KCTBASE

Implications of systematic review for breast cancer prediction.

Lee, Sun-Mi; Park, Jin-Hee; Park, Han-Jong

Cancer nursing
2008Sep ; 31 ( 5 ) :E40-6.

PMID : 18772655

저자 상세정보

Lee, Sun-Mi -
Park, Jin-Hee -
Park, Han-Jong -

ABSTRACT

Highly accurate and predictive models are essential components to promote early breast cancer screening in primary care or home care settings. This study was conducted to demonstrate how the relevant variable selection process influenced the predictive performance of the model to identify individuals at high risk for breast cancer. As such, as a strategy to increase the predictive performance of the models, a systematic review of previously published articles was conducted to select important risk factors for breast cancer. Through the systematic literature review and the application of variable selection methods, 13 final risk factors were identified. Logistic regression and naive Bayes predictive modeling techniques were used. Both models had higher predictive performances than previously developed models. It is believed that the systematic literature review process contributed to the identification of relevant variables and increased the predictive performance of the models. This study also implies that the naive Bayes was equivalent to and could be preferred over logistic regression.

Breast cancer; Health screening; Logistic regression; Naive Bayes; Prediction

MESH

Adult, Bayes Theorem, Breast Neoplasms/epidemiology/*prevention & control, Female, Humans, Korea/epidemiology, Logistic Models, Mass Screening/*statistics & numerical data, Middle Aged, Models, Statistical, Risk Factors, Surveys and Questionnaires, Young Adult

링크

PubMed

주제코드

주제명(Target field)

연구대상(Population)

연구참여(Sample size)

대상성별(Gender)

질병특성(Condition Category)

연구환경(Setting)

연구설계(Study Design)

연구기간(Period)

중재방법(Intervention Type)

중재명칭(Intervention Name)

키워드(Keyword)

유효성결과(Recomendation)

Through the systematic literature review and the application of variable selection methods, 13 final risk factors were identified

연구비지원(Fund Source)

근거수준평가(Evidence Hierarchy)

출판년도(Year)

참여저자수(Authors)

대표저자

DOI

10.1097/01.NCC.0000305765.34851.e9

KCD코드

ICD 03

건강보험코드