Evidence map›Paper›PMID 41943445›Full record

ArticleHead & neck2026

Computer-Aided Diagnosis in the Evaluation of Thyroid Nodules: A Study of Intra- And Inter-Rater Reliability and Agreement.

Leonardo de Souza Piber, Luis Carlos Uta Nakano, Carolina Dutra Queiroz Flumignan, Ronald Luiz Gomes Flumignan

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Article in Head & neck, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Leonardo de Souza PiberEvidence-Based Health, Universidade Federal de São Paulo, São Paulo, Brazil.ORCID https://orcid.org/0000-0001-6031-8334
Luis Carlos Uta NakanoDivision of Vascular and Endovascular Surgery, Department of Surgery, Universidade Federal de São Paulo, São Paulo, Brazil.ORCID https://orcid.org/0000-0002-7996-3269
Carolina Dutra Queiroz FlumignanDiscipline of Vascular and Endovascular Surgery, Centro Universitário São Camilo, São Paulo, Brazil.ORCID https://orcid.org/0000-0001-9943-3583
Ronald Luiz Gomes FlumignanDivision of Vascular and Endovascular Surgery, Department of Surgery, Universidade Federal de São Paulo, São Paulo, Brazil.ORCID https://orcid.org/0000-0001-6440-8011

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo evaluate the intra- and inter-rater reliability of a computer-aided diagnosis system applied to thyroid nodule assessment.

methodsThis prospective, single-center study included 150 thyroid nodules evaluated by two physicians at two time points, 90 days apart. Analyses were performed using the AmCAD-UT system, focusing on morphological features and ACR TI-RADS classification. Cohen's kappa coefficient and percentage agreement were used to assess reliability.

resultsIntra-rater reliability ranged from moderate to almost perfect, with kappa values from 0.49 (95% CI: 0.31-0.66) to 0.98 (95% CI: 0.96-1.00), and agreement rates from 81.3% to 99.3%. Rater 2 demonstrated higher reproducibility across most variables, particularly for "texture" (k = 0.98), "margin" (k = 0.90), "composition" (k = 0.93), and "taller-than-wide" (k = 0.92). Inter-rater agreement was more variable, with kappa values ranging from 0.43 (95% CI: 0.23-0.62) to 0.96 (95% CI: 0.89-1.00), and agreement percentages from 78.0% to 99.3%. The lowest inter-rater reproducibility was observed for "shape".

conclusionThe computer-aided diagnosis system demonstrated predominantly moderate to almost perfect intra-rater reliability and moderate to strong inter-rater agreement across most evaluated features. The highest reproducibility was observed for "taller-than-wide," "texture," and "composition," whereas "shape" consistently showed lower agreement. These findings support the system's role as a reliable adjunct for standardizing thyroid nodule assessment, although its performance remains partially influenced by operational factors and warrants further multicenter validation.

Indexed as

Diagnosis, Computer-AssistedThyroid NoduleAdultBiopsy, Fine-NeedleFemaleHumansMaleMiddle AgedObserver VariationProspective StudiesReproducibility of Resultscomputer‐aided diagnosisinter‐rater agreementreliabilitythyroid noduleultrasonography

Identifiers

PMID41943445
PMCPMC13432364

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.