Importance of medical data preprocessing in predictive modeling and risk factor discovery for the frailty syndrome

Interactive machine learning: experimental evidence for the human in the algorithmic loop

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Laboratory biomarkers and frailty: presentation of the FRAILOMIC initiative

(2015) Giuseppe Lippi et al.   CLINICAL CHEMISTRY AND LABORATORY MEDICINE

Frailty in the clinical scenario

(2015) Leocadio Rodriguez-Mañas et al.   LANCET

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

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(2015) Miron B. Kursa et al.   Journal of Statistical Software

mice: Multivariate Imputation by Chained Equations inR

(2015) Stef van Buuren et al.   Journal of Statistical Software

Comparison of Random Forest and Parametric Imputation Models for Imputing Missing Data Using MICE: A CALIBER Study

(2014) Anoop D. Shah et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Multidimensional Frailty Score for the Prediction of Postoperative Mortality Risk

(2014) Sun-wook Kim et al.   JAMA Surgery

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(2013) Tiffani J. Bright et al.   ANNALS OF INTERNAL MEDICINE

Diabetes Risk Factors, Diabetes Risk Algorithms, and the Prediction of Future Frailty: The Whitehall II Prospective Cohort Study

(2013) Kim Bouillon et al.   Journal of the American Medical Directors Association

Immune-endocrine biomarkers as predictors of frailty and mortality: a 10-year longitudinal study in community-dwelling older people

(2012) D. Baylis et al.   AGE

Prediction of Adverse Health Outcomes in Older People Using a Frailty Index Based on Routine Primary Care Data

(2012) I. Drubbel et al.   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

Disability-adjusted life years (DALYs) for 291 diseases and injuries in 21 regions, 1990–2010: a systematic analysis for the Global Burden of Disease Study 2010

(2012) Christopher J L Murray et al.   LANCET

The prevalence of frailty syndrome in an older population from Spain. The Toledo study for healthy aging

(2011) Francisco José Garcia-Garcia et al.   Journal of Nutrition Health & Aging

Effects of clinical decision-support systems on practitioner performance and patient outcomes: a synthesis of high-quality systematic review findings

(2011) M. W. M. Jaspers et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Predictive data mining in clinical medicine: a focus on selected methods and applications

(2011) Riccardo Bellazzi et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Frailty as a Predictor of Surgical Outcomes in Older Patients

(2010) Martin A. Makary et al.   JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS

A systematic analysis of performance measures for classification tasks

(2009) Marina Sokolova et al.   INFORMATION PROCESSING & MANAGEMENT

Comparison of 2 Frailty Indexes for Prediction of Falls, Disability, Fractures, and Death in Older Women

(2008) Kristine E. Ensrud   ARCHIVES OF INTERNAL MEDICINE

Predictive data mining in clinical medicine: Current issues and guidelines

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