Observer Variation in the Clinical and Laboratory Evaluation of Patients with Thyroid Dysfunction and Goiter
Abstract
Three endocrinologists assessed thyroid function (hypothyroid, possibly hypothyroid, euthyroid, possibly hyperthyroid, or hyperthyroid), thyroid size (small, medium, or large), thyroid type (diffuse, nodular, or solitary nodule), and diagnosis and treatment options in 55 patients (47 women and 8 men) with a median age of 43 years (range 19 to 74) suspected of thyroid disease. The observers were presented stepwise for the (1) patient, clinical examination, and patient history; (2) blood tests; (3) 99mTc-pertechnetate scintigraphy; and (4) ultrasonography. The reproducibility was assessed by means of the K coefficient. Compared with evaluation of the patient alone, agreement on thyroid dysfunction was almost perfect when the results of the blood tests were known. The K values for pairs of observers rose significantly from 0.55 to 0.65 to 0.88 to 0.93. All three observers altered their opinion as to thyroid dysfunction in one third of the patients when the blood tests were known. Compared with evaluation of the patient alone, agreement on the morphology of the thyroid gland did not improve significantly in spite of access to thyroid scintigraphy; with the addition of thyroid ultrasound, agreement improved significantly for some pairs of observers. The three observers agreed on the rough estimate of thyroid size in only 36% of the patients. When all information was available, the three observers agreed on diagnosis and treatment category in 60% of the patients. Doctors should bear in mind the considerable observer variation when they evaluate patients with suspected thyroid disease.
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One study found that experienced physicians' estimate of thyroid size is accurate compared with anatomic imaging, but other investigators have not confirmed this observation.
“One study found that this estimate by experienced physicians is accurate compared with anatomic imaging (86); however, other investigators have not confirmed this observation (87).”
From 2016 American Thyroid Association Guidelines for Diagnosis and Management of Hyperthyroidism and Other Causes of Thyrotoxicosis (2016) · cites this paper as [87]
Cites
The Measurement of Observer Agreement for Categorical Data
Landis, J. R., & Koch, G. G. (1977) · Biometrics · doi:10.2307/2529310 · Cited by 81,148 · see citing works
A Coefficient of Agreement for Nominal Scales
Cohen, J. (1960) · Educational and Psychological Measurement · doi:10.1177/001316446002000104 · Cited by 42,398 · see citing works
Large sample standard errors of kappa and weighted kappa.
Fleiss, J. L., Cohen, J., & Everitt, B. S. (1969) · Psychological Bulletin · doi:10.1037/h0028106 · Cited by 1,542 · see citing works
Reproducibility of histomorphologic diagnoses with special reference to the kappa statistic
Svanholm, H., Starklint, H., Gundersen, H. J. G., Fabricius, J., Barlebo, H., & Olsen, S. (1989) · Apmis · doi:10.1111/j.1699-0463.1989.tb00464.x · Cited by 449 · see citing works
Observer variation in ultrasound assessment of the thyroid gland
Jarløv, A. E., Nygård, B., Hegedűs, L. D., Karstrup, S., & Hansen, J. M. (1993) · British Journal of Radiology · doi:10.1259/0007-1285-66-787-625 · Cited by 47 · see citing works
Self-citationAccuracy of the clinical assessment of thyroid size.
Jarløv, A. E., Hegedűs, L. D., Gjørup, T., & Hansen, J. E. (1991) · PubMed · Cited by 41 · see citing works
Self-citationObserver variation in the clinical assessment of the thyroid gland
Jarløv, A. E., Hegedűs, L. D., Gjørup, T., & Hansen, J. (1991) · Journal of Internal Medicine · doi:10.1111/j.1365-2796.1991.tb00324.x · Cited by 38 · see citing works
Self-citationThe Endoscopic Diagnosis of Gastric Ulcer
Gjosrup, T., Agner, E., Jensen, L. B., JENSEN, A. M., & Møllmann, K.-M. (1985) · Scandinavian Journal of Gastroenterology · doi:10.3109/00365528509089695 · Cited by 20 · see citing works
Use of Radioiodine in the Management of Hyperthyroidism in the UK: Development of Guidelines
Lazarus, J. H., & CLARKE, S. (1997) · Thyroid · doi:10.1089/thy.1997.7.229 · Cited by 13 · see citing works
OBSERVER VARIATION IN THE SCINTIGRAPHIC DIAGNOSIS OF SOLITARY COLD THYROID LESIONS
Jarløv, A. E., Gjørup, T., Hegedűs, L. D., Hvid-Jacobsen, K., Marving, J., & Hansen, J. M. (1990) · Clinical Endocrinology · doi:10.1111/j.1365-2265.1990.tb00459.x · Cited by 10 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Ross, D. S., Burch, H. B., Cooper, D. S., Greenlee, M. C., Laurberg, P., Maia, A. L., Rivkees, S. A., Samuels, M., Sosa, J. A., Stan, M. N., et al. (2016) · Thyroid® · doi:10.1089/thy.2016.0229 · Cited by 2,938 · see citing works
“One study found that this estimate by experienced physicians is accurate compared with anatomic imaging (86); however, other investigators have not confirmed this observation (87).”
ResultHegedűs, L. D. (2004) · New England Journal of Medicine · doi:10.1056/nejmcp031436 · Cited by 1,498 · see citing works
Self-citationGharib, H., Papini, E., Garber, J. R., Duick, D. S., Harrell, R. M., Hegedűs, L. D., Paschke, R., Valcavi, R., & Vitti, P. (2016) · Endocrine Practice · doi:10.4158/ep161208.gl · Cited by 1,285 · see citing works
Self-citationBahn, R. S., Burch, H. B., Cooper, D. S., Garber, J. R., Greenlee, M. C., Klein, I., Laurberg, P., McDougall, I. R., Montori, V. M., Rivkees, S. A., et al. (2011) · Endocrine Practice · doi:10.4158/ep.17.3.456 · Cited by 1,098 · see citing works
Gharib, H., Papini, E., Paschke, R., Duick, D. S., Valcavi, R., Hegedűs, L. D., Vitti, P., Gharib, H., Papini, E., Paschke, R., et al. (2010) · Endocrine Practice · doi:10.4158/10024.gl · Cited by 1,087 · see citing works
Self-citationThe American Thyroid Association and American Association of Clinical Endocrinologists Taskforce on Hyperthyroidism and Other Causes of Thyrotoxicosis, Bahn, R. S., Burch, H. B., Cooper, D. S., Garber, J. R., Greenlee, M. C., Klein, I., Laurberg, P., McDougall, I. R., Montori, V. M., et al. (2011) · Thyroid · doi:10.1089/thy.2010.0417 · Cited by 898 · see citing works
Management of Simple Nodular Goiter: Current Status and Future Perspectives
Hegedűs, L. D., Bonnema, S. J., & Bennedbæk, F. N. (2003) · Endocrine Reviews · doi:10.1210/er.2002-0016 · Cited by 707 · see citing works
Self-citationAndersen, S., Pedersen, K. M., Bruun, N. H., & Laurberg, P. (2002) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.87.3.8165 · Cited by 686 · see citing works
Gharib, H., Papini, E., Valcavi, R., Baskin, H. J., Crescenzi, A., Dottorini, M. E., Duick, D. S., Guglielmi, R., Hamilton, C. R., Zeiger, M. A., et al. (2006) · Endocrine Practice · doi:10.4158/ep.12.1.63 · Cited by 680 · see citing works
2023 European Thyroid Association Clinical Practice Guidelines for thyroid nodule management
Durante, C., Hegedűs, L. D., Czarniecka, A., Paschke, R., Russ, G., Schmitt, F. C., Soares, P., Solymosi, T., & Papini, E. (2023) · European Thyroid Journal · doi:10.1530/etj-23-0067 · Cited by 477 · see citing works
Self-citationMolecular Pathogenesis of Euthyroid and Toxic Multinodular Goiter
Krohn, K., Führer, D., Bayer, Y., Eszlinger, M., Brauer, V. F. H., Neumann, S., Paschke, R., & Führer‐Sakel, D. (2004) · Endocrine Reviews · doi:10.1210/er.2004-0005 · Cited by 312 · see citing works
Radioiodine Treatment of Hyperthyroidism--Prognostic Factors for Outcome
Allahabadia, A., Daykin, J., Sheppard, M. C., Gough, S. C. L., & Franklyn, J. A. (2001) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.86.8.7781 · Cited by 265 · see citing works
Biologic Variation is Important for Interpretation of Thyroid Function Tests
Andersen, S., Bruun, N. H., Pedersen, K. M., & Laurberg, P. (2003) · Thyroid · doi:10.1089/105072503770867237 · Cited by 241 · see citing works
Evaluation of a Thyroid Nodule
Bomeli, S. R., LeBeau, S. O., & Ferris, R. L. (2010) · Otolaryngologic Clinics of North America · doi:10.1016/j.otc.2010.01.002 · Cited by 202 · see citing works
Hegedüs, L. (2001) · Endocrinology and Metabolism Clinics of North America · doi:10.1016/s0889-8529(05)70190-0 · Cited by 178 · see citing works
Self-citationIzquierdo, R., Arekat, M. R., Knudson, P. E., Kartun, K. F., Khurana, K. K., Kort, K. C., & Numann, P. J. (2006) · Endocrine Practice · doi:10.4158/ep.12.6.609 · Cited by 82 · see citing works
The predominant form of non-toxic goiter in Greece is now autoimmune thyroiditis
Doufas, A. G., Mastorakos, G. P., Chatziioannou, S. N., Tseleni‐Balafouta, S., Piperingos, G. D., Boukis, M., Mantzos, E., Caraiskos, C., Mantzos, J. D., Alevizaki, M. K., et al. (1999) · European Journal of Endocrinology · doi:10.1530/eje.0.1400505 · Cited by 77 · see citing works
Nódulos de tireóide e câncer diferenciado de tireóide: consenso brasileiro
Maia, A. L., Ward, L. S., de Carvalho, G. A., Graf, H., Maciel, R. M. B., Maciel, L. M. Z., Rosário, P. W., & Vaisman, M. (2007) · Arquivos Brasileiros de Endocrinologia & Metabologia · doi:10.1590/s0004-27302007000500027 · Cited by 68 · see citing works
Is Routine Thyroxine Treatment to Hinder Postoperative Recurrence of Nontoxic Goiter Justified?
Hegedűs, L. D., Nygaard, B., & Hansen, J. (1999) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.84.2.5478 · Cited by 81 · see citing works
Self-citationBauer, M., Blumentritt, H., Finke, R., Schlattmann, P., Adli, M., Baethge, C., Bschor, T., Müller-Oerlinghausen, B., & Berghöfer, A. (2007) · Journal of Affective Disorders · doi:10.1016/j.jad.2007.01.033 · Cited by 46 · see citing works
Amabile, G., Rotondi, M., Chiara, G. D., Silvestri, A., Filippo, B. D., Bellastella, A., & Chiovato, L. (2006) · Thyroid · doi:10.1089/thy.2006.16.749 · Cited by 45 · see citing works
Radioiodine Treatment of Hyperthyroidism: Prognostic Factors Affecting Outcome
Erem, C., Kandemir, N., Hacıhasanoğlu, A., Ersöz, H. Ö., Ükinç, K., & Koçak, M. (2004) · Endocrine · doi:10.1385/endo:25:1:55 · Cited by 44 · see citing works
SOLITARY THYROID NODULE: CURRENT MANAGEMENT
Delbridge, L. (2006) · ANZ Journal of Surgery · doi:10.1111/j.1445-2197.2006.03727.x · Cited by 39 · see citing works
Serum creatine kinase and lactate dehydrogenase activities in patients with thyroid disorders
McGrowder, D., Fraser, Y., Gordon, L., Crawford, T., & Rawlins, J. (2011) · Nigerian Journal of Clinical Practice · doi:10.4103/1119-3077.91755 · Cited by 39 · see citing works
Brix, T. H., Kyvik, K. O., & Hegedűs, L. D. (2001) · Thyroid · doi:10.1089/10507250152484619 · Cited by 38 · see citing works
Self-citationInfluence of iodization programmes on the epidemiology of nodular goitre
Fiore, E., Tonacchera, M., & Vitti, P. (2014) · Best Practice & Research Clinical Endocrinology & Metabolism · doi:10.1016/j.beem.2014.04.002 · Cited by 27 · see citing works
Thyroid Ultrasonography as a Screening Tool for Thyroid Disease
Hegedüs, L. (2004) · Thyroid · doi:10.1089/thy.2004.14.879 · Cited by 30 · see citing works
Self-citationUludağ, M. (2023) · SiSli Etfal Hastanesi Tip Bulteni / The Medical Bulletin of Sisli Hospital · doi:10.14744/semb.2023.06992 · Cited by 26 · see citing works
Non-Toxic Multinodular Goiter: From Etiopathogenesis to Treatment
Ünlü, M. T. (2022) · SiSli Etfal Hastanesi Tip Bulteni / The Medical Bulletin of Sisli Hospital · doi:10.14744/semb.2022.56514 · Cited by 25 · see citing works
Case finding and screening strategies for thyroid dysfunction
Stockigt, J. (2002) · Clinica Chimica Acta · doi:10.1016/s0009-8981(01)00715-x · Cited by 26 · see citing works
Association of Thyroid Function with Severity of Coronary Artery Disease in Euthyroid Patients
Daswani, R. (2015) · JOURNAL OF CLINICAL AND DIAGNOSTIC RESEARCH · doi:10.7860/jcdr/2015/10908.6059 · Cited by 19 · see citing works
CLINICAL, METABOLIC, AND ORGAN-SPECIFIC INDICES OF THYROID FUNCTION
Klein, I. L. (2001) · Endocrinology and Metabolism Clinics of North America · doi:10.1016/s0889-8529(05)70193-6 · Cited by 15 · see citing works
Effect of lithium on thyroid function in adolescents with mood disorder
Sethy, R. R., & Sinha, V. K. (2016) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2016.08.004 · Cited by 14 · see citing works
Variation in the Quality of Thyroid Nodule Evaluations Before Surgical Referral
Jiang, L., Lee, C. Y., SLOAN, D. A., & Randle, R. W. (2019) · Journal of Surgical Research · doi:10.1016/j.jss.2019.06.024 · Cited by 14 · see citing works
Legakis, I., Manousaki, M., Detsi, S., & Nikita, D. (2013) · PubMed · Cited by 13 · see citing works
Graf, H. (2004) · Arquivos Brasileiros de Endocrinologia & Metabologia · doi:10.1590/s0004-27302004000100011 · Cited by 12 · see citing works
rezvanfar, M., Farahany, H., Chehreiy, A., Nemati, M., Rostamy, S., & Karimy, E. (2007) · Journal of Endocrinological Investigation · doi:10.1007/bf03346293 · Cited by 9 · see citing works
Erden, G. (2008) · DergiPark (Istanbul University) · Cited by 6 · see citing works
Dar, S. A., Bhat, B. A., Khanam, A., Wani, Z. A., Nabi, J., & Sheikh, S. (2020) · Journal of Medical Ultrasound · doi:10.4103/jmu.jmu_26_19 · Cited by 6 · see citing works
Alam, S. A., Sinha, V. K., & Nizamie, H. S. (2016) · Indian Journal of Psychological Medicine · doi:10.4103/0253-7176.178774 · Cited by 5 · see citing works
Young adult reference ranges for thyroid function tests on the Centaur immunoassay analyser
Alqahatani, M., Tamimi, W. G., Aldaker, M., Alenzi, F. Q., Tamim, H., & AlSadhan, A. (2006) · British Journal of Biomedical Science · doi:10.1080/09674845.2006.11732744 · Cited by 5 · see citing works
Sadoul, J. (2005) · EMC - Endocrinologie - Nutrition · doi:10.1016/s1155-1941(05)35607-1 · Cited by 5 · see citing works
Reliability of Physical Findings
McGee, S. R. (2018) · Elsevier eBooks · doi:10.1016/b978-0-323-39276-1.00005-6 · Cited by 4 · see citing works
Lim, I. M. (2023) · Acta Medica Philippina · doi:10.47895/amp.vi0.6535 · Cited by 4 · see citing works
Delivanis, D. A., & Castro, M. R. (2017) · Springer eBooks · doi:10.1007/978-3-319-59474-3_11 · Cited by 4 · see citing works
Hypothyroidism Complicating Nephropathy in a Diabetes Patient
Sahoo, J., Veerappan, I., Kurien, A. A., & Hariharan, S. (2012) · Case Reports in Endocrinology · doi:10.1155/2012/237563 · Cited by 4 · see citing works
Reliability of Physical Findings
McGee, S. R. (2012) · Elsevier eBooks · doi:10.1016/b978-1-4377-2207-9.00004-5 · Cited by 4 · see citing works
Nontoxic Diffuse and Nodular Goiter
Peloquin, J. M., & Wondisford, F. E. (2009) · Elsevier eBooks · doi:10.1016/b978-1-4160-4745-2.00024-9 · Cited by 4 · see citing works
Eszlinger, M., Hegedűs, L. D., & Paschke, R. (2018) · Endocrinology · doi:10.1007/978-3-319-45013-1_6 · Cited by 3 · see citing works
Self-citationUpdate on thyroid nodules: Characteristics and clinical management
Lepore, E., Rizzà, L., Rota, F., & Baldelli, R. (2025) · Endocrine and Metabolic Science · doi:10.1016/j.endmts.2025.100255 · Cited by 2 · see citing works
Lu, L., Wei, X., Chen, Y., Meng, D., Mo, S., Sun, Z., Song, F., Liao, K., & Huang, W. (2026) · Frontiers in Endocrinology · doi:10.3389/fendo.2025.1711029 · Cited by 2 · see citing works
Hegedűs, L. D., Paschke, R., Krohn, K., & Bonnema, S. J. (2015) · Elsevier eBooks · doi:10.1016/b978-0-323-18907-1.00090-1 · Cited by 2 · see citing works
Self-citationDar, S. A., Bhat, B. A., Khanam, A., Wani, Z. A., Nabi, J., & Sheikh, S. (2019) · Medical Journal of Dr D Y Patil Vidyapeeth · doi:10.4103/mjdrdypu.mjdrdypu_87_19 · Cited by 2 · see citing works
Hegedűs, L. D., Paschke, R., Krohn, K., & Bonnema, S. J. (2010) · Elsevier eBooks · doi:10.1016/b978-1-4160-5583-9.00087-3 · Cited by 2 · see citing works
Self-citationReliability of Physical Findings
McGee, S. R. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-25013-2.00005-6 · Cited by 1 · see citing works
Buis, J., & Schijven, M. P. (2013) · Bijblijven · doi:10.1007/s12414-013-0083-1 · Cited by 1 · see citing works
Kikovic, S., Marinkovic, D., Ristić, P., Karajovic, J., Kuzmic-Jankovic, S., Djuran, Z., Čizmić, M., Kovačević, B., Nenezić, N., & Hajdukovic, Z. (2019) · Vojnosanitetski pregled · doi:10.2298/vsp190704109k · Cited by 1 · see citing works
Buis, J., & Schijven, M. P. (2010) · Bohn Stafleu van Loghum eBooks · doi:10.1007/978-90-313-8497-6_4 · Cited by 1 · see citing works
Interobserver and Intraobserver Reliability in Sonoelastographic Assessment of Thyroid Nodules
Duman, E., Aslan, A., Yaşar, A. B., Sancak, S., Aslan, M., Kabaalioğlu, A., Fersahoğlu, A. T., Okuroğlu, N., & Onur, E. (2022) · Ultrasound Quarterly · doi:10.1097/ruq.0000000000000616 · Cited by 1 · see citing works
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Stockigt, J. (2011) · doi:10.1093/med/9780199235292.003.3031 · Cited by 1 · see citing works
Bhargav, P. R. (2011) · Indian Journal of Nuclear Medicine · doi:10.4103/0972-3919.106722
Gharib, H., Papini, E., Paschke, R., Duick, D. S., Valcavi, R., Hegedűs, L. D., & Vitti, P. (2010) · University of Southern Denmark Research Portal (University of Southern Denmark)
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- Authors
- JARLØV, A. E., NYGAARD, B., HEGEDÜS, L., HARTLING, S. G., & HANSEN, J. M.
- Affiliations
- Herlev Hospital (DK)
- ORCID
- NYGAARD, BIRTE
- Venue
- Thyroid
- Publisher
- SAGE Publications
- Published
- 1998-05
- Volume
- 8
- Issue
- 5
- Pages
- 393-398
- ISSN
- 1050-7256 (ISSN-L)
- 1557-9077
- OpenAlex
- W1986813772
- Cited by
- 86
- References
- 10
- Citations by year
- 2026: 4 · 2025: 2 · 2024: 2 · 2023: 5 · 2022: 5 · 2020: 1 · 2019: 3 · 2018: 2 · 2017: 5 · 2016: 5 · 2015: 4 · 2014: 1 · 2013: 3 · 2012: 2
- FWCI
- 3.88
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Thyroid (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Reliability and Agreement in Measurement
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Thyroid Disorders and Treatments
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Thyroid Cancer Diagnosis and Treatment
- Keywords
- observer variability, interobserver agreement, thyroid dysfunction, goiter, hypothyroidism, hyperthyroidism, thyroid morphology, thyroid scintigraphy, thyroid ultrasound, thyroid function tests
- MeSH terms
- Adult, Aged, Female, Goiter, Hematologic Tests, Humans, Male, Middle Aged, Thyroid Diseases, Thyroid Function Tests, Thyroid Gland, Reproducibility of Results, Observer Variation, Clinical Laboratory Techniques
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 ›
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