TY  - JOUR
AU  - Garcia-Montemayor, Victoria
AU  - Martin-Malo, Alejandro
AU  - Barbieri, Carlo
AU  - Bellocchio, Francesco
AU  - Soriano, Sagrario
AU  - Pendon-Ruiz de Mier, Victoria
AU  - Molina, Ignacio R.
AU  - Aljama, Pedro
AU  - Rodriguez, Mariano
PY  - 2021
DO  - 10.1093/ckj/sfaa126
SN  - 2048-8505
UR  - http://hdl.handle.net/10668/3778
T2  - Clinical Kidney Journal
AB  - Background. Besides the classic logistic regression analysis, non-parametric methods based on machine learning techniques such as random forest are presently used to generate predictive models. The aim of this study was to evaluate random forest...
LA  - en
PB  - Oxford University Press on behalf of ERA-EDTA
KW  - Haemodialysis
KW  - Machine learning
KW  - Mortality
KW  - Predictive models
KW  - Random forest
KW  - Diálisis renal
KW  - Aprendizaje automático
KW  - Mortalidad
KW  - Predicción
KW  - Medical Subject Headings::Organisms::Eukaryota::Animals::Chordata::Vertebrates::Mammals::Primates::Haplorhini::Catarrhini::Hominidae::Humans
KW  - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Models, Theoretical::Models, Statistical::Logistic Models
KW  - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Statistics as Topic::Area Under Curve
KW  - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Therapeutics::Renal Replacement Therapy::Renal Dialysis
KW  - Medical Subject Headings::Health Care::Health Care Quality, Access, and Evaluation::Quality of Health Care::Epidemiologic Factors::Comorbidity
KW  - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Data Collection::Vital Statistics::Mortality
KW  - Medical Subject Headings::Anatomy::Urogenital System::Urinary Tract::Kidney
KW  - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Therapeutics::Renal Replacement Therapy::Renal Dialysis
KW  - Medical Subject Headings::Anthropology, Education, Sociology and Social Phenomena::Social Sciences::Forecasting
TI  - Predicting mortality in hemodialysis patients using machine learning analysis
TY  - research article
ER  -