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Associations Between Family Member Involvement and Outcomes of Patients Admitted to the Intensive Care Unit: Retrospective Cohort Study
BACKGROUND: Little is known about family member involvement, by relationship status, for patients treated in the intensive care unit (ICU). OBJECTIVE: Using documentation of family interactions in clinical notes, we examined associations between child and spousal involvement and ICU patient outcomes...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9244649/ https://www.ncbi.nlm.nih.gov/pubmed/35704362 http://dx.doi.org/10.2196/33921 |
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author | Gray, Tamryn F Kwok, Anne Do, Khuyen M Zeng, Sandra Moseley, Edward T Dbeis, Yasser M Umeton, Renato Tulsky, James A El-Jawahri, Areej Lindvall, Charlotta |
author_facet | Gray, Tamryn F Kwok, Anne Do, Khuyen M Zeng, Sandra Moseley, Edward T Dbeis, Yasser M Umeton, Renato Tulsky, James A El-Jawahri, Areej Lindvall, Charlotta |
author_sort | Gray, Tamryn F |
collection | PubMed |
description | BACKGROUND: Little is known about family member involvement, by relationship status, for patients treated in the intensive care unit (ICU). OBJECTIVE: Using documentation of family interactions in clinical notes, we examined associations between child and spousal involvement and ICU patient outcomes, including goals of care conversations (GOCCs), limitations in life-sustaining therapy (LLST), and 3-month mortality. METHODS: Using a retrospective cohort design, the study included a total of 858 adult patients treated between 2008 and 2012 in the medical ICU at a tertiary care center in northeastern United States. Clinical notes generated within the first 48 hours of admission to the ICU were used with standard machine learning methods to predict patient outcomes. We used natural language processing methods to identify family-related documentation and abstracted sociodemographic and clinical characteristics of the patients from the medical record. RESULTS: Most of the 858 patients were White (n=650, 75.8%); 437 (50.9%) were male, 479 (55.8%) were married, and the median age was 68.4 (IQR 56.5-79.4) years. Most patients had documented GOCC (n=651, 75.9%). In adjusted regression analyses, child involvement (odds ratio [OR] 0.81; 95% CI 0.49-1.34; P=.41) and child plus spouse involvement (OR 1.28; 95% CI 0.8-2.03; P=.3) were not associated with GOCCs compared to spouse involvement. Child involvement was not associated with LLST when compared to spouse involvement (OR 1.49; 95% CI 0.89-2.52; P=.13). However, child plus spouse involvement was associated with LLST (OR 1.6; 95% CI 1.02-2.52; P=.04). Compared to spouse involvement, there were no significant differences in the 3-month mortality by family member type, including child plus spouse involvement (OR 1.38; 95% CI 0.91-2.09; P=.13) and child involvement (OR 1.47; 95% CI 0.9-2.41; P=.12). CONCLUSIONS: Our findings demonstrate that statistical models derived from text analysis in the first 48 hours of ICU admission can predict patient outcomes. Early child plus spouse involvement was associated with LLST, suggesting that decisions about LLST were more likely to occur when the child and spouse were both involved compared to the involvement of only the spouse. More research is needed to further understand the involvement of different family members in ICU care and its association with patient outcomes. |
format | Online Article Text |
id | pubmed-9244649 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-92446492022-07-01 Associations Between Family Member Involvement and Outcomes of Patients Admitted to the Intensive Care Unit: Retrospective Cohort Study Gray, Tamryn F Kwok, Anne Do, Khuyen M Zeng, Sandra Moseley, Edward T Dbeis, Yasser M Umeton, Renato Tulsky, James A El-Jawahri, Areej Lindvall, Charlotta JMIR Med Inform Original Paper BACKGROUND: Little is known about family member involvement, by relationship status, for patients treated in the intensive care unit (ICU). OBJECTIVE: Using documentation of family interactions in clinical notes, we examined associations between child and spousal involvement and ICU patient outcomes, including goals of care conversations (GOCCs), limitations in life-sustaining therapy (LLST), and 3-month mortality. METHODS: Using a retrospective cohort design, the study included a total of 858 adult patients treated between 2008 and 2012 in the medical ICU at a tertiary care center in northeastern United States. Clinical notes generated within the first 48 hours of admission to the ICU were used with standard machine learning methods to predict patient outcomes. We used natural language processing methods to identify family-related documentation and abstracted sociodemographic and clinical characteristics of the patients from the medical record. RESULTS: Most of the 858 patients were White (n=650, 75.8%); 437 (50.9%) were male, 479 (55.8%) were married, and the median age was 68.4 (IQR 56.5-79.4) years. Most patients had documented GOCC (n=651, 75.9%). In adjusted regression analyses, child involvement (odds ratio [OR] 0.81; 95% CI 0.49-1.34; P=.41) and child plus spouse involvement (OR 1.28; 95% CI 0.8-2.03; P=.3) were not associated with GOCCs compared to spouse involvement. Child involvement was not associated with LLST when compared to spouse involvement (OR 1.49; 95% CI 0.89-2.52; P=.13). However, child plus spouse involvement was associated with LLST (OR 1.6; 95% CI 1.02-2.52; P=.04). Compared to spouse involvement, there were no significant differences in the 3-month mortality by family member type, including child plus spouse involvement (OR 1.38; 95% CI 0.91-2.09; P=.13) and child involvement (OR 1.47; 95% CI 0.9-2.41; P=.12). CONCLUSIONS: Our findings demonstrate that statistical models derived from text analysis in the first 48 hours of ICU admission can predict patient outcomes. Early child plus spouse involvement was associated with LLST, suggesting that decisions about LLST were more likely to occur when the child and spouse were both involved compared to the involvement of only the spouse. More research is needed to further understand the involvement of different family members in ICU care and its association with patient outcomes. JMIR Publications 2022-06-15 /pmc/articles/PMC9244649/ /pubmed/35704362 http://dx.doi.org/10.2196/33921 Text en ©Tamryn F Gray, Anne Kwok, Khuyen M Do, Sandra Zeng, Edward T Moseley, Yasser M Dbeis, Renato Umeton, James A Tulsky, Areej El-Jawahri, Charlotta Lindvall. Originally published in JMIR Medical Informatics (https://medinform.jmir.org), 15.06.2022. 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 work, first published in JMIR Medical Informatics, is properly cited. The complete bibliographic information, a link to the original publication on https://medinform.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Gray, Tamryn F Kwok, Anne Do, Khuyen M Zeng, Sandra Moseley, Edward T Dbeis, Yasser M Umeton, Renato Tulsky, James A El-Jawahri, Areej Lindvall, Charlotta Associations Between Family Member Involvement and Outcomes of Patients Admitted to the Intensive Care Unit: Retrospective Cohort Study |
title | Associations Between Family Member Involvement and Outcomes of Patients Admitted to the Intensive Care Unit: Retrospective Cohort Study |
title_full | Associations Between Family Member Involvement and Outcomes of Patients Admitted to the Intensive Care Unit: Retrospective Cohort Study |
title_fullStr | Associations Between Family Member Involvement and Outcomes of Patients Admitted to the Intensive Care Unit: Retrospective Cohort Study |
title_full_unstemmed | Associations Between Family Member Involvement and Outcomes of Patients Admitted to the Intensive Care Unit: Retrospective Cohort Study |
title_short | Associations Between Family Member Involvement and Outcomes of Patients Admitted to the Intensive Care Unit: Retrospective Cohort Study |
title_sort | associations between family member involvement and outcomes of patients admitted to the intensive care unit: retrospective cohort study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9244649/ https://www.ncbi.nlm.nih.gov/pubmed/35704362 http://dx.doi.org/10.2196/33921 |
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