The DOI matches its Crossref record; 39 of the 39 references it cites were found in a registry or an index.
Predictive accuracy and sources of variability in calculated free testosterone estimates
Abstract
Background: Serum free testosterone (FT) concentrations are commonly requested, but because reference FT methods are too laborious various calculational algorithms for FT based on total testosterone (TT) and sex hormone-binding globulin (SHBG) are frequently used. This study provides the first large-scale evaluation of the predictive accuracy and sources of variability for different FT formulae compared with direct laboratory measurements. Methods: Using a large data-set of direct FT measurements by centrifugal ultrafiltration, the predictive accuracy of five different formulas for cFT (four existing plus a new formula) is evaluated in 3975 consecutive blood samples. In a second data-set of 124 samples from a reference panel of healthy eugonadal young men, we estimate the relative influence of the five algorithms and eight different TT and two SHBG assays including all available commercial total TT and SHBG assays together with a gas chromatography/mass spectrometry T reference method. Results: cFT formulae show wide discrepancies with equilibrium-binding algorithms showing systematic overestimation relative to direct FT measurements, whereas two empirical cFT methods were more concordant. Variations between commercially available TT immunoassays have a strong impact on calculation of FT with TT assays contributing 82.2% of overall variance compared with 13.7% for the cFT algorithms and 4.1% for the SHBG assays. Conclusions: If FT measurements are requested and direct measurement impractical, cFT formulae using TT and SHBG immunoassays provide an approximation to direct FT measurement that is strongly dependent on the TT, cFT formula used and, to a lesser extent, SHBG immunoassays.
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
“Empirical models exploiting bootstrap regression methods on cohort datasets comprise the third and last category [214, 215].”
From Role of sex hormone-binding globulin in the free hormone hypothesis and the relevance of free testosterone in androgen physiology (2022) · cites this paper as [215]
In the citing paper
“A wide spectrum of algorithms for free T exists, which can broadly be divided into three categories (Table 6).”
From Role of sex hormone-binding globulin in the free hormone hypothesis and the relevance of free testosterone in androgen physiology (2022) · cites this paper as [215]
In the citing paper
“Results of adult males have confirmed similar findings, with genetic contribution towards T variability of 42–65%.”
From Challenges in Testosterone Measurement, Data Interpretation, and Methodological Appraisal of Interventional Trials (2016) · cites this paper as [47]
In the citing paper
“One study, which obtained saliva-based fT assessments in 783 male twins, demonstrated significant decreases in fT following waking from sleep, with 32–39% of the total decline occurring within 30 minutes of waking.”
From Challenges in Testosterone Measurement, Data Interpretation, and Methodological Appraisal of Interventional Trials (2016) · cites this paper as [47]
Citations
Cites
STATISTICAL METHODS FOR ASSESSING AGREEMENT BETWEEN TWO METHODS OF CLINICAL MEASUREMENT
Martin Bland, J., & Altman, D. (1986) · The Lancet · doi:10.1016/s0140-6736(86)90837-8 · Cited by 47,965
A Critical Evaluation of Simple Methods for the Estimation of Free Testosterone in Serum
Vermeulen, A., Verdonck, L., & Kaufman, J. M. (1999) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.84.10.6079 · Cited by 3,824
Some suggestions for measuring predictive performance
Sheiner, L. B., & Beal, S. L. (1981) · Journal of Pharmacokinetics and Biopharmaceutics · doi:10.1007/bf01060893 · Cited by 1,618
Prediction error estimation: a comparison of resampling methods
Molinaro, A. M., Simon, R. M., & Pfeiffer, R. M. (2005) · Bioinformatics · doi:10.1093/bioinformatics/bti499 · Cited by 1,343
DUNN, J. F., NISULA, B. C., & RODBARD, D. (1981) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem-53-1-58 · Cited by 1,238
Rosner, W., Auchus, R. J., Azziz, R., Sluss, P. M., & Raff, H. (2007) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2006-1864 · Cited by 1,176
Södergard, R., Bäckström, T., Shanbhag, V., & Carstensen, H. (1982) · Journal of Steroid Biochemistry · doi:10.1016/0022-4731(82)90038-3 · Cited by 1,080
Bhasin, S., Cunningham, G. R., Hayes, F. J., Matsumoto, A. M., Snyder, P. J., Swerdloff, R. S., & Montori, V. M. (2006) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2005-2847 · Cited by 965
The Free Hormone Hypothesis: A Physiologically Based Mathematical Model*
MENDEL, C. M. (1989) · Endocrine Reviews · doi:10.1210/edrv-10-3-232 · Cited by 961
Taieb, J., Mathian, B., Millot, F., Patricot, M. C., Mathieu, E., Queyrel, N., Lacroix, I., Somma-Delpéro, C., & Boudou, P. (2003) · Clinical Chemistry · doi:10.1373/49.8.1381 · Cited by 638
Research works printed but not linked: 2
- Kratzsch J, 2001, Clin Lab, 47, 73
- Burke CW, 1972, J Endocrinol, 53, xxvi
Cited by
Sorted by citations
Items 101–176 of 176
Marriott, R. J., Murray, K., Budgeon, C. A., Codd, V., Hui, J., Arscott, G. M., Beilby, J. P., Hankey, G. J., Wittert, G., Wu, F. C. W., et al. (2023) · European Journal of Endocrinology · doi:10.1093/ejendo/lvad015 · Cited by 15
Yeap, B. B., Hui, J., Knuiman, M. W., Handelsman, D. J., Flicker, L. A., Divitini, M., Arscott, G. M., McLennan, S. V., Twigg, S. M., Almeida, O. P., et al. (2018) · Clinical Endocrinology · doi:10.1111/cen.13918 · Cited by 15
Self-citationEgleston, B. L., Chandler, D. W., & Dorgan, J. F. (2010) · Annals of Clinical Biochemistry International Journal of Laboratory Medicine · doi:10.1258/acb.2010.009112 · Cited by 16
Smith, S. J., Teo, S. Y. M., Lopresti, A. L., Heritage, B., & Fairchild, T. J. (2021) · Nutrition Reviews · doi:10.1093/nutrit/nuab072 · Cited by 18
Diagnostic criteria for polycystic ovary syndrome
Kiran, Z. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-87932-3.00018-9 · Cited by 15
Relationship between Serum Testosterone and Fracture Risk in Men: A Comparison of RIA and LC-MS/MS
Tran, T. S., Seibel, M. J., Eisman, J. A., Kushnir, M. M., Rockwood, A. L., & Nguyen, T. V. (2015) · Clinical Chemistry · doi:10.1373/clinchem.2015.242339 · Cited by 14
Optimizing Diagnostic Accuracy and Treatment Decisions in Men With Testosterone Deficiency
Bhasin, S., & Ozimek, N. (2021) · Endocrine Practice · doi:10.1016/j.eprac.2021.08.002 · Cited by 15
Sjaarda, L. A., Mumford, S. L., Kuhr, D. L., Holland, T. L., Silver, R. M., Plowden, T. C., Perkins, N. J., & Schisterman, E. F. (2018) · Fertility and Sterility · doi:10.1016/j.fertnstert.2017.11.014 · Cited by 14
Li, Y., Li, S., Xu, S., Yu, H., Tang, L., Liu, X., Wang, X., Zhang, Y., Zhang, K., Mi, S., et al. (2020) · Journal of Alzheimer s Disease · doi:10.3233/jad-200233 · Cited by 14
Pande, P., Fleck, S. C., Twaddle, N. C., Churchwell, M. I., Doerge, D. R., & Teeguarden, J. (2018) · Food and Chemical Toxicology · doi:10.1016/j.fct.2018.12.013 · Cited by 13
Serum Vitamin D Levels in Fertile and Infertile Women with Polycystic Ovary Syndrome
Kokanalı, D., Karaca, M., Özakşit, G., Elmas, B., & Üstün, Y. E. (2019) · Geburtshilfe und Frauenheilkunde · doi:10.1055/a-0828-7798 · Cited by 13
How do we define “castration” in men on androgen deprivation therapy?
Getzenberg, R. H., & Itty, S. (2020) · Asian Journal of Andrology · doi:10.4103/aja.aja_139_19 · Cited by 13
Rao, M., Zuo, L., Fang, F., Kuété, M., Zheng, Y., Zhang, H., Li, H., Zhu, C., Xiong, C., & Guan, H.-T. (2015) · PLoS ONE · doi:10.1371/journal.pone.0142780 · Cited by 13
Gao, J., Zhang, M., Zhu, C., Zhang, Y., Liu, Q., Wang, X., Li, L., Zhou, D., & Qu, S. (2018) · Obesity Surgery · doi:10.1007/s11695-018-3116-0 · Cited by 12
Narinx, N., Nyamaah, J. A., David, K., Sommers, V., Walravens, J., Fiers, T., Lapauw, B., Decallonne, B., Claessens, F., Uytfanghe, K. V., et al. (2025) · Clinical Chemistry and Laboratory Medicine (CCLM) · doi:10.1515/cclm-2024-1237 · Cited by 10
Late-onset male hypogonadism: clinical and laboratory evaluation
Ho, C. K. M., & Beckett, G. J. (2011) · Journal of Clinical Pathology · doi:10.1136/jcp.2010.076968 · Cited by 11
Frenkel, R. B., & Farrance, I. (2018) · Advances in clinical chemistry · doi:10.1016/bs.acc.2018.02.003 · Cited by 11
The Laboratory Diagnosis of Testosterone Deficiency
Mehta, A., & Paduch, D. A. (2012) · Humana Press eBooks · doi:10.1007/978-1-62703-179-0_2 · Cited by 11
Crewther, B., Witek, K., Draga, P., Zmijewski, P., & Obmiński, Z. (2019) · International Journal of Sport Nutrition and Exercise Metabolism · doi:10.1123/ijsnem.2018-0076 · Cited by 10
Tang, S., Xiao, Z., Lin, F., Liang, X., Ma, X., Wu, J., Zhou, X., Zhao, Q., Gao, J., Xiao, Q., et al. (2024) · Alzheimer s & Dementia · doi:10.1002/alz.13889 · Cited by 10
Narinx, N., Marriott, R. J., Murray, K., Adams, R., Ballantyne, C. M., Bauer, D. C., Bhasin, S., Biggs, M. L., Cawthon, P. M., Couper, D. J., et al. (2024) · European Journal of Endocrinology · doi:10.1093/ejendo/lvae133 · Cited by 10
Nerattini, M., Williams, S., Andy, C., Carlton, C., Zarate, C., Boneu, C., Fauci, F., Ajila, T., Jett, S., Battista, M., et al. (2025) · PLoS ONE · doi:10.1371/journal.pone.0317303 · Cited by 10
Review of guidelines on diagnosis and treatment of testosterone deficiency
Swerdloff, R. S., & Wang, C. C. L. (2012) · Cambridge University Press eBooks · doi:10.1017/cbo9781139003353.019 · Cited by 10
Kuhr, D. L., Sjaarda, L. A., Alkhalaf, Z., Omosigho, U. R., Connell, M. T., Silver, R. M., Kim, K., Perkins, N. J., Holland, T. L., Plowden, T. C., et al. (2018) · American Journal of Obstetrics and Gynecology · doi:10.1016/j.ajog.2018.03.012 · Cited by 10
Testosterone and male ageing: spinning the wheels
Handelsman, D. J. (2010) · The Medical Journal of Australia · doi:10.5694/j.1326-5377.2010.tb03961.x · Cited by 10
Self-citationEubanks, A., Nobles, C. J., Hill, M. J., DeCherney, A. H., Kim, K., Sjaarda, L. A., Perkins, N. J., Ye, A., Zolton, J. R., Silver, R. M., et al. (2020) · Reproductive Toxicology · doi:10.1016/j.reprotox.2020.08.015 · Cited by 9
King, B., Natale, C., & Hellstrom, W. J. G. (2022) · Urologic Clinics of North America · doi:10.1016/j.ucl.2022.07.009 · Cited by 9
Zhu, C., Zhang, Y., Zhang, L., Gao, J., Mei, F., Zhu, B., Lu, L., Zhou, D., & Qu, S. (2018) · Obesity Surgery · doi:10.1007/s11695-018-3611-3 · Cited by 9
Holzer, M., Massa, E., & Ghersevich, S. A. (2022) · Current Urology · doi:10.1097/cu9.0000000000000075 · Cited by 8
Connolly, M. J., Kerse, N. M., WILKINSON, T. J., Menzies, O. H., Rolleston, A. K., Chong, Y. H., Broad, J., Moyes, S. A., Jatrana, S., & Teh, R. (2017) · BMJ Open · doi:10.1136/bmjopen-2017-016572 · Cited by 8
Use, Misuse, and Abuse of Androgens
Handelsman, D. J. (2017) · Endocrinology · doi:10.1007/978-3-319-44441-3_44 · Cited by 8
Self-citationAssociation between sex hormones and gout: An analysis of the UK Biobank cohort
Jiang, Y., Liu, S., Liu, G., Pan, A., Peng, M., & Liao, Y. (2024) · Steroids · doi:10.1016/j.steroids.2024.109422 · Cited by 7
Fleck, S. C., Twaddle, N. C., Churchwell, M. I., Doerge, D. R., Pande, P., & Teeguarden, J. (2018) · Food and Chemical Toxicology · doi:10.1016/j.fct.2018.03.017 · Cited by 7
Walravens, J., Snaterse, G., Narinx, N., Reyns, T., Uytfanghe, K. V., Vanderschueren, D., Wu, F. C. W., Kaufman, J., Antonio, L., Fiers, T., et al. (2025) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgaf507 · Cited by 5
Hickey, M., Lawson, L. P., Marino, J. L., Keelan, J. A., & Hart, R. J. (2018) · Fertility and Sterility · doi:10.1016/j.fertnstert.2018.06.008 · Cited by 6
Variability in SHBG assays and the effect thereof on calculated estimates of free testosterone
Walravens, J., Adaway, J., Reyns, T., Narinx, N., Nyamaah, J. A., Antonio, L., Jean-Marc, K., Keevil, B. G., Fiers, T., & Lapauw, B. (2025) · Annals of Clinical Biochemistry International Journal of Laboratory Medicine · doi:10.1177/00045632251350676 · Cited by 5
Halmenschlager, G., Rhoden, E. L., & Riedner, C. E. (2011) · International Urology and Nephrology · doi:10.1007/s11255-011-0066-z · Cited by 5
Ishay, A., Tzemah, S., Nitzan, R., Jehassi, A., & Cohen, M. (2019) · Sexual Medicine · doi:10.1016/j.esxm.2019.06.011 · Cited by 5
Allan, C. A., & McLachlan, R. I. (2010) · Elsevier eBooks · doi:10.1016/b978-1-4160-5583-9.00139-8 · Cited by 5
Self-citationPrenatal Testosterone Associates With Blood Pressure in Young Adults
Le-Ha, C., Beilin, L. J., Burrows, S., Keelan, J. A., Hickey, M., & Mori, T. A. (2021) · Hypertension · doi:10.1161/hypertensionaha.120.16256 · Cited by 4
Crewther, B. T., Obmiński, Z., Turowski, D., Szczepańska, B., & Mroczkowska, H. (2023) · Biology of Sport · doi:10.5114/biolsport.2024.127390 · Cited by 4
Androgene und weibliche Libido
Sartorius, G. A. (2017) · Gynäkologische Endokrinologie · doi:10.1007/s10304-017-0137-z · Cited by 4
Self-citationMendelian randomization: loosening the Gordian knot of testosterone and male ageing
Handelsman, D. J. (2013) · Asian Journal of Andrology · doi:10.1038/aja.2013.71 · Cited by 3
Self-citationTestosterone testing in adult males.
Ho, C. K. M. (2011) · PubMed · Cited by 3
Allan, C. A., & McLachlan, R. I. (2015) · Elsevier eBooks · doi:10.1016/b978-0-323-18907-1.00139-6 · Cited by 4
Self-citationChong, S., Woolnough, C. A., Koyyalamudi, S. R., & Perera, N. (2024) · JCEM Case Reports · doi:10.1210/jcemcr/luae148 · Cited by 2
Richards, G., Tan, D. W., Whitehouse, A., McManus, I. C., Beaton, A. A., Hickey, M., Maybery, M. T., Licari, M. K., & Lawson, L. P. (2022) · Laterality Asymmetries of Body Brain and Cognition · doi:10.1080/1357650x.2022.2109656 · Cited by 2
Li, M., Wang, X., Wang, Q., Fu, C., Shrestha, N., Virani, S. S., & Zhu, D. (2025) · HORMONES · doi:10.1007/s42000-025-00655-1 · Cited by 2
Androgen Replacement Therapy in Hypogonadal Men
Čeponis, J., Swerdloff, R. S., & Wang, C. (2017) · Springer eBooks · doi:10.1007/978-3-319-53298-1_18 · Cited by 2
Use, Misuse, and Abuse of Androgens
Handelsman, D. J. (2017) · Endocrinology · doi:10.1007/978-3-319-29456-8_44-1 · Cited by 2
Self-citationJamnadass, E. S. L., Keelan, J. A., Russell-Smith, S. N., Hickey, M., Maybery, M. T., & Whitehouse, A. (2017) · PLoS ONE · doi:10.1371/journal.pone.0173493 · Cited by 2
Liu, Y., Guo, H., Pu, H., Tran, C., Zheng, J., Xu, Z., Wu, Z., Liu, G., Wang, R., Ye, K., et al. (2025) · Journal of Vascular Surgery · doi:10.1016/j.jvs.2025.08.051 · Cited by 1
Bahr, V., Schmid, H., Vetter, V. M., Spira, D., Drewelies, J., Regitz‐Zagrosek, V., Gerstorf, D., Düzel, S., Mai, K., & Demuth, I. (2025) · The Journals of Gerontology Series A · doi:10.1093/gerona/glaf286 · Cited by 1
Endokrinologische Laboruntersuchungen – wo liegen die Probleme?
Henzen, C., KRAENZLIN, M. E., & Meier, C. (2013) · Therapeutische Umschau · doi:10.1024/0040-5930/a000435 · Cited by 1
Khan, S. H., Anwar, R., Amin, Z., Fazal, N., Gilani, A. A. S., & Tariq, M. (2019) · Journal of College of Physicians And Surgeons Pakistan · doi:10.29271/jcpsp.2019.12.1153 · Cited by 1
What to Measure: Testosterone or Free Testosterone?
Wang, C., & Swerdloff, R. S. (2021) · Springer eBooks · doi:10.1007/978-3-030-77111-9_1 · Cited by 2
Epidemiology and Diagnosis of Hypogonadism
Fode, M. M., Quallich, S. A., Reisman, Y., Sønksen, J., & Ohl, D. A. (2012) · Springer eBooks · doi:10.1007/978-1-4471-4405-2_3 · Cited by 1
Beydoun, H. A., Eid, S. M., Jeng, H. A., Zonderman, A. B., & Beydoun, M. A. (2015) · Hormonal Studies · doi:10.7243/2052-8000-3-1 · Cited by 1
Clinical Manifestation and Diagnosis of Androgen Deficiency
Święcicka, A., & Wu, F. C. W. (2017) · Endocrinology · doi:10.1007/978-3-319-44441-3_23 · Cited by 1
Meier, C., Seibel, M. J., & Handelsman, D. J. (2010) · Elsevier eBooks · doi:10.1016/b978-0-12-374602-3.00035-3 · Cited by 1
Self-citationDetermining calculated free testosterone reference intervals in a normal adult male population
Haslam, S., Hunt, N., & Myers, M. (2013) · Clinical Chemistry and Laboratory Medicine (CCLM) · doi:10.1515/cclm-2012-0894
Al‐Khallaf, H. (2012) · Journal of Clinical Medicine and Research · doi:10.5897/jcmr11.049
Montori, V. M., Cunningham, G. R., Hayes, F. J., Matsumoto, A. M., Snyder, P. J., & Ronald, S. H. (2010)
Obesity and Aging in Late-Onset Hypogonadism
Rastrelli, G., & Wu, F. C. W. (2017) · Springer eBooks · doi:10.1007/978-3-319-53298-1_17
Clinical Manifestation and Diagnosis of Androgen Deficiency
Święcicka, A., & Wu, F. C. W. (2017) · Endocrinology · doi:10.1007/978-3-319-29456-8_23-1
Vitamin D and Gynecologic Outcomes: Insights from the EAGeR TrialPreprint
Kuhr, D. L. (2018) · doi:10.31237/osf.io/5rqup
CORRELAÇÃO DA AVALIAÇÃO CLÍNICA E LABORATORIAL NO RASTREIO DO HIPOGONADISMO MASCULINO
Fontona, F., Lavratti, V. B., Rota, C. D. B., Farneda, L. P., & Fronza, D. (2021) · FAG JOURNAL OF HEALTH (FJH) · doi:10.35984/fjh.v3i2.333
Englund, S. (2012) · KTH Publication Database DiVA (KTH Royal Institute of Technology)
Неспецифический реактивный гепатит у больных желчнокаменной болезнью
Бычков, С. А. (2007) · Electronic Kharkiv National University Institutional Repository (Kharkiv National University)
Adler, J. (2021) · Trillium Diagnostik · doi:10.47184/td.2021.04.07
Male reproductive health and ageing
Handelsman, D. J. (2011) · doi:10.1093/med/9780199235292.003.0128
Self-citationHypogonadism and Testosterone Therapy in Elderly Men
Yeap, B. B. (2018) · Elsevier eBooks · doi:10.1016/b978-0-12-801238-3.66168-8
Hypogonadism and testosterone therapy in elderly men
Yeap, B. B. (2024) · Elsevier eBooks · doi:10.1016/b978-0-443-13825-6.00046-7
Testosterone Measurement, Use and Misuse
Handelsman, D. J. (2025) · Springer eBooks · doi:10.1007/978-3-031-96376-6_17
Self-citationKim, K., Pollack, A. Z., Nobles, C. J., Sjaarda, L. A., Zolton, J. R., Radoc, J. G., Schisterman, E. F., & Mumford, S. L. (2021) · Figshare · doi:10.6084/m9.figshare.14650980
Whitehouse, A. W., Gilani, S. Z., Shafait, F., Mian, A., Tan, D. W., Maybery, M. T., Keelan, J. A., Hart, R., Handelsman, D. J., Goonewardene, M., et al. (2015) · UWA Profiles and Research Repository (UWA) · doi:10.5061/dryad.k5nr3
Self-citation
Metadata
- Authors
- Sartorius, G., Ly, L. P., Sikaris, K., McLachlan, R., & Handelsman, D. J.
- Affiliations
- The University of Sydney (AU)
- The University of Melbourne (AU)
- Prince Henry's Institute of Medical Research, Clayton, Victoria, Australia
- Corresponding author
- Handelsman, David J
- Venue
- Annals of Clinical Biochemistry: International Journal of Laboratory Medicine
- Publisher
- SAGE Publications
- Published
- 2009-01-22
- Volume
- 46
- Issue
- 2
- Pages
- 137-143
- ISSN
- 0004-5632 (ISSN-L)
- 1758-1001
- OpenAlex
- W2042309501
- Cited by
- 175
- References
- 39
- Citations by year
- 2025: 8 · 2024: 5 · 2023: 3 · 2022: 6 · 2021: 12 · 2020: 5 · 2019: 8 · 2018: 16 · 2017: 16 · 2016: 10 · 2015: 16 · 2014: 12 · 2013: 9 · 2012: 16
- FWCI
- 11.61
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Annals of Clinical Biochemistry International Journal of Laboratory Medicine (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Research Foundation
- Johnson and Johnson
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Hormonal and reproductive studies
- Health Sciences › Health Professions › Medical Laboratory Technology › Clinical Laboratory Practices and Quality Control
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Adrenal Hormones and Disorders
- Keywords
- free testosterone, total testosterone, sex hormone-binding globulin, prediction accuracy, assay variability, centrifugal ultrafiltration, eugonadal men
- MeSH terms
- Humans, Male, Middle Aged, Testosterone
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