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Receiving Operating Characteristic

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The Receiving Operating Characteristic (ROC) is a graphical plot that illustrates the diagnostic ability of a binary classifier system as its discrimination threshold is varied. It displays the trade-off between sensitivity (true positive rate) and specificity (false positive rate), providing a comprehensive assessment of the classifier's performance across different threshold settings.
lightbulbAbout this topic
The Receiving Operating Characteristic (ROC) is a graphical plot that illustrates the diagnostic ability of a binary classifier system as its discrimination threshold is varied. It displays the trade-off between sensitivity (true positive rate) and specificity (false positive rate), providing a comprehensive assessment of the classifier's performance across different threshold settings.

Key research themes

1. How can receiver operating characteristic (ROC) curves be effectively drawn and interpreted for diagnostic accuracy in medical research?

This research theme focuses on the methodological development and practical guidelines for plotting and interpreting ROC curves in medical studies to evaluate diagnostic tests and predictive models. It is pivotal due to the widespread use of ROC analysis in assessing the discrimination ability of diagnostic tools as well as the need for standardized, clear, and reproducible graphical representation that conveys both accuracy and uncertainty.

Key finding: This study empirically evaluated ROC curves for two CBCT devices and periapical radiography in detecting ground-truth simulated apical lesions of varying diameters. The ROC analysis showed excellent diagnostic accuracy for... Read more
Key finding: Using ROC curve analysis, this clinical retrospective study demonstrated that CBCT imaging identified a significantly higher prevalence of periapical lesions than conventional digital radiographs among endodontically treated... Read more

2. What are the psychometric and administrative considerations in applying receiver operating characteristic (ROC) analyses to sequential testing in clinical licensure examinations?

This theme investigates the use of ROC analysis in evaluating screening tests and sequential examination formats, such as sequenced OSCEs, in high-stakes medical licensure assessments. It addresses the balance between cost-effectiveness, predictive validity, and operational logistics, using ROC to define optimal cutoffs and pass-fail accuracies in staged testing contexts.

Key finding: The paper applied ROC curve methods to assess the predictive accuracy of a 10-station screening OSCE panel constituting one-third of the total test length. ROC-based cutoff scores slightly above the full test passing standard... Read more

3. How can sequential probability ratio tests (SPRT) utilize ROC and likelihood ratio concepts to efficiently detect changes in queueing system parameters?

This theme covers the application of SPRT frameworks to queueing theory, where ROC and likelihood ratio techniques provide statistical procedures for rapid and efficient detection of changes in traffic intensity parameters. By embedding sequential hypothesis testing within stochastic models with Markovian properties, these methods optimize sample sizes and decision thresholds to maintain controlled error probabilities in operational systems monitoring.

Key finding: This work develops SPRT procedures grounded in likelihood ratio statistics and ROC operating characteristic functions specific to hypoexponential and Coxian queueing models. Through deriving probability density functions and... Read more
Key finding: The paper adapts SPRT and introduces random SPRT (RSPRT) frameworks for hypothesis testing on normal distributions where mean and variance equal an unknown parameter, employing likelihood ratio and ROC theory. It discusses... Read more

All papers in Receiving Operating Characteristic

Water distribution systems reliability has typically been studied using single-period simulations of the hydraulic behavior of the system, due to high computational requirements. The aim of this work was to develop and test a framework... more
As large amounts of patient data become increasingly available, apps for predicting clinical outcomes will proliferate. Imagine a scenario where you have an app on your device that seems to answer the clinical question you have, perhaps... more
Multi aisle automated storage and retrieval systems correspond to multiple picking aisles served by a single storage and retrieval machine. These systems are used in practice when the need for pallet places is high and the throughput... more
The World Health Organization is currently developing guidelines on screening for tuberculosis disease to inform national screening strategies. This process is complicated by significant gaps in knowledge regarding mass screening. This... more
Risk management is vital to any business including insurance companies, and reinsurance is the major risk management tool available to insurance companies. Insurance companies rely on reinsurance to manage underwriting risk, tax... more
Magnetic Levitation System Using Neodymium Disc and Ferrite Ring: Praxis, method and restauration of energy lost in pairs of fotons-Hall Effects This study analyzes a magnetic levitation setup composed of a neodymium disc magnet and a... more
The long-term prognostic value of the B-type natriuretic peptide (BNP) level and cardiopulmonary exercise testing in patients with heart failure (HF) who are receiving beta-blocker therapy is not well established. Methods. The study... more
This study sought to assess agreement between an intravascular near-infrared spectroscopy (NIRS) system and histology in coronary autopsy specimens. B A C K G R O U N D Lipid core plaques cannot be detected by conventional tests, yet are... more
This study sought to assess agreement between an intravascular near-infrared spectroscopy (NIRS) system and histology in coronary autopsy specimens. B A C K G R O U N D Lipid core plaques cannot be detected by conventional tests, yet are... more
by Hoa Vu
The Bureau of Reclamation has examined the damping of local mode oscillations using three types of power system stabilizers (PSS) -internal frequency, electrical power, and accelerating power. Comparisons of operating characteristics such... more
Se evalua la importancia pronostica de 19 variables clinicas, hemodinamicas y electrocardiograficas en pacientes chagasicos cronicos. Se estudiaron 556 pacientes de la clinica de miocardiopatias con serologia positiva para Chagas,... more
The present work investigates the outcome of Fresh Testicular Biopsy in Comparison to Histopathological Examination in NOA Patients. In the current study, there were nine discordant instances (16.9%) between the andrology lab and... more
We propose a generalization of the matched subspace filter for the detection of unknown signals in a background of non-Gaussian and nonindependent noise. The generalization is based on a modification of the Rao test by including a linear... more
OBJECTIVE: To determine the minimal clinically important difference (MCID) for improving interpretation of the recently validated Esprint-15 questionnaire, to measure health-related quality of life for patients with allergic rhinitis.... more
Screening of known cirrhotics for hepatocellular cancer (HCC) has long been a contentious topic. Studies to date have failed to conclusively prove or disprove the validity of α-fetoprotein (AFP) and hepatic ultrasound as screening... more
Direct connections between trading countries in container shipping can shorten transit times, and reduce risk, thereby enhancing global transportation, and supporting supply chain performance. While transhipment services offer strategic... more
This is a systematic review that meets the criteria for inclusion on DARE.
This report examines the State of Georgia's commercial vehicle oversize and overweight enforcement program over the past 10 years. An overview of the federal and state regulations for both oversize and overweight vehicles is presented,... more
This report examines the State of Georgia's commercial vehicle oversize and overweight enforcement program over the past 10 years. An overview of the federal and state regulations for both oversize and overweight vehicles is presented,... more
If memory evolved, sculpted by the processes of natural selection, then its operating characteristics likely bear the “footprints” of ancestral selection pressures. Psychologists rarely consider this possibility and generally ignore... more
We propose a simple model for the device characteristics of organic single layer molecular or polymeric light-emitting diodes. The model is based on Poisson’s equation and the conservation law of charges. A bimolecular recombination... more
Bilgisayar destekli elektromekanik tasarım araçları modüllerinin (BDTAM) elektrik makinalarının davranışlarını düzgün tahmin etmedeki kullanımı, makina tasarımcılarına tasarım performanslarını iyileştirmede üstünlükler sağlar. Bu... more
Bilgisayar destekli elektromekanik tasarım araçları modüllerinin (BDTAM) elektrik makinalarının davranışlarını düzgün tahmin etmedeki kullanımı, makina tasarımcılarına tasarım performanslarını iyileştirmede üstünlükler sağlar. Bu... more
except for brief excerpts in connection with reviews or scholarly analysis. Use in connection with any form of information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known... more
This paper details the energy release model implemented in Studsvik's CASMO-5 lattice physics code. By utilizing internally computed neutron capture rates, the capture component of the total recoverable energy is more accurately... more
In this letter, we report for the first time the use of a sheet of cellulose-fiber-based paper as the dielectric layer used in oxide-based semiconductor thin-film field-effect transistors (FETs). In this new approach, we are using the... more
Individuals newly infected with hiv have an increased viral load than at other phases of hiv infection, which is associated with a higher rate of transmission. Combined with ignorance about infection status, individuals in the acute phase... more
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