APP), C-reactive protein (CRP), are strongly associated with, and likely play a dominant role in, the development of this inflammatory process which leads to insulin resistance, non-insulin dependent diabetes mellitus type II, and Metabolic syndrome X. The possible role of psychological stress and the major stress-related hormones as etiologic factors in the pathogenesis of these metabolic diseases, as well as atherosclerosis, is discussed. The fact that stress can activate an APR, which is part of the innate immune inflammatory response, is evidence that the inflammatory response is contained within the stress response or that stress can induce an inflammatory response. The evidence that the stress, inflammatory, and immune systems all evolved from a single cell, the phagocyte, is further evidence for their intimate relationship which almost certainly was maintained throughout evolution.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
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
“Inflammation is associated with autonomic dysfunction (Black, 2003; McGovern and Mazzone, 2014; Mirakaj et al., 2014), so this result is compatible with the hypothesis that the reduction in hs-CRP may be due in part to improved autonomic function.”
From Effectiveness of a Novel Qigong Meditative Movement Practice for Impaired Health in Flight Attendants Exposed to Second-Hand Cigarette Smoke (2017) · cites this paper as Black, 2003
Citations
Cites
Atherosclerosis--an inflammatory disease
Ross, R. (1999) · New England Journal of Medicine · doi:10.1056/nejm199901143400207 · Cited by 21,725
Acute-Phase Proteins and Other Systemic Responses to Inflammation
Gabay, C., & Kushner, I. (1999) · New England Journal of Medicine · doi:10.1056/nejm199902113400607 · Cited by 6,734
C-Reactive Protein, Interleukin 6, and Risk of Developing Type 2 Diabetes Mellitus
Pradhan, A. D. (2001) · JAMA · doi:10.1001/jama.286.3.327 · Cited by 4,433
Fetal origins of coronary heart disease
Barker, D. J. P. (1995) · BMJ · doi:10.1136/bmj.311.6998.171 · Cited by 3,570
Hotamisligil, G. S., Arner, P., Caro, J. F., Atkinson, R. L., & Spiegelman, B. M. (1995) · Journal of Clinical Investigation · doi:10.1172/jci117936 · Cited by 3,543
Baumann, H., & Gauldie, J. (1994) · Immunology Today · doi:10.1016/0167-5699(94)90137-6 · Cited by 2,907
Interleukin-6 and the acute phase response
Heinrich, P. C., Castell, J. V., & Andus, T. (1990) · Biochemical Journal · doi:10.1042/bj2650621 · Cited by 2,734
The Concepts of Stress and Stress System Disorders: Overview of Physical and Behavioral Homeostasis
Chrousos, G. P. (1992) · JAMA · doi:10.1001/jama.1992.03480090092034 · Cited by 2,689
Yudkin, J. S., Stehouwer, C. D. A., Emeis, J. J., & Coppack, S. W. (1999) · Arteriosclerosis, Thrombosis, and Vascular Biology · doi:10.1161/01.atv.19.4.972 · Cited by 2,465
Chronic Subclinical Inflammation as Part of the Insulin Resistance Syndrome
Festa, A., D’Agostino, R., Howard, G., Mykkänen, L., Tracy, R. P., & Haffner, S. M. (2000) · Circulation · doi:10.1161/01.cir.102.1.42 · Cited by 2,366
Research works printed but not linked: 4
- Judd, 1990, Rat adrenal zona glomerulosa cells produce interleukin 6, Progr. Neuro. Endocrin. Immun., 3, 282
- Phillips, 1997, Low birth weight and raised plasma cortisol concentrations in adult life, Diabetes Med., 14, 11
- Taylor, J. (1998). Cultural conversion experiences: Implication for mental health research and treatments. In R. L. Jones (Ed.), African American identity development 2 (pp. 85–95). Hampton
- Zasadil, 2001, Atherosclerosis, inflammation, and CAD pathology, Cardiology, 18, 37
Cited by
Sorted by citations
Items 401–500 of 503
Psychoneuroimmunology: How Chronic Stress Makes Us Sick
Manigault, A. W., & Zoccola, P. M. (2021) · Springer eBooks · doi:10.1007/978-3-030-81245-4_4 · Cited by 2
Saadatmand, F., Abbas, M. M., Apprey, V., Tailor, K., & Kwabi‐Addo, B. (2022) · PLoS ONE · doi:10.1371/journal.pone.0273717 · Cited by 2
Link Between the Immune System and Aggression
Takahashi, A., & Russo, S. J. (2022) · Springer eBooks · doi:10.1007/978-3-030-98711-4_146-1 · Cited by 2
HIV-1 Spectrum Disease, Psychological Distress, and Cardiometabolic Risk
Hurwitz, B. E., McIntosh, R. C., & Greeson, J. M. (2022) · Springer eBooks · doi:10.1007/978-0-387-85960-6_59 · Cited by 2
Alexander, W. (2012) · PubMed Central · Cited by 2
Does coffee reinforce the vascular inflammatory response to mental stress?
Mayorov, D. N. (2006) · Journal of Hypertension · doi:10.1097/01.hjh.0000249688.43123.36 · Cited by 2
Kop, W. J., & Mommersteeg, P. M. C. (2014) · Springer eBooks · doi:10.1007/978-3-319-09241-6_9 · Cited by 2
Carmichael, D., Prichett, L. M., Kumra, T., Zeng, Y., Young, A. S., Yolken, R. H., & Severance, E. G. (2023) · Biomarkers in Neuropsychiatry · doi:10.1016/j.bionps.2023.100080 · Cited by 2
The Interaction Between Psychologic Distress and Biobehavioral Processes in Cardiovascular Disease
Kop, W. J., & Gottdiener, J. S. (2011) · Wiley eBooks · doi:10.1002/9780470975138.ch1 · Cited by 2
Cardiovascular Disease Could Be Contained Based on Currently Available Data!
Ofodile, O. (2006) · Dose-Response · doi:10.2203/dose-response.05-016.ofodile · Cited by 2
Erratum to: Black–White Health Inequalities in Canada
Veenstra, G., & Patterson, A. C. (2016) · Journal of Immigrant and Minority Health · doi:10.1007/s10903-016-0469-0 · Cited by 2
Nishimori, M., Hayasaka, N., Otsui, K., Inoue, N., Asakura, J., Nagao, M., Toh, R., Ishida, T., Hirata, K., Furuyashiki, T., et al. (2024) · Scientific Reports · doi:10.1038/s41598-024-54867-3 · Cited by 1
Fenech, A. L., Soriano, E. C., Asok, A., Siegel, S. D., Morreale, M. T., Brownlee, H. A., & Laurenceau, J. (2024) · Journal of Cancer Survivorship · doi:10.1007/s11764-024-01631-1 · Cited by 3
Satiety Status and Health Benefiting Features of Rye-Based Products
Pal, P., Dey, A., Samanta, S., Ahmed, R., Das, S., Dash, S. K., Das, B., & Purewal, S. S. (2025) · Springer eBooks · doi:10.1007/978-3-031-86613-5_7 · Cited by 1
Impact of gestational stress on bone and body composition in Wistar rats after lactation
Martins, M., Monnerat, J. A. D. S., Teixeira, G. F., Lucchetti, B. B., Mentzinger, J., Velasco, L. L., Sodré, F. A., da Silva, E. M., Rocha, H. N. M., da Nóbrega, A. C. L., et al. (2025) · Brazilian Journal of Medical and Biological Research · doi:10.1590/1414-431x2025e14551 · Cited by 1
ЗВ'ЯЗОК МІЖ ПОРАНЕННЯМИ ВІЙСЬКОВОСЛУЖБОВЦІВ ТА РОЗВИТКОМ ЦУКРОВОГО ДІАБЕТУ (ОГЛЯД ЛІТЕРАТУРИ)
Лурін, І., Місюра, К. В., Seliukova, N. Y., Tyzhnenko, T., Хорошун, Е., Макаров, В., & Nehoduiko, V. V. (2025) · PROBLEMS OF ENDOCRINE PATHOLOGY · doi:10.21856/j-pep.2025.4.06 · Cited by 1
Kiran, M., Xie, Y., Ball, G., Schutte, R., Anjum, N., & Pierscionek, B. K. (2026) · Frontiers in Digital Health · doi:10.3389/fdgth.2026.1710829 · Cited by 1
Inflammation and Oxidative Damage During Exam Stress
Carroll, J. (2006) · D-Scholarship@Pitt (University of Pittsburgh) · Cited by 1
Higher titers of anti‐ Chlamydia pneumoniae IgG in diabetic retinopathy: a cross‐sectional study
Banaee, T., Daneshvar, R., Abrishami, M., Mahmoudi, M., & Farzadnia, M. (2014) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.2581 · Cited by 1
Understanding Inflammation: The Key to Targeted Preventive Measures for Diabetes and Periodontitis
Krishna, R., Hanes, P. J., & Cutler, C. W. (2013) · Advances in predictive, preventive and personalised medicine · doi:10.1007/978-94-007-5971-8_12 · Cited by 1
Short-Term Psychotherapy in Patients with Acute Myocardial Infarction
Roncella, A. (2016) · Springer eBooks · doi:10.1007/978-3-319-33214-7_13 · Cited by 1
Roncella, A., Pristipino, C., Carlo, O. D., Ansuini, M., Corbosiero, A., Fusco, S. A. D., Palumbo, G., Gigantesco, A., Mirabella, F., Angelis, R. D., et al. (2021) · Journal of Clinical Medicine · doi:10.3390/jcm10245786 · Cited by 1
Jang, E., Jung, R., & Lee, S. (2024) · Nutrition Research and Practice · doi:10.4162/nrp.2024.18.2.257 · Cited by 1
Cronjé, P. B. (2005) · Cited by 1
We must continue to tease out the role of stress in the development of disease
Ding, Y., & Stone, C. (2016) · Environmental Disease · doi:10.4103/2468-5690.198610 · Cited by 1
Arya, J., Verma, P., Mathur, D., Tyagi, R., Pannu, V. S., & Anand, A. (2022) · Springer eBooks · doi:10.1007/978-981-16-6913-2_18 · Cited by 1
Intake of Advanced Glycation Endproducts: Role in the Development of Diabetic Complications
Vlassara, H., & Striker, G. E. (2009) · Springer eBooks · doi:10.1007/978-0-387-09841-8_20 · Cited by 1
Sosa, R. A. B., Martínez, G. C., Molina, H., Arriaga, R. V., Esperón, G., & Comuzzie, A. (2005) · Medicina Interna de México · Cited by 1
Hypocortisolism in recurrent affective disorders
Maripuu, M. (2015) · KTH Publication Database DiVA (KTH Royal Institute of Technology) · Cited by 1
[Stress and low level of social support as a psychosocial risk factor of cardiovascular diseases].
Pakalska−Korcala, A., Zdrojewski, T. R., Piwoński, J., Radziwiłłowicz, P., Landowski, J., & Wyrzykowski, B. (2006) · PubMed · Cited by 1
Clayton-Jones, D. L. (2014) · e-Publications@Marquette (Marquette University) · Cited by 1
Shaffer, K. M. (2013) · Cited by 1
Yu, J., Cudjoe, T., Mathis, W. S., & Chen, X. (2024) · medRxiv · doi:10.1101/2024.12.23.24319571 · Cited by 1
Fecht, A. (2008) · Elektronische Hochschulschriften der LMU München (Ludwig-Maximilians-Universität München) · doi:10.5282/edoc.8612
Farrell, K. A., & Farrell, K. (2007)
Inflammatory and immune system correlates of rape
Groër, M., Thomas, S. P., Evans, G. W., & Helton, S. M. (2006) · Violence and Victims
Metabolic responsiveness to growth hormone in children
Decker, R. (2012) · Gothenburg University Publications Electronic Archive (Gothenburg University)
The Inflammatory Consequences of Stress and Adiposity
Bykowski, C. A. (2008) · Digital Commons - University of South Florida (University of South Florida)
Ha, K. (2014) · Brandeis Institutional Repository
Efeitos aterogenicos do estresse cronico em aorta toracica de ratos
das Neves, V. J. (2008) · doi:10.47749/t/unicamp.2008.416046
Lesnau, G. G. (2014) · Digital Library of Theses and Dissertations (Universidade de São Paulo) · doi:10.11606/t.10.2014.tde-12092014-161525
Carrera, M. V. (2005) · Clínica e Investigación en Arteriosclerosis · doi:10.1016/s0214-9168(05)73371-4
Labadarios, D. (2005) · KARGER eBooks · doi:10.1159/000088220
Living well with multiple autoimmune diseases: An interpretive description
Cey, E. (2013) · University Library - University of Saskatchewan (University of Saskatchewan)
Reply to: “Metabolic syndrome after liver transplantation: Is there a role for infections?”
Anastácio, L. R., Vilela, E. G., Lima, A. S., & Correia, M. I. T. D. (2012) · Nutrition · doi:10.1016/j.nut.2012.02.015
Immune Measures in Behavioral Medicine Research: Procedures and Implications
Bailey, M. T., & Glaser, R. (2010) · Springer eBooks · doi:10.1007/978-0-387-09488-5_44
Early and subsequent life stress: physiological responses, moderating events and outcome
Muller, D. (2015) · University of the Witwatersrand, Johannesburg Institutional Repository on DSpace (University of the Witwatersrand, Johannesburg)
Tendency for Increasing Severity of Natural Disasters and the Indian Ocean Tsunami Disaster
Yamamoto, Y. (2005) · JMAJ
Wing, J. J. (2015) · Deep Blue (University of Michigan)
Neves, D., & Magalhaes, M. K. (2013)
Clark, D. I. (2015) · Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign)
Wijndaele, K. (2007) · Ghent University Academic Bibliography (Ghent University)
Substance Use and the Systemic Inflammatory Response Syndrome (SIRS) Following Trauma
NeSmith, E. G., Weinrich, S., Andrews, J. O., Medeiros, R. S., Hawkins, M. L., Weinrich, M. C., & Jones, R. (2011) · Journal of Trauma Nursing · doi:10.1097/jtn.0b013e31821f1ec9
Devaraj, S. (2006) · Elsevier eBooks · doi:10.1016/b978-1-4160-0273-4.50013-8
A LITERATURE REVIEW: CHRONIC INFLAMATION AND NUTRITIONAL STATUS
Rodriguez, V. A. (2016) · UA Campus Repository (The University of Arizona)
Peinado‐Onsurbe, J. (2017) · Journal of Diabetes and Obesity · doi:10.15436/2376-0494.17.1333
Stress Management in a Corporate Setting
Gelakoska, E. (2016) · doi:10.22371/07.2016.031
Genetic Variation in Innate Immunity, Diet and Biomarkers of the Metabolic Syndrome
Cuda, C. (2010) · TSpace (University of Toronto)
Blood Pressure Responses to Physical and Mental Challenges in Adolescent Males and Females
Woudenberg, M. V. (2012) · TSpace (University of Toronto)
Eugenic Therapy and the Metabolic Syndrome
Quintero, J. V. (2017) · Epidemiology Open Access · doi:10.4172/2161-1165.1000329
Wassili, J., & Baradaeus, C. (2017) · Research and Review Insights · doi:10.15761/rri.1000116
DWiN, R. (2017) · www.diakonie-in-niedersachsen.de
The Physiopathological Crossroads of Aging
Lasierra-Cirujeda, J., Coronel, P., Pascual-Salcedo, M. J. A., Gimeno, M., Salcedo, M. M. A. P., Lasierra-Ibañez, A., & AZA, C. L. (2019) · Journal of Biosciences and Medicines · doi:10.4236/jbm.2019.76007
Duncanson, M. E. (2019) · ThinkIR: The University of Louisville's Institutional Repository (University of Louisville) · doi:10.18297/etd/3179
Bariatric Surgery in Adolescents
Garcia, V. F., & Inge, T. H. (2006) · Elsevier eBooks · doi:10.1016/b978-0-323-02842-4.50081-4
Childhood social preference predicts lowered risk of insulin resistance in adolescence
Calkins, S. D., Dollar, J. D., Gangel, M. J., Keane, S. P., & Wideman, L. (2020) · NC Digital Online Collection of Knowledge and Scholarship (The University of North Carolina at Greensboro)
The Impact of Breast Cancer Screening on Sleep, Affect, and Immune Functioning
Burbridge, C. (2011) · OpenCommons - UConn (University of Connecticut)
Schäfer, A. S. (2015) · Springer eBooks · doi:10.1007/978-3-319-17942-1_7
Keltikangas‐Järvinen, L. (2007) · Elsevier eBooks · doi:10.1016/b978-012373947-6.00230-0
Benedict, C. (2020) · Springer eBooks · doi:10.1007/978-3-030-39903-0_153
Use of Seatbelts and Observable Factors among Public Transport Drivers in Addis Ababa, Ethiopia
Takele, S., Tefera, Y., Abegaz, T., & Mulugeta, H. (2022) · Journal of Advanced Transportation · doi:10.1155/2022/3256727
(2007) · Elsevier eBooks · doi:10.1016/b978-012373657-4/50008-8
(2004) · Metabolic Syndrome and Related Disorders · doi:10.1089/met.2004.2.149
Benedict, C. (2012) · Springer eBooks · doi:10.1007/978-1-4419-1005-9_153
Grace, S., Bradbury, J., Avila, C., Twohill, L., & Morgan-Basnett, S. (2023) · Journal of Integrative and Complementary Medicine · doi:10.1089/jicm.2022.0820
Nishimori, M., Hayasaka, N., Otsui, K., Inoue, N., Nagao, M., Toh, R., Ishida, T., Hirata, K., Furuyashiki, T., & Shinohara, M. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.07.25.550603
Link Between the Immune System and Aggression
Takahashi, A., & Russo, S. J. (2023) · Springer eBooks · doi:10.1007/978-3-031-31547-3_146 · Cited by 1
Autonomic Nervous System and Cerebrovascular Diseases
Micieli, G., Canavero, I., Mazzacane, F., & Cavallini, A. M. (2023) · Springer eBooks · doi:10.1007/978-3-031-43036-7_5
-, P. K. (2024) · International Journal For Multidisciplinary Research · doi:10.36948/ijfmr.2024.v06i01.14010
Human Understanding is Expected of the Physician: Proposing a Model of Disease Development
Park, S., Park, S., Kim, J. Y., Lee, T. H., Bae, S. B., Lee, T. H., Bae, S. B., Chun, S. W., Jang, S. H., Chun, S. W., et al. (2024) · Korean Journal of Medicine · doi:10.3904/kjm.2024.99.2.84
Can social adversity alter the epigenome, trigger oral disease, and affect future generations?
Khalid, S., Kearney, M., & McReynolds, D. E. (2024) · Irish Journal of Medical Science (1971 -) · doi:10.1007/s11845-024-03697-3
Overview of Autoimmune Diseases and the Role of Diet
Kataki, C. (2024) · Advances in medical diagnosis, treatment, and care (AMDTC) book series · doi:10.4018/979-8-3693-5528-2.ch003
Alzaabi, A. A., Alzaabi, F. M., Tarawneh, D. J. A., Tarawneh, Y. J. A., Khan, A., Khan, M. A. M., Siddiqui, T. W., Siddiqui, R. W., Nishat, S. M. H., & Siddiqui, S. W. (2025) · Cureus · doi:10.7759/cureus.81228
Adenmosun, A. B., Adewale, O. O., Atere, T. G., & Oyewole, O. I. (2024) · Fountain Journal of Natural and Applied Sciences · doi:10.53704/fujnas.v13i2.509
Wei, J., Zhang, Y., Si, M., & Chen, M. (2025) · Research Square · doi:10.21203/rs.3.rs-7336528/v1
Zou, X., & Zhou, C. S. (2025) · World Journal of Diabetes · doi:10.4239/wjd.v16.i8.106683
Arsenome, Arsenobolome, and Arsenobiolome
Pereira, F. J., López, R., & Aller, A. J. (2025) · International Journal of Molecular Sciences · doi:10.3390/ijms262110761
CHILDHOOD SOCIOECONOMIC STATUS AND THE METABOLIC SYNDROME
Phillips, J. E. (2007) · D-Scholarship@Pitt (University of Pittsburgh)
The sleep of the child – the parent's stressor? : A study within the ABIS project
Palmstierna, P. (2009) · DiVA (Linkoping University)
Dream Patterns in Patients with Acute Myocardial Infarction: Data from the STEP-IN-AMI Trial
Roncella, A., Pasceri, V., Pristipino, C., Michele, L. D., Irini, D., Allan, R., Pelliccia, F., & Speciale, G. (2025) · Journal of Clinical Medicine · doi:10.3390/jcm15010231
Thangamani, K., Prece, H., Carter, J., Surendran, J., Douglas, O., Brengel, E. K., Ferris, C. F., & Okeke, E. B. (2026) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2026.107845
Jeandel, J. (2019) · theses.fr (ABES) · doi:10.70675/ef224fafzdd92z415ezbe2ez1ee2a696f766
Hyperglycaemia associated with Stress: A Case Report Managed with Ayurvedic Intervention
Khandelwal, N., Padhar, B. K., Kumar, D., & Chahar, S. (2026) · Journal of Ayurveda and Integrated Medical Sciences · doi:10.21760/jaims.11.4.82
Guo, H., Li, Z., Zhang, Y., Zhu, R., Fu, Z., Li, D., Wu, J., & Chen, Z. (2026) · Frontiers in Endocrinology · doi:10.3389/fendo.2026.1874068
Liu, Q., Zhao, X., Zhu, X., Hu, J., Hu, G., Wang, Y., Yu, X., Sun, Z., Zhang, M., Liu, R., et al. (2026) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2026.108005
Metadata
- Authors
- Black, P. H.
- Affiliations
- Boston University (US)
- Corresponding author
- Black, Paul H.
- Venue
- Brain Behavior and Immunity
- Publisher
- Elsevier BV
- Published
- 2003-10
- Volume
- 17
- Issue
- 5
- Pages
- 350-364
- ISSN
- 0889-1591 (ISSN-L)
- OpenAlex
- W2081378977
- Cited by
- 502
- References
- 148
- Citations by year
- 2026: 6 · 2025: 18 · 2024: 16 · 2023: 15 · 2022: 22 · 2021: 14 · 2020: 20 · 2019: 21 · 2018: 19 · 2017: 26 · 2016: 18 · 2015: 31 · 2014: 22 · 2013: 25 · 2012: 36
- FWCI
- 15.04
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Brain Behavior and Immunity (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Adipokines, Inflammation, and Metabolic Diseases
- Life Sciences › Neuroscience › Biological Psychiatry › Tryptophan and brain disorders
- Life Sciences › Immunology and Microbiology › Immunology › Cytokine Signaling Pathways and Interactions
- Keywords
- psychological stress, inflammation, acute phase response, atherosclerosis, insulin resistance, type 2 diabetes, metabolic syndrome X, interleukin-6, C-reactive protein, cytokines, acute phase proteins, innate immunity, stress hormones, liver, endothelium, adipose tissue, immune system evolution
- MeSH terms
- Acute-Phase Reaction, Arteriosclerosis, Diabetes Mellitus, Type 2, Humans, Inflammation, Insulin Resistance, Obesity, Stress, Physiological, Stress, Psychological, Interleukin-6, Metabolic Syndrome
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