{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T16:06:00Z","timestamp":1765209960805,"version":"3.46.0"},"reference-count":20,"publisher":"Springer Science and Business Media LLC","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,12,8]]},"DOI":"10.7759\/cureus.98720","type":"journal-article","created":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T15:59:54Z","timestamp":1765209594000},"source":"Crossref","is-referenced-by-count":0,"title":["Leveraging Healthcare Analytics to Uncover Social Determinants of Health Disparities in Congestive Heart Failure"],"prefix":"10.7759","author":[{"given":"Ifeoluwa R","family":"Solaru","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Laura","family":"Ikuma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tonya","family":"Jagneaux","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Isabelina","family":"Nahmens","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocaa143","article-title":"Social determinants of health in electronic health records and their impact on analysis and risk prediction: a systematic review","volume":"27","author":"Chen M","year":"2020","unstructured":"Chen M, Tan X, Padman R. Social determinants of health in electronic health records and their impact on analysis and risk prediction: a systematic review. J Am Med Inform Assoc. 2020, 27:1764-73. 10.1093\/jamia\/ocaa143","journal-title":"J Am Med Inform Assoc"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1186\/s12875-021-01598-3","article-title":"Evaluation of a social determinants of health screening questionnaire and workflow pilot within an adult ambulatory clinic","volume":"22","author":"Berkowitz RL","year":"2021","unstructured":"Berkowitz RL, Bui L, Shen Z, et al.. Evaluation of a social determinants of health screening questionnaire and workflow pilot within an adult ambulatory clinic. BMC Fam Pract. 2021, 22:256. 10.1186\/s12875-021-01598-3","journal-title":"BMC Fam Pract"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1097\/PHH.0000000000001803","article-title":"A missed opportunity: reimbursing social determinants of health screenings and interventions in emergency departments","volume":"30","author":"Rehman T","year":"2024","unstructured":"Rehman T, Wiler J. A missed opportunity: reimbursing social determinants of health screenings and interventions in emergency departments. J Public Health Manag Pract. 2024, 30:8-11. 10.1097\/PHH.0000000000001803","journal-title":"J Public Health Manag Pract"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1161\/CIR.0000000000000767","article-title":"Addressing social determinants of health in the care of patients with heart failure: a scientific statement from the American Heart Association","volume":"141","author":"White-Williams C","year":"2020","unstructured":"White-Williams C, Rossi LP, Bittner VA, et al.. Addressing social determinants of health in the care of patients with heart failure: a scientific statement from the American Heart Association. Circulation. 2020, 141:e841-63. 10.1161\/CIR.0000000000000767","journal-title":"Circulation"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1111\/jan.16011","article-title":"Effects of a collaborative health management model on people\u00a0with congestive heart failure: a systematic review and meta-analysis","volume":"80","author":"Chen CW","year":"2024","unstructured":"Chen CW, Lee MC, Wu SV. Effects of a collaborative health management model on people\u00a0with congestive heart failure: a systematic review and meta-analysis. J Adv Nurs. 2024, 80:2290-307. 10.1111\/jan.16011","journal-title":"J Adv Nurs"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajmo.2023.100047","article-title":"Social determinants of health in women with heart failure: prospective observational cohort study","volume":"10","author":"Lee DH","year":"2023","unstructured":"Lee DH, Patel V, Mencer N, et al.. Social determinants of health in women with heart failure: prospective observational cohort study. Am J Med Open. 2023, 10:100047. 10.1016\/j.ajmo.2023.100047","journal-title":"Am J Med Open"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s10389-023-01825-4","article-title":"Association of socioeconomic status with cardiovascular disease and cardiovascular risk factors: a systematic review and meta-analysis","author":"Wang T","year":"2023","unstructured":"Wang T, Li Y, Zheng X. Association of socioeconomic status with cardiovascular disease and cardiovascular risk factors: a systematic review and meta-analysis. Z Gesundh Wiss. 2023, 1-15. 10.1007\/s10389-023-01825-4","journal-title":"Z Gesundh Wiss"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.34133\/2021\/9759016","article-title":"Social and behavioral determinants of health in the era of artificial intelligence with electronic health records: a scoping review","volume":"2021","author":"Bompelli A","year":"2021","unstructured":"Bompelli A, Wang Y, Wan R, et al.. Social and behavioral determinants of health in the era of artificial intelligence with electronic health records: a scoping review. Health Data Sci. 2021, 2021:9759016. 10.34133\/2021\/9759016","journal-title":"Health Data Sci"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.21872\/2024IISE_6143","article-title":"The use of text mining to identify trends and relationships between social determinants of health and congestive heart failure","author":"Solaru I","year":"2024","unstructured":"Solaru I, Ikuma L. The use of text mining to identify trends and relationships between social determinants of health and congestive heart failure. Proc IISE Annu Conf Expo. 2024, 10.21872\/2024IISE_6143","journal-title":"Proc IISE Annu Conf Expo"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1177\/1098214011426594","article-title":"The chi-square test: often used and more often misinterpreted","volume":"33","author":"Franke TM","year":"2011","unstructured":"Franke TM, Ho T, Christie CA. The chi-square test: often used and more often misinterpreted. Am J Eval. 2011, 33: 448-58. 10.1177\/1098214011426594","journal-title":"Am J Eval"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.4324\/9780203771587","article-title":"Statistical Power Analysis for the Behavioral Sciences","author":"Cohen J","year":"2013","unstructured":"Cohen J. Statistical Power Analysis for the Behavioral Sciences. Taylor and Francis, New Jersey; 2013. 10.4324\/9780203771587"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2019.05.028","article-title":"A comparison of random forest variable selection methods for classification prediction modeling","volume":"134","author":"Speiser JL","year":"2019","unstructured":"Speiser JL, Miller ME, Tooze J, Ip E. A comparison of random forest variable selection methods for classification prediction modeling. Expert Syst Appl. 2019, 134:93-101. 10.1016\/j.eswa.2019.05.028","journal-title":"Expert Syst Appl"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ICCSDET.2018.8821235","article-title":"Chronic diseases diagnosis using machine learning","author":"Ganiger S","year":"2018","unstructured":"Ganiger S, Rajashekharaiah KM. Chronic diseases diagnosis using machine learning. IEEE. 2018, 1-6. 10.1109\/ICCSDET.2018.8821235","journal-title":"IEEE"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.62527\/joiv.8.3.2283","article-title":"Addressing class imbalance of health data: a systematic literature review on modified synthetic minority oversampling technique (SMOTE) strategies","volume":"8","author":"Hairani","year":"2024","unstructured":"Hairani, H., Widiyaningtyas, T., & Prasetya, D. D.. Addressing class imbalance of health data: a systematic literature review on modified synthetic minority oversampling technique (SMOTE) strategies. Int J Inform Visualization. 2024, 8:1510-1. 10.62527\/joiv.8.3.2283","journal-title":"Int J Inform Visualization"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1002\/ejhf.1858","article-title":"Epidemiology of heart failure","volume":"22","author":"Groenewegen A","year":"2020","unstructured":"Groenewegen A, Rutten FH, Mosterd A, Hoes AW. Epidemiology of heart failure. Eur J Heart Fail. 2020, 22:1342-56. 10.1002\/ejhf.1858","journal-title":"Eur J Heart Fail"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1002\/ehf2.12005","article-title":"Heart failure: preventing disease and death worldwide","volume":"1","author":"Ponikowski P","year":"2014","unstructured":"Ponikowski P, Anker SD, AlHabib KF, et al.. Heart failure: preventing disease and death worldwide. ESC Heart Fail. 2014, 1:4-25. 10.1002\/ehf2.12005","journal-title":"ESC Heart Fail"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1089\/jpm.2012.0510","article-title":"Trajectory of illness for patients with congestive heart failure","volume":"16","author":"Kheirbek RE","year":"2013","unstructured":"Kheirbek RE, Alemi F, Citron BA, Afaq MA, Wu H, Fletcher RD. Trajectory of illness for patients with congestive heart failure. J Palliat Med. 2013, 16:478-84. 10.1089\/jpm.2012.0510","journal-title":"J Palliat Med"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1038\/nature06798","article-title":"Tackling heart failure in the twenty-first century","volume":"451","author":"Mudd JO","year":"2008","unstructured":"Mudd JO, Kass DA. Tackling heart failure in the twenty-first century. Nature. 2008, 451:919-28. 10.1038\/nature06798","journal-title":"Nature"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2013.00384","article-title":"Social support, depression, and heart disease: a ten year literature review","volume":"4","author":"Compare A","year":"2013","unstructured":"Compare A, Zarbo C, Manzoni GM, et al.. Social support, depression, and heart disease: a ten year literature review. Front Psychol. 2013, 4:384. 10.3389\/fpsyg.2013.00384","journal-title":"Front Psychol"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1161\/CIR.0000000000000950","article-title":"Heart disease and stroke statistics-2021 update: a report from the American Heart Association","volume":"143","author":"Virani SS","year":"2021","unstructured":"Virani SS, Alonso A, Aparicio HJ, et al.. Heart disease and stroke statistics-2021 update: a report from the American Heart Association. Circulation. 2021, 143:e254-743. 10.1161\/CIR.0000000000000950","journal-title":"Circulation"}],"container-title":["Cureus"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.cureus.com\/articles\/423191-leveraging-healthcare-analytics-to-uncover-social-determinants-of-health-disparities-in-congestive-heart-failure","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T15:59:55Z","timestamp":1765209595000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.cureus.com\/articles\/423191-leveraging-healthcare-analytics-to-uncover-social-determinants-of-health-disparities-in-congestive-heart-failure"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,8]]},"references-count":20,"URL":"https:\/\/doi.org\/10.7759\/cureus.98720","relation":{},"ISSN":["2168-8184"],"issn-type":[{"value":"2168-8184","type":"print"}],"subject":[],"published":{"date-parts":[[2025,12,8]]}}}