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Cervical cancer risk and access: Utilizing three statistical tools to assess Haitian women in South Florida

Although decreasing rates of cervical cancer in the U.S. are attributable to health policy, immigrant women, particularly Haitians, experience disproportionate disease burden related to delayed detection and treatment. However, risk prediction and dynamics of access remain largely underexplored and...

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Autores principales: Moise, Rhoda K., Balise, Raymond, Ragin, Camille, Kobetz, Erin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8259954/
https://www.ncbi.nlm.nih.gov/pubmed/34228766
http://dx.doi.org/10.1371/journal.pone.0254089
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author Moise, Rhoda K.
Balise, Raymond
Ragin, Camille
Kobetz, Erin
author_facet Moise, Rhoda K.
Balise, Raymond
Ragin, Camille
Kobetz, Erin
author_sort Moise, Rhoda K.
collection PubMed
description Although decreasing rates of cervical cancer in the U.S. are attributable to health policy, immigrant women, particularly Haitians, experience disproportionate disease burden related to delayed detection and treatment. However, risk prediction and dynamics of access remain largely underexplored and unresolved in this population. This study seeks to assess cervical cancer risk and access of unscreened Haitian women. Extracted and merged from two studies, this sample includes n = 346 at-risk Haitian women in South Florida, the largest U.S. enclave of Haitians (ages 30–65 and unscreened in the previous three years). Three approaches (logistic regression [LR]; classification and regression trees [CART]; and random forest [RF]) were employed to assess the association between screening history and sociodemographic variables. LR results indicated women who reported US citizenship (OR = 3.22, 95% CI = 1.52–6.84), access to routine care (OR = 2.11, 95%CI = 1.04–4.30), and spent more years in the US (OR = 1.01, 95%CI = 1.00–1.03) were significantly more likely to report previous screening. CART results returned an accuracy of 0.75 with a tree initially splitting on women who were not citizens, then on 43 or fewer years in the U.S., and without access to routine care. RF model identified U.S. years, citizenship, and access to routine care as variables of highest importance indicated by greatest mean decreases in Gini index. The model was .79 accurate (95% CI = 0.74–0.84). This multi-pronged analysis identifies previously undocumented barriers to health screening for Haitian women. Recent US immigrants without citizenship or perceived access to routine care may be at higher risk for disease due to barriers in accessing U.S. health-systems.
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spelling pubmed-82599542021-07-19 Cervical cancer risk and access: Utilizing three statistical tools to assess Haitian women in South Florida Moise, Rhoda K. Balise, Raymond Ragin, Camille Kobetz, Erin PLoS One Research Article Although decreasing rates of cervical cancer in the U.S. are attributable to health policy, immigrant women, particularly Haitians, experience disproportionate disease burden related to delayed detection and treatment. However, risk prediction and dynamics of access remain largely underexplored and unresolved in this population. This study seeks to assess cervical cancer risk and access of unscreened Haitian women. Extracted and merged from two studies, this sample includes n = 346 at-risk Haitian women in South Florida, the largest U.S. enclave of Haitians (ages 30–65 and unscreened in the previous three years). Three approaches (logistic regression [LR]; classification and regression trees [CART]; and random forest [RF]) were employed to assess the association between screening history and sociodemographic variables. LR results indicated women who reported US citizenship (OR = 3.22, 95% CI = 1.52–6.84), access to routine care (OR = 2.11, 95%CI = 1.04–4.30), and spent more years in the US (OR = 1.01, 95%CI = 1.00–1.03) were significantly more likely to report previous screening. CART results returned an accuracy of 0.75 with a tree initially splitting on women who were not citizens, then on 43 or fewer years in the U.S., and without access to routine care. RF model identified U.S. years, citizenship, and access to routine care as variables of highest importance indicated by greatest mean decreases in Gini index. The model was .79 accurate (95% CI = 0.74–0.84). This multi-pronged analysis identifies previously undocumented barriers to health screening for Haitian women. Recent US immigrants without citizenship or perceived access to routine care may be at higher risk for disease due to barriers in accessing U.S. health-systems. Public Library of Science 2021-07-06 /pmc/articles/PMC8259954/ /pubmed/34228766 http://dx.doi.org/10.1371/journal.pone.0254089 Text en © 2021 Moise et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Moise, Rhoda K.
Balise, Raymond
Ragin, Camille
Kobetz, Erin
Cervical cancer risk and access: Utilizing three statistical tools to assess Haitian women in South Florida
title Cervical cancer risk and access: Utilizing three statistical tools to assess Haitian women in South Florida
title_full Cervical cancer risk and access: Utilizing three statistical tools to assess Haitian women in South Florida
title_fullStr Cervical cancer risk and access: Utilizing three statistical tools to assess Haitian women in South Florida
title_full_unstemmed Cervical cancer risk and access: Utilizing three statistical tools to assess Haitian women in South Florida
title_short Cervical cancer risk and access: Utilizing three statistical tools to assess Haitian women in South Florida
title_sort cervical cancer risk and access: utilizing three statistical tools to assess haitian women in south florida
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8259954/
https://www.ncbi.nlm.nih.gov/pubmed/34228766
http://dx.doi.org/10.1371/journal.pone.0254089
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