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The cure model in perinatal epidemiology
In the statistical literature, the class of survival analysis models known as cure models has received much attention in recent years. Cure models seem not, however, to be part of the statistical toolbox of perinatal epidemiologists. In this paper, we demonstrate that in perinatal epidemiological st...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7436433/ https://www.ncbi.nlm.nih.gov/pubmed/32041516 http://dx.doi.org/10.1177/0962280220904092 |
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author | Stoltenberg, Emil A Nordeng, Hedvig ME Ystrom, Eivind Samuelsen, Sven O |
author_facet | Stoltenberg, Emil A Nordeng, Hedvig ME Ystrom, Eivind Samuelsen, Sven O |
author_sort | Stoltenberg, Emil A |
collection | PubMed |
description | In the statistical literature, the class of survival analysis models known as cure models has received much attention in recent years. Cure models seem not, however, to be part of the statistical toolbox of perinatal epidemiologists. In this paper, we demonstrate that in perinatal epidemiological studies where one investigates the relation between a gestational exposure and a condition that can only be ascertained after several years, cure models may provide the correct statistical framework. The reason for this is that the hypotheses being tested often concern an unobservable outcome that, in view of the hypothesis, should be thought of as occurring at birth, even though it is only detectable much later in life. The outcome of interest can therefore be viewed as a censored binary variable. We illustrate our argument with a simple cure model analysis of the possible relation between gestational exposure to paracetamol and attention-deficit hyperactivity disorder, using data from the Norwegian Mother, Father and Child Cohort Study conducted by the Norwegian Institute of Public Health, and information about the attention-deficit hyperactivity disorder diagnoses obtained from the Norwegian Patient Registry. |
format | Online Article Text |
id | pubmed-7436433 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-74364332020-09-04 The cure model in perinatal epidemiology Stoltenberg, Emil A Nordeng, Hedvig ME Ystrom, Eivind Samuelsen, Sven O Stat Methods Med Res Articles In the statistical literature, the class of survival analysis models known as cure models has received much attention in recent years. Cure models seem not, however, to be part of the statistical toolbox of perinatal epidemiologists. In this paper, we demonstrate that in perinatal epidemiological studies where one investigates the relation between a gestational exposure and a condition that can only be ascertained after several years, cure models may provide the correct statistical framework. The reason for this is that the hypotheses being tested often concern an unobservable outcome that, in view of the hypothesis, should be thought of as occurring at birth, even though it is only detectable much later in life. The outcome of interest can therefore be viewed as a censored binary variable. We illustrate our argument with a simple cure model analysis of the possible relation between gestational exposure to paracetamol and attention-deficit hyperactivity disorder, using data from the Norwegian Mother, Father and Child Cohort Study conducted by the Norwegian Institute of Public Health, and information about the attention-deficit hyperactivity disorder diagnoses obtained from the Norwegian Patient Registry. SAGE Publications 2020-02-11 2020-10 /pmc/articles/PMC7436433/ /pubmed/32041516 http://dx.doi.org/10.1177/0962280220904092 Text en © The Author(s) 2020 https://creativecommons.org/licenses/by/4.0/ This article is distributed under the terms of the Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/) which permits any use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Articles Stoltenberg, Emil A Nordeng, Hedvig ME Ystrom, Eivind Samuelsen, Sven O The cure model in perinatal epidemiology |
title | The cure model in perinatal epidemiology |
title_full | The cure model in perinatal epidemiology |
title_fullStr | The cure model in perinatal epidemiology |
title_full_unstemmed | The cure model in perinatal epidemiology |
title_short | The cure model in perinatal epidemiology |
title_sort | cure model in perinatal epidemiology |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7436433/ https://www.ncbi.nlm.nih.gov/pubmed/32041516 http://dx.doi.org/10.1177/0962280220904092 |
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