Cargando…

Latent class regression improves the predictive acuity and clinical utility of survival prognostication amongst chronic heart failure patients

The present study aimed to compare the predictive acuity of latent class regression (LCR) modelling with: standard generalised linear modelling (GLM); and GLMs that include the membership of subgroups/classes (identified through prior latent class analysis; LCA) as alternative or additional candidat...

Descripción completa

Detalles Bibliográficos
Autores principales:	Mbotwa, John L., de Kamps, Marc, Baxter, Paul D., Ellison, George T. H., Gilthorpe, Mark S.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Public Library of Science 2021
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8104399/ https://www.ncbi.nlm.nih.gov/pubmed/33961630 http://dx.doi.org/10.1371/journal.pone.0243674

Ejemplares similares

Reflection on modern methods: generalized linear models for prognosis and intervention—theory, practice and implications for machine learning
por: Arnold, Kellyn F, et al.
Publicado: (2020)

Patterns of beverage purchases amongst British households: A latent class analysis
por: Berger, Nicolas, et al.
Publicado: (2020)

Multilevel latent class casemix modelling: a novel approach to accommodate patient casemix
por: Gilthorpe, Mark S, et al.
Publicado: (2011)

A Comparison of Different Approaches to Unravel the Latent Structure within Metabolic Syndrome
por: Woolston, Andrew, et al.
Publicado: (2012)

MULTIDIMENSIONALLY HETEROGENEOUS HEALTH LATENT CLASSES AND HEALTHCARE UTILIZATION FOR OLDER CHINESE
por: Ye, Linglong, et al.
Publicado: (2019)

Examination of Behavioural Patterns of Psychological Distress and Evaluation of Related Factors: A latent class regression
por: Sangsefidi, Negar, et al.
Publicado: (2023)

A Personalized BEST: Characterization of Latent Clinical Classes of Nonischemic Heart Failure That Predict Outcomes and Response to Bucindolol
por: Kao, David P., et al.
Publicado: (2012)

Phenotyping of Elderly Patients With Heart Failure Focused on Noncardiac Conditions: A Latent Class Analysis From a Multicenter Registry of Patients Hospitalized With Heart Failure
por: Nakamaru, Ryo, et al.
Publicado: (2023)

Factors Affecting Minor Psychiatric Disorder in Southern Iranian Nurses: A Latent Class Regression Analysis
por: Jamali, Jamshid, et al.
Publicado: (2015)

Latent class distributional regression for the estimation of non-linear reference limits from contaminated data sources
por: Hepp, Tobias, et al.
Publicado: (2020)

Eating disorder behaviours amongst adolescents: investigating classification, persistence and prospective associations with adverse outcomes using latent class models
por: Micali, Nadia, et al.
Publicado: (2016)

Survival Analysis of Patients with Heart Failure: Implications of Time-Varying Regression Effects in Modeling Mortality
por: Giolo, Suely Ruiz, et al.
Publicado: (2012)

A New Measurement Equivalence Technique Based on Latent Class Regression as Compared with Multiple Indicators Multiple Causes
por: Jamali, Jamshid, et al.
Publicado: (2016)

Implementation of trauma-informed care and trauma-responsive services in clinical settings: a latent class regression analysis
por: Anderson, Katherine M., et al.
Publicado: (2023)

Information trust and COVID-19 vaccine hesitancy amongst middle-aged and older adults in Singapore: A latent class analysis Approach
por: Tan, Micah, et al.
Publicado: (2022)

Reduced olfactory acuity in recently flightless insects suggests rapid regressive evolution
por: Neupert, Stefanie, et al.
Publicado: (2022)

Factors predicting regression of visual acuity following successful treatment of anisometropic amblyopia
por: Jia, Yu, et al.
Publicado: (2022)

1842676957299765Latent class cluster analysis to understand heterogeneity in prostate cancer treatment utilities
por: Meghani, Salimah H, et al.
Publicado: (2009)

Applied latent class analysis
por: Hagenaars, Jacques A, et al.
Publicado: (2002)

Applied latent class analysis /
Publicado: (2002)

Multimethod latent class analysis
por: Nussbeck, Fridtjof W., et al.
Publicado: (2015)

Diagnostic value of patterns of symptoms and signs of heart failure: application of latent class analysis with concomitant variables in a cross-sectional study
por: Severo, Milton, et al.
Publicado: (2012)

Multidimensional Approach of Heart Failure Diagnosis and Prognostication Utilizing Cardiac Imaging with Biomarkers
por: Kim, In-Cheol, et al.
Publicado: (2022)

Identified or conflicted: a latent class and regression tree analysis explaining how identity constructs cluster within smokers
por: Meijer, E., et al.
Publicado: (2022)

Prognostic role of NYHA class in heart failure patients undergoing primary prevention ICD therapy
por: Briongos‐Figuero, Sem, et al.
Publicado: (2019)

Correction to: Reduced olfactory acuity in recently flightless insects suggests rapid regressive evolution
por: Neupert, Stefanie, et al.
Publicado: (2022)

Integrating latent classes in the Bayesian shared parameter joint model of longitudinal and survival outcomes
por: Andrinopoulou, Eleni-Rosalina, et al.
Publicado: (2020)

Mode of presentation and mortality amongst patients hospitalized with heart failure? A report from the First Euro Heart Failure Survey
por: Shoaib, Ahmad, et al.
Publicado: (2018)

Latent Class Analysis of Survey Error
por: Biemer, Paul P
Publicado: (2010)

Latent class analysis of IPOs in the Nordics
por: Bask, Mikael, et al.
Publicado: (2021)

Deciding on the Starting Number of Classes of a Latent Class Tree
por: van den Bergh, Mattis, et al.
Publicado: (2018)

Prospective development and validation of a model to predict heart failure hospitalisation
por: Cubbon, R M, et al.
Publicado: (2014)

Prognostic utility of B-type natriuretic peptides in patients with heart failure and renal dysfunction
por: Waldum, Bård, et al.
Publicado: (2013)

Health Care Utilization Behaviors Predict Disengagement From HIV Care: A Latent Class Analysis
por: Okeke, Nwora Lance, et al.
Publicado: (2018)

Latent class profile of psychiatric symptoms and treatment utilization in a sample of patients with co-occurring disorders
por: Villalobos-Gallegos, Luis, et al.
Publicado: (2017)

Inequity in the healthcare utilization among latent classes of elderly people with chronic diseases and decomposition analysis in China
por: Zhao, Jie, et al.
Publicado: (2022)

Distinct healthcare utilization profiles of high healthcare use tuberculosis survivors: A latent class analysis
por: Romanowski, Kamila, et al.
Publicado: (2023)

Latent Class and Latent Transition Analysis: With Applications in the Social, Behavioral, and Health Sciences
por: Collins, Linda M, et al.
Publicado: (2010)

The effect of smoking on latent hazard classes of metabolic syndrome using latent class causal analysis method in the Iranian population
por: Khodamoradi, Farzad, et al.
Publicado: (2023)

Clusters of the Risk Markers and the Pattern of Premature Coronary Heart Disease: An Application of the Latent Class Analysis
por: Jahangiry, Leila, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_97jh9mb5bks50hqqv8krid2lm8