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

References

• American Cancer Society. 2021. “Colorectal Cancer Statistics|How Common Is Colorectal Cancer?”. https://www.cancer.org/cancer/colon-rectal-cancer/about/key-statistics.html.
   Google Scholar
• Arnold, Connie L., Alfred Rademaker, Dachao Liu, and Terry C. Davis. 2017. “Changes in Colorectal Cancer Screening Knowledge, Behavior, Beliefs, Self-Efficacy, and Barriers among Community Health Clinic Patients After a Health Literacy Intervention.” Journal of Community Medicine & Health Education 7: 1. doi:10.4172/2161-0711.1000497.
   Google Scholar
• Bandura, A. 1994. “Self-Efficacy.” In Encyclopedia of Human Behavior, 4: 71–81. New York: Academic Press. https://www.uky.edu/~eushe2/Bandura/BanEncy.html.
   Google Scholar
• Besharati, F., A. Karimi-Shahanjarini, S. M. M. Hazavehie, S. Bashirian, and J. Faradmal. 2018. “Predictors of Colorectal Cancer Screening Intention among Iranian Adults: An Application of the Preventive Health Model.” Journal of Preventive Medicine and Hygiene 59 (2): E159–E166.
   PubMedGoogle Scholar
• Breiman, Leo. 2001. “Random Forests.” Machine Learning 45 (1): 5–32. doi:10.1023/A:1010933404324.
   Web of Science ®Google Scholar
• Brittain, Kelly, and Virginia P. Murphy. 2015. “Sociocultural and Health Correlates Related to Colorectal Cancer Screening Adherence among Urban African Americans.” Cancer Nursing 38 (2): 118–124. doi:10.1097/NCC.0000000000000157.
   PubMed Web of Science ®Google Scholar
• Broadhead, W. E., S. H. Gehlbach, F. V. de Gruy, and B. H. Kaplan. 1988. “The Duke-UNC Functional Social Support Questionnaire. Measurement of Social Support in Family Medicine Patients.” Medical Care 26 (7): 709–723.
   PubMed Web of Science ®Google Scholar
• Carney, Patricia A., Frances Lee Lin, Solange Mongoue-Tchokote, Motomi Mori, Holden Leung, Christine Lau, T. D. Le, and David A. Lieberman. 2014. “Improving Colorectal Cancer Screening in Asian Americans: Results of a Randomized Intervention Study.” Cancer 120 (11): 1702–1712. doi:10.1002/cncr.28640.
   PubMed Web of Science ®Google Scholar
• Centola, Damon. 2011. “An Experimental Study of Homophily in the Adoption of Health Behavior.” Science (New York, N.Y.) 334 (6060): 1269–1272. doi:10.1126/science.1207055.
   PubMed Web of Science ®Google Scholar
• Costanza, Mary E., Roger Luckmann, Anne M. Stoddard, Jill S. Avrunin, Mary Jo White, Jennifer R. Stark, Lynn Clemow, and Milagros C. Rosal. 2005. “Applying a Stage Model of Behavior Change to Colon Cancer Screening.” Preventive Medicine 41 (3–4): 707–719. doi:10.1016/j.ypmed.2004.12.013.
   PubMed Web of Science ®Google Scholar
• Dominick, Gregory M., Mia A. Papas, Michelle L. Rogers, and William Rakowski. 2015. “Classification Tree Analysis to Examine Influences on Colorectal Cancer Screening.” Cancer Causes & Control: CCC 26 (3): 443–454. doi:10.1007/s10552-015-0523-6.
   PubMed Web of Science ®Google Scholar
• Doubeni, Chyke A. 2014. “The Impact of Colorectal Cancer Screening on the United States Population: Is It Time to Celebrate?” Cancer 120 (18): 2810–2813. doi:10.1002/cncr.28789.
   PubMed Web of Science ®Google Scholar
• Fielding, Alan H., and John F. Bell. 1997. “A Review of Methods for the Assessment of Prediction Errors in Conservation Presence/Absence Models.” Environmental Conservation 24 (1): 38–49. doi:10.1017/S0376892997000088.
   Web of Science ®Google Scholar
• Flatt, Jason D., Yll Agimi, and Steve M. Albert. 2012. “Homophily and Health Behavior in Social Networks of Older Adults.” Family & Community Health 35 (4): 312–321. doi:10.1097/FCH.0b013e3182666650.
   PubMed Web of Science ®Google Scholar
• Golden, Shelley D., and Jo Anne L. Earp. 2012. “Social Ecological Approaches to Individuals and Their Contexts: Twenty Years of Health Education & Behavior Health Promotion Interventions.” Health Education & Behavior 39 (3): 364–372. doi:10.1177/1090198111418634.
   PubMed Web of Science ®Google Scholar
• Honda, Keiko, and Marjorie Kagawa-Singer. 2006. “Cognitive Mediators Linking Social Support Networks to Colorectal Cancer Screening Adherence.” Journal of Behavioral Medicine 29 (5): 449–460. doi:10.1007/s10865-006-9068-1.
   PubMed Web of Science ®Google Scholar
• Issa, Iyad A, and Malak Noureddine. 2017. “Colorectal Cancer Screening: An Updated Review of the Available Options.” World Journal of Gastroenterology 23 (28): 5086–5096. doi:10.3748/wjg.v23.i28.5086.
   PubMed Web of Science ®Google Scholar
• Jackson, Christian S., Matthew Oman, Aatish M. Patel, and Kenneth J. Vega. 2016. “Health Disparities in Colorectal Cancer among Racial and Ethnic Minorities in the United States.” Journal of Gastrointestinal Oncology 7 (Suppl 1): S32–S43. doi:10.3978/j.issn.2078-6891.2015.039.
   PubMedGoogle Scholar
• Jang, Yuri, Nan Sook Park, David A. Chiriboga, Hyunwoo Yoon, Jisook Ko, Juyoung Lee, and Miyong T. Kim. 2016. “Risk Factors for Social Isolation in Older Korean Americans.” Journal of Aging and Health 28 (1): 3–18. doi:10.1177/0898264315584578.
   PubMed Web of Science ®Google Scholar
• Jimbo, Masahito, Ananda Sen, Melissa A. Plegue, Sarah T. Hawley, Karen Kelly-Blake, Mary Rapai, Minling Zhang, Yuhong Zhang, and Mack T. Ruffin. 2017. “Correlates of Patient Intent and Preference on Colorectal Cancer Screening.” American Journal of Preventive Medicine 52 (4): 443–450. doi:10.1016/j.amepre.2016.11.026.
   PubMed Web of Science ®Google Scholar
• Jo, Angela M., Annette E. Maxwell, Weng K. Wong, and Roshan Bastani. 2008. “Colorectal Cancer Screening among Underserved Korean Americans in Los Angeles County.” Journal of Immigrant and Minority Health/Center for Minority Public Health 10 (2): 119–126. doi:10.1007/s10903-007-9066-6.
   PubMed Web of Science ®Google Scholar
• Jung, Mary Y., Cheryl L. Holt, Diane Ng, Hwa J. Sim, Xiaoxiao Lu, Daisy Le, Hee-Soon Juon, Jun Li, and Sunmin Lee. 2017. “The Chinese and Korean American Immigrant Experience: A Mixed-Methods Examination of Facilitators and Barriers of Colorectal Cancer Screening.” Ethnicity & Health, February, 1–20. doi:10.1080/13557858.2017.1296559.
   Google Scholar
• Juon, Hee-Soon, Wolmi Han, Hosung Shin, Kim B. Kim, and Miyong T. Kim. 2003. “Predictors of Older Korean Americans’ Participation in Colorectal Cancer Screening.” Journal of Cancer Education: The Official Journal of the American Association for Cancer Education 18 (1): 37–42. doi:10.1207/s15430154jce1803s_3.
   PubMed Web of Science ®Google Scholar
• Kessler, R. C., G. Andrews, L. J. Colpe, E. Hiripi, D. K. Mroczek, S. L. T. Normand, E. E. Walters, and A. M. Zaslavsky. 2002. “Short Screening Scales to Monitor Population Prevalences and Trends in Non-Specific Psychological Distress.” Psychological Medicine 32 (6): 959–976.
   PubMed Web of Science ®Google Scholar
• Kim, K., E. S. Yu, E. H. Chen, J. Kim, and R. A. Brintnall. 1998. “Colorectal Cancer Screening. Knowledge and Practices among Korean Americans.” Cancer Practice 6 (3): 167–175.
   PubMedGoogle Scholar
• Kohler, Betsy A., Recinda L. Sherman, Nadia Howlader, Ahmedin Jemal, A. Blythe Ryerson, Kevin A. Henry, Francis P. Boscoe, et al. 2015. “Annual Report to the Nation on the Status of Cancer, 1975–2011, Featuring Incidence of Breast Cancer Subtypes by Race/Ethnicity, Poverty, and State.” Journal of the National Cancer Institute 107 (6): djv048. doi:10.1093/jnci/djv048.
   Google Scholar
• Lee, Shin Young. 2018. “Colorectal Cancer Screening among Korean Americans in Chicago: Does It Matter Whether They Had the Screening in Korea or the US?” Asian Pacific Journal of Cancer Prevention : APJCP 19 (5): 1387–1395. doi:10.22034/APJCP.2018.19.5.1387.
   PubMedGoogle Scholar
• Lee, Sunmin, Lu Chen, Mary Jung, Lourdes Baezconde-Garbanati, and Hee-Soon Juon. 2014. “Acculturation and Cancer Screening Among Asian Americans: Role of Health Insurance and Having a Regular Physician.” Journal of Community Health 39 (2): 201–212 12p. doi:10.1007/s10900-013-9763-0.
   PubMed Web of Science ®Google Scholar
• Lee, Hee Yun, and Hyojin Im. 2013. “Colorectal Cancer Screening among Korean American Immigrants: Unraveling the Influence of Culture.” Journal of Health Care for the Poor and Underserved 24 (2): 579–598. doi:10.1353/hpu.2013.0087.
   PubMed Web of Science ®Google Scholar
• Luszczynska, A., and R. Schwarzer. 2003. “Planning and Self-Efficacy in the Adoption and Maintenance of Breast Self-Examination: A Longitudinal Study on Self-Regulatory Cognitions.” Psychology & Health 18 (1): 93–108.
   Web of Science ®Google Scholar
• Manne, Sharon, Arnold Markowitz, Sidney Winawer, Neal J. Meropol, Daniel Haller, William Rakowski, James Babb, and Lina Jandorf. 2002. “Correlates of Colorectal Cancer Screening Compliance and Stage of Adoption among Siblings of Individuals with Early Onset Colorectal Cancer.” Health Psychology 21 (1): 3–15. doi:10.1037/0278-6133.21.1.3.
   PubMed Web of Science ®Google Scholar
• Maxwell, Annette E., Catherine M. Crespi, Cynthia M. Antonio, and Peiyun Lu. 2010. “Explaining Disparities in Colorectal Cancer Screening among Five Asian Ethnic Groups: A Population-Based Study in California.” BMC Cancer 10: 214. doi:10.1186/1471-2407-10-214.
   PubMed Web of Science ®Google Scholar
• Morris, Kasey L., and Frank M. Perna. 2018. “Decision Tree Model vs Traditional Measures to Identify Patterns of Sun-Protective Behaviors and Sun Sensitivity Associated With Sunburn.” JAMA Dermatology 154 (8): 897–902. doi:10.1001/jamadermatol.2018.1646.
   PubMed Web of Science ®Google Scholar
• Myong, Jun-Pyo, Jin-Yong Shin, and Su-Jin Kim. 2012. “Factors Associated with Participation in Colorectal Cancer Screening in Korea: The Fourth Korean National Health and Nutrition Examination Survey (KNHANES IV).” International Journal of Colorectal Disease 27 (8): 1061–1069. doi:10.1007/s00384-012-1428-4.
   PubMed Web of Science ®Google Scholar
• Oh, Kyeung, and Kathryn Jacobsen. 2014. “Colorectal Cancer Screening Among Korean Americans: A Systematic Review.” Journal of Community Health 39 (2): 193–200 8p. doi:10.1007/s10900-013-9758-x.
   PubMed Web of Science ®Google Scholar
• Pruitt, Sandi L., Tammy Leonard, Song Zhang, Mario Schootman, Ethan A. Halm, and Samir Gupta. 2014. “Physicians, Clinics, and Neighborhoods: Multiple Levels of Influence on Colorectal Cancer Screening.” Cancer Epidemiology and Prevention Biomarkers 23 (7): 1346–1355. doi:10.1158/1055-9965.EPI-13-1130.
   PubMed Web of Science ®Google Scholar
• Rogers, Charles R., Jamie A. Mitchell, Gabriel J. Franta, Margaret J. Foster, and Deirdre Shires. 2017. “Masculinity, Racism, Social Support, and Colorectal Cancer Screening Uptake Among African American Men: A Systematic Review.” American Journal of Men’s Health 11 (5): 1486–1500. doi:10.1177/1557988315611227.
   PubMed Web of Science ®Google Scholar
• Ryu, So Yeon, Catherine M. Crespi, and Annette E. Maxwell. 2014. “Colorectal Cancer among Koreans Living in South Korea Versus California: Incidence, Mortality, and Screening Rates.” Ethnicity & Health 19 (4): 406–423. doi:10.1080/13557858.2013.801404.
   PubMed Web of Science ®Google Scholar
• Sabado, Parichart, Angela Jo, Marjorie Kagawa-Singer, and Erica Juhn. 2015. “Community Collaborative for Colorectal Cancer Screening in Los Angeles Koreatown.” Journal of Health Care for the Poor and Underserved 26 (2 Suppl): 164–170. doi:10.1353/hpu.2015.0053.
   PubMed Web of Science ®Google Scholar
• Sauer, Sebastian, Jana Lemke, Winfried Zinn, Ricardo Buettner, and Niko Kohls. 2015. “Mindful in a Random Forest: Assessing the Validity of Mindfulness Items Using Random Forests Methods.” Personality and Individual Differences, Dr. Sybil Eysenck Young Researcher Award 81 (July): 117–123. doi:10.1016/j.paid.2014.09.011.
   Google Scholar
• Schwartz, M. D., C. Lerman, S. M. Miller, M. Daly, and A. Masny. 1995. “Coping Disposition, Perceived Risk, and Psychological Distress among Women at Increased Risk for Ovarian Cancer.” Health Psychology: Official Journal of the Division of Health Psychology, American Psychological Association 14 (3): 232–235.
   PubMed Web of Science ®Google Scholar
• Siegel, Rebecca L., Kimberly D. Miller, and Ahmedin Jemal. 2017. “Cancer Statistics, 2017.” CA: A Cancer Journal for Clinicians 67 (1): 7–30. doi:10.3322/caac.21387.
   PubMed Web of Science ®Google Scholar
• Song, S. Y., and Y.-K. Kim. 2018. “Theory of Virtue Ethics: Do Consumers’ Good Traits Predict Their Socially Responsible Consumption?” Journal of Business Ethics 152 (4): 1159–1175. doi:10.1007/s10551-016-3331-3.
   Web of Science ®Google Scholar
• Song, C. S., and Y.-K. Kim. 2021. “Predictors of Consumers’ Willingness to Share Personal Information with Fashion Sales Robots.” Journal of Retailing and Consumer Services 63: 102727. doi:10.1016/j.jretconser.2021.102727.
   Web of Science ®Google Scholar
• Song, Yan-yan, and Ying Lu. 2015. “Decision Tree Methods: Applications for Classification and Prediction.” Shanghai Archives of Psychiatry 27 (2): 130–135. doi:10.11919/j.issn.1002-0829.215044.
   PubMedGoogle Scholar
• Sullivan, Daniel. 2016. “Cultural Variation as Patterns of Social Orientation and Control.” Cultural-Existential Psychology: The Role of Culture in Suffering and Threat. April 2016. doi:10.1017/CBO9781316156605.005.
   Google Scholar
• Therneau, Terry, Beth Atkinson, Brian Ripley (producer of the initial R. port, and maintainer 1999-2017). 2019. Rpart: Recursive Partitioning and Regression Trees (version 4.1-15). https://CRAN.R-project.org/package=rpart.
   Google Scholar
• Tran, Mi T., Matthew B. Jeong, Vickie V. Nguyen, Michael T. Sharp, Edgar P. Yu, Filmer Yu, Elisa K. Tong, et al. 2018. “Colorectal Cancer Beliefs, Knowledge, and Screening among Filipino, Hmong, and Korean Americans.” Cancer 124 (S7): 1552–1559. doi:10.1002/cncr.31216.
   PubMedGoogle Scholar
• U.S. Department of Health and Human Services. 2021. “Healthy People 2030.” https://health.gov/healthypeople/objectives-and-data/browse-objectives/cancer/increase-proportion-adults-who-get-screened-colorectal-cancer-c-07.
   Google Scholar
• US Preventive Services Task Force. 2018. “Final Update Summary: Colorectal Cancer: Screening – US Preventive Services Task Force.” https://www.uspreventiveservicestaskforce.org/Page/Document/UpdateSummaryFinal/colorectal-cancer-screening2.
   Google Scholar
• Werk, Rachel S., Julie C. Hill, and Julia A. Graber. 2017. “Impact of Knowledge, Self-Efficacy, and Perceived Importance on Steps Taken Toward Cancer Prevention Among College Men and Women.” Journal of Cancer Education 32 (1): 148–154. doi:10.1007/s13187-016-0996-3.
   PubMed Web of Science ®Google Scholar
• Young, Belinda-Rose, Clement K. Gwede, Bria Thomas, Coralia Vázquez-Otero, Aldenise Ewing, Alicia L. Best, Claudia X. Aguado Loi, et al. 2019. “A Systematic Review of U.S.-Based Colorectal Cancer Screening Uptake Intervention Systematic Reviews: Available Evidence and Lessons Learned for Research and Practice.” Frontiers in Public Health 7 (June). doi:10.3389/fpubh.2019.00145.
   Web of Science ®Google Scholar