02730nam 22006135 450 991079948700332120240702112955.09783031471940303147194610.1007/978-3-031-47194-0(CKB)29551225900041(MiAaPQ)EBC31060364(Au-PeEL)EBL31060364(DE-He213)978-3-031-47194-0(OCoLC)1417196090(EXLCZ)992955122590004120240108d2024 u| 0engur|||||||||||txtrdacontentcrdamediacrrdacarrierThe 2x2 Matrix Contingency, Confusion and the Metrics of Binary Classification /by A. J. Larner2nd ed. 2024.Cham :Springer International Publishing :Imprint: Springer,2024.1 online resource (262 pages)9783031471933 Introduction -- Paired measures -- Paired complementary measures -- Unitary measures -- Number needed (reciprocal) measures and their combinations as likelihoods -- Quality (Q) measures -- Graphing methods -- Other measures, other tables -- Classification of metrics of binary classification.This book describes, extends, and illustrates the metrics of binary classification through worked examples. Worked examples based on pragmatic test accuracy study data are used in chapters to illustrate relevance to day-to-day clinical practice. Readers will gain an understanding of sensitivity and specificity and predictive values along with many other parameters. The contents are highly structured, and the use of worked examples facilitates understanding and interpretation. This book is a resource for clinicians in any discipline who are involved in the performance or assessment of test accuracy studies and professionals in the disciplines of machine learning or informatics wishing to gain insight into clinical applications of 2x2 tables.BiometryNeurologyMedical informaticsMachine learningBiostatisticsNeurologyHealth InformaticsMachine LearningBiometry.Neurology.Medical informatics.Machine learning.Biostatistics.Neurology.Health Informatics.Machine Learning.570.15195Larner A. J782674MiAaPQMiAaPQMiAaPQBOOK9910799487003321The 2x2 Matrix2584186UNINA