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pmid: 21565913
The aim of this study was to develop and validate a new method: a classification and regression tree (CART) based on easily accessible measures to predict mortality in patients with stable chronic obstructive pulmonary disease (COPD).This was a prospective study of two independent prospective cohorts: a derivation cohort with 611 recruited patients and a validation cohort with 348 patients, all followed for 5 yrs. CART analysis was used to predict 5-yr mortality risk using the following covariates from the derivation cohort: age, % predicted forced expiratory volume in 1 s (FEV1), dyspnoea, physical activity, general health and number of hospital admissions for COPD exacerbations in the previous 2 yrs.Age (≥75 or <75 yrs) provided the first branch of the COPD-CART. The highest mortality risk (0.74) was seen in patients >75 yrs of age with higher levels of dyspnoea and FEV1<50% pred. Patients with the lowest risk of 5-yr mortality (0.04) were <55 yrs of age with FEV1>35% pred and one or no recent hospitalisations for COPD exacerbations.A simple decision tree that uses variables commonly gathered by physicians can provide a quick assessment of the severity of the disease, as measured by the risk of 5-yr mortality.
Aged, 80 and over, Male, Risk, Decision Trees, Middle Aged, Motor Activity, Prognosis, Severity of Illness Index, Respiratory Function Tests, Cohort Studies, Hospitalization, Pulmonary Disease, Chronic Obstructive, Dyspnea, Disease Progression, Humans, Female, Prospective Studies, Aged
Aged, 80 and over, Male, Risk, Decision Trees, Middle Aged, Motor Activity, Prognosis, Severity of Illness Index, Respiratory Function Tests, Cohort Studies, Hospitalization, Pulmonary Disease, Chronic Obstructive, Dyspnea, Disease Progression, Humans, Female, Prospective Studies, Aged
citations This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 51 | |
popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Top 10% | |
influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Top 10% | |
impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Top 10% |