Exploration of analysis methods for diagnostic imaging tests: problems with ROC AUC and confidence scores in CT colonography

Exploration of analysis methods for diagnostic imaging tests: problems with ROC AUC and confidence scores in CT colonography

Background Different methods of evaluating diagnostic performance when comparing diagnostic tests may lead to different results. We compared two such approaches, sensitivity and specificity with area under the Receiver Operating Characteristic Curve (ROC AUC) for the evaluation of CT colonography fo...

Bibliografske podrobnosti
Main Authors:	Mallett, S, Halligan, S, Collins, G, Altman, D
Format:	Journal article
Jezik:	English
Izdano:	Public Library of Science 2014

Podobne knjige/članki

Exploration of analysis methods for diagnostic imaging tests: problems with ROC AUC and confidence scores in CT colonography.
od: Susan Mallett, et al.
Izdano: (2014-01-01)

CT colonography: a systematic review of standard of reporting for studies of computer-aided detection.
od: Robinson, C, et al.
Izdano: (2008)

Sensitivity and specificity of CT colonography for the detection of colonic neoplasia after positive faecal occult blood testing: Systematic review and meta-analysis
od: Plumb, A, et al.
Izdano: (2014)

Assessment of the Incremental Benefit of Computer-Aided Detection (CAD) for Interpretation of CT Colonography by Experienced and Inexperienced Readers.
od: Darren Boone, et al.
Izdano: (2015-01-01)

Increasing navigation speed at endoluminal CT colonography reduces colonic visualisation and polyp identification
od: Plumb, A, et al.
Izdano: (2017)

Sensitivity and specificity of CT colonography for the detection of colonic neoplasia after positive faecal occult blood testing: systematic review and meta-analysis.
od: Plumb, A, et al.
Izdano: (2014)

CT colonography in the detection of colorectal polyps and cancer: systematic review, meta-analysis, and proposed minimum data set for study level reporting.
od: Halligan, S, et al.
Izdano: (2005)

Method for tracking eye gaze during interpretation of endoluminal 3D CT colonography: technical description and proposed metrics for analysis.
od: Phillips, P, et al.
Izdano: (2013)

The effect of computer-aided detection markers on visual search and reader performance during concurrent reading of CT colonography.
od: Helbren, E, et al.
Izdano: (2015)

Tracking eye gaze during interpretation of endoluminal three-dimensional CT colonography: visual perception of experienced and inexperienced readers.
od: Mallett, S, et al.
Izdano: (2014)

ImbTreeAUC: An R package for building classification trees using the area under the ROC curve (AUC) on imbalanced datasets
od: Krzysztof Gajowniczek, et al.
Izdano: (2021-07-01)

ROC curves and confidence intervals: getting them right.
od: Altman, D
Izdano: (2000)

Do prevalence expectations affect patterns of visual search and decision-making in interpreting CT colonography endoluminal videos?
od: Fanshawe, T, et al.
Izdano: (2016)

Terminal digit preference biases polyp size measurements at CT colonography, endoscopy and histopathology
od: Plumb, A, et al.
Izdano: (2016)

Towards a framework for analysis of eye-tracking studies in the three dimensional environment: a study of visual search by experienced readers of endoluminal CT colonography.
od: Helbren, E, et al.
Izdano: (2014)

Detection of extracolonic pathologic findings with CT colonography: a discrete choice experiment of perceived benefits versus harms.
od: Plumb, A, et al.
Izdano: (2014)

ROC curves for clinical prediction models part 1. ROC plots showed no added value above the AUC when evaluating the performance of clinical prediction models
od: Verbakel, JY, et al.
Izdano: (2020)

Polyp measurement using CT colonography: agreement with colonoscopy and effect of viewing conditions on interobserver and intraobserver agreement.
od: Burling, D, et al.
Izdano: (2006)

Patients' and healthcare professionals' values regarding true- and false-positive diagnosis when colorectal cancer screening by CT colonography: discrete choice experiment
od: Boone, D, et al.
Izdano: (2013)

Computed tomographic colonography: assessment of radiologist performance with and without computer-aided detection.
od: Halligan, S, et al.
Izdano: (2006)

<it>ROCS</it>: a Reproducibility Index and Confidence Score for Interaction Proteomics Studies
od: Dazard Jean-Eudes, et al.
Izdano: (2012-06-01)

The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for assessing binary classification
od: Davide Chicco, et al.
Izdano: (2023-02-01)

The importance of CAD and DECT in CT colonography
od: Anna Monika Wójcik, et al.
Izdano: (2021-09-01)

Patients' & healthcare professionals' values regarding true- & false-positive diagnosis when colorectal cancer screening by CT colonography: discrete choice experiment.
od: Darren Boone, et al.
Izdano: (2013-01-01)

Establishment of local diagnostic reference levels for CT colonography at a tertiary hospital
od: Filip M. Kozłowski, et al.
Izdano: (2024-01-01)

CT colonography : a guide for clinical practice /
od: Mang, Thomas, author, et al.
Izdano: (2013)

Usefulness of preoperative CT colonography for colon cancer
od: Kazuhito Sato, et al.
Izdano: (2017-11-01)

Interpreting diagnostic accuracy studies for patient care.
od: Mallett, S, et al.
Izdano: (2012)

Patient willingness for repeat screening and preference for CT colonography and optical colonoscopy in ACRIN 6664: the National CT Colonography trial
od: Gareen IF, et al.
Izdano: (2015-07-01)

Systematic reviews of diagnostic tests in cancer: review of methods and reporting.
od: Mallett, S, et al.
Izdano: (2006)

Evaluation of Risk Prediction with Hierarchical Data: Dependency Adjusted Confidence Intervals for the AUC
od: Camden Bay, et al.
Izdano: (2023-04-01)

A Modified AUC for Training Convolutional Neural Networks: Taking Confidence Into Account
od: Khashayar Namdar, et al.
Izdano: (2021-11-01)

Comparing hyoscine and drotaverine effects on colon in CT colonography
od: Kristev Athanas, et al.
Izdano: (2011-04-01)

Nonparametric confidence intervals for the area under the ROC curve
od: Gianfranco Adimari
Izdano: (2013-03-01)

Terminal digit preference biases polyp size measurements at endoscopy, computed tomographic colonography, and histopathology
od: Plumb, A, et al.
Izdano: (2016)

Polyp measurement and size categorisation by CT colonography: effect of observer experience in a multi-centre setting.
od: Burling, D, et al.
Izdano: (2006)

Post-imaging colorectal cancer or interval cancer rates after CT colonography: a systematic review and meta-analysis
od: Obaro, AE, et al.
Izdano: (2018)

A balance of clinical assessment and use of diagnostic imaging: A CT colonography comparative case report
od: Justin A. Clarke, BSc (Hons), PGCert (CTC), MPM, MSc, et al.
Izdano: (2024-07-01)

CT colonography interpretation times: effect of reader experience, fatigue, and scan findings in a multi-centre setting.
od: Burling, D, et al.
Izdano: (2006)

Examining the Discrimination of Binary Scored Test Items with ROC Analysis
od: Sait Çüm
Izdano: (2021-12-01)