Literature DB >> 35138199

Predicting adoption of colorectal cancer screening among Korean Americans using a decision tree model.

Seok Won Jin1, Christina Soyoung Song2.   

Abstract

BACKGROUND: Colorectal cancer screening (CRCS) rates remain suboptimal among Korean Americans despite recommendations from health organizations. Little is known about the mechanism underlying their CRCS adoption within complex systems. This study aimed to examine the multi-level predictors of CRCS adoption among Korean Americans using a decision tree model.
METHODS: A cross-sectional survey was performed to assess CRCS adoption and multiple levels of influence - individual (i.e. CRCS self-efficacy, CRCS attitudes, risk of colorectal cancer, psychological distress, health status), interpersonal (i.e. social support, social networks, CRCS recommendations), and organizational/community (i.e. health insurance, primary doctor, primary clinic) factors. A total of 433 Korean Americans aged 50-75 in a metropolitan area in the Southeastern U.S. completed a self-report questionnaire. To determine the important variables that predict CRCS adoption, the study generated a decision tree predictive model using R statistical software.
RESULTS: The results indicated that CRCS self-efficacy and CRCS attitudes at the individual level and CRCS recommendations and social support at the interpersonal level differentiate adopting or not adopting CRCS. Furthermore, CRCS recommendations (n = 138, 56%, prob = 0.64) and CRCS self-efficacy (n = 51, 21%, prob = 0.88) were the most powerful predictors of CRCS adoption.
CONCLUSION: The findings highlight the critical roles of CRCS recommendations from healthcare providers and family/friends and patients' confidence in performing screening-related tasks in influencing CRCS adoption among Korean Americans. Practice efforts should target individual and interpersonal characteristics when developing interventions for promoting CRCS among Korean Americans, especially who are not adherent to screening guidelines.

Entities:  

Keywords:  Colorectal cancer screening; Korean Americans; Screening adoption; decision tree model; social ecological model

Year:  2022        PMID: 35138199      PMCID: PMC9360189          DOI: 10.1080/13557858.2022.2035693

Source DB:  PubMed          Journal:  Ethn Health        ISSN: 1355-7858            Impact factor:   2.732


  40 in total

1.  Decision Tree Model vs Traditional Measures to Identify Patterns of Sun-Protective Behaviors and Sun Sensitivity Associated With Sunburn.

Authors:  Kasey L Morris; Frank M Perna
Journal:  JAMA Dermatol       Date:  2018-08-01       Impact factor: 10.282

2.  The Chinese and Korean American immigrant experience: a mixed-methods examination of facilitators and barriers of colorectal cancer screening.

Authors:  Mary Y Jung; Cheryl L Holt; Diane Ng; Hwa J Sim; Xiaoxiao Lu; Daisy Le; Hee-Soon Juon; Jun Li; Sunmin Lee
Journal:  Ethn Health       Date:  2017-02-25       Impact factor: 2.772

3.  Colorectal cancer beliefs, knowledge, and screening among Filipino, Hmong, and Korean Americans.

Authors:  Mi T Tran; Matthew B Jeong; Vickie V Nguyen; Michael T Sharp; Edgar P Yu; Filmer Yu; Elisa K Tong; Marjorie Kagawa-Singer; Charlene F Cuaresma; Angela U Sy; Janice Y Tsoh; Ginny L Gildengorin; Susan L Stewart; Tung T Nguyen
Journal:  Cancer       Date:  2018-04-01       Impact factor: 6.860

4.  Acculturation and cancer screening among Asian Americans: role of health insurance and having a regular physician.

Authors:  Sunmin Lee; Lu Chen; Mary Y Jung; Lourdes Baezconde-Garbanati; Hee-Soon Juon
Journal:  J Community Health       Date:  2014-04

5.  Classification tree analysis to examine influences on colorectal cancer screening.

Authors:  Gregory M Dominick; Mia A Papas; Michelle L Rogers; William Rakowski
Journal:  Cancer Causes Control       Date:  2015-01-20       Impact factor: 2.506

Review 6.  Colorectal cancer screening among Korean Americans: a systematic review.

Authors:  Kyeung Mi Oh; Kathryn H Jacobsen
Journal:  J Community Health       Date:  2014-04

7.  The impact of colorectal cancer screening on the US population: is it time to celebrate?

Authors:  Chyke A Doubeni
Journal:  Cancer       Date:  2014-06-03       Impact factor: 6.860

8.  Colorectal cancer screening among Korean American immigrants: unraveling the influence of culture.

Authors:  Hee Yun Lee; Hyojin Im
Journal:  J Health Care Poor Underserved       Date:  2013-05

9.  Sociocultural and health correlates related to colorectal cancer screening adherence among urban African Americans.

Authors:  Kelly Brittain; Virginia P Murphy
Journal:  Cancer Nurs       Date:  2015 Mar-Apr       Impact factor: 2.592

10.  The Duke-UNC Functional Social Support Questionnaire. Measurement of social support in family medicine patients.

Authors:  W E Broadhead; S H Gehlbach; F V de Gruy; B H Kaplan
Journal:  Med Care       Date:  1988-07       Impact factor: 2.983

View more
  1 in total

1.  Gene-Mutation-Based Algorithm for Prediction of Treatment Response in Colorectal Cancer Patients.

Authors:  Heather Johnson; Zahra El-Schich; Amjad Ali; Xuhui Zhang; Athanasios Simoulis; Anette Gjörloff Wingren; Jenny L Persson
Journal:  Cancers (Basel)       Date:  2022-04-18       Impact factor: 6.575

  1 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.