[HTML][HTML] Diagnostic test evaluation methodology: a systematic review of methods employed to evaluate diagnostic tests in the absence of gold standard–an update

CM Umemneku Chikere, K Wilson, S Graziadio… - PLoS …, 2019 - journals.plos.org
Objective To systematically review methods developed and employed to evaluate the
diagnostic accuracy of medical test when there is a missing or no gold standard. Study …

Estimation of diagnostic test accuracy without full verification: a review of latent class methods

J Collins, M Huynh - Statistics in medicine, 2014 - Wiley Online Library
The performance of a diagnostic test is best evaluated against a reference test that is without
error. For many diseases, this is not possible, and an imperfect reference test must be used …

Missing values and inconclusive results in diagnostic studies–A scoping review of methods

K Stahlmann, JB Reitsma… - Statistical Methods in …, 2023 - journals.sagepub.com
Most diagnostic studies exclude missing values and inconclusive results from the analysis or
apply simple methods resulting in biased accuracy estimates. This may be due to the lack of …

Interrater agreement in dementia diagnosis: A systematic review and meta‐analysis

E Cerullo, TJ Quinn, J McCleery… - … Journal of Geriatric …, 2021 - Wiley Online Library
Objectives Dementia remains a clinical diagnosis with a degree of subjective assessment
and potential for interrater disagreement. We described interrater agreement of clinical …

Meta‐analysis of dichotomous and ordinal tests with an imperfect gold standard

E Cerullo, HE Jones, O Carter, TJ Quinn… - Research Synthesis …, 2022 - Wiley Online Library
Standard methods for the meta‐analysis of medical tests, without assuming a gold standard,
are limited to dichotomous data. Multivariate probit models are used to analyse correlated …

INCORPORATING CONDITIONAL DEPENDENCE IN LATENT CLASS MODELS FOR PROBABILISTIC RECORD LINKAGE

H Xu, X Li, C Shen, SL Hui, S Grannis - The Annals of Applied Statistics, 2019 - JSTOR
The conditional independence assumption of the Felligi and Sunter (FS) model in
probabilistic record linkage is often violated when matching real-world data. Ignoring …

Evaluating latent class models with conditional dependence in record linkage

J Daggy, H Xu, S Hui, S Grannis - Statistics in medicine, 2014 - Wiley Online Library
Record linkage methods commonly use a traditional latent class model to classify record
pairs from different sources as true matches or non‐matches. This approach was first …

Simplifying the estimation of diagnostic testing accuracy over time for high specificity tests in the absence of a gold standard

C Drew, M Badio, D Dennis, L Hensley, E Higgs… - …, 2023 - Wiley Online Library
Many different methods for evaluating diagnostic test results in the absence of a gold
standard have been proposed. In this paper, we discuss how one common method, a …

Meta-analysis of dichotomous and ordinal tests without a gold standard

E Cerullo, HE Jones, O Carter, TJ Quinn… - arXiv preprint arXiv …, 2021 - arxiv.org
Standard methods for the meta-analysis of medical tests without a gold standard are limited
to dichotomous data. Multivariate probit models are used to analyze correlated binary data …

Analyzing latent variables with observational data and applications in infectious disease

C Drew - 2022 - search.proquest.com
Understanding the long term effects of infectious disease can help clinicians anticipate,
predict, and treat adverse health outcomes that may arise. To discern the natural history of …