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The STRAND Chart: A survival time control chart

The STRAND Chart (Survival Time, Risk‐Adjusted, N‐Division Chart) is a new tool for online risk‐adjusted (RA) monitoring of survival outcomes. The chart is drawn in continuous time, making it responsive to change in the process of interest, for example, performance over time of a surgical unit and t...

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Autor principal: Grigg, Olivia AJ
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6767103/
https://www.ncbi.nlm.nih.gov/pubmed/30586679
http://dx.doi.org/10.1002/sim.8065
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author Grigg, Olivia AJ
author_facet Grigg, Olivia AJ
author_sort Grigg, Olivia AJ
collection PubMed
description The STRAND Chart (Survival Time, Risk‐Adjusted, N‐Division Chart) is a new tool for online risk‐adjusted (RA) monitoring of survival outcomes. The chart is drawn in continuous time, making it responsive to change in the process of interest, for example, performance over time of a surgical unit and the procedures that they employ. Though it is difficult to achieve with charts designed for the purpose described, we show that our suggested chart keeps patient ordering intact. We discuss the difficulties maintaining patient ordering poses, making reference to other charts in the literature. Our conclusion is that the best approach to preserving patient ordering on any chart of this nature involves compromising on the fullness of presentation of the recorded data. The chart is divided into N strands, each strand relating to a benchmark patient's survival information at t (n) days following treatment, n = 1,2,…,N. We present a simple version of the chart where the strands consist of Bernoulli RA exponentially weighted moving averages, recording RA failure rates at t (n) days. It can detect recent process change and historical change. We illustrate the STRAND Chart using a well‐known UK post cardiac surgery survival dataset, where the nature of a certain cluster in the data can be seen.
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spelling pubmed-67671032019-10-01 The STRAND Chart: A survival time control chart Grigg, Olivia AJ Stat Med Research Articles The STRAND Chart (Survival Time, Risk‐Adjusted, N‐Division Chart) is a new tool for online risk‐adjusted (RA) monitoring of survival outcomes. The chart is drawn in continuous time, making it responsive to change in the process of interest, for example, performance over time of a surgical unit and the procedures that they employ. Though it is difficult to achieve with charts designed for the purpose described, we show that our suggested chart keeps patient ordering intact. We discuss the difficulties maintaining patient ordering poses, making reference to other charts in the literature. Our conclusion is that the best approach to preserving patient ordering on any chart of this nature involves compromising on the fullness of presentation of the recorded data. The chart is divided into N strands, each strand relating to a benchmark patient's survival information at t (n) days following treatment, n = 1,2,…,N. We present a simple version of the chart where the strands consist of Bernoulli RA exponentially weighted moving averages, recording RA failure rates at t (n) days. It can detect recent process change and historical change. We illustrate the STRAND Chart using a well‐known UK post cardiac surgery survival dataset, where the nature of a certain cluster in the data can be seen. John Wiley and Sons Inc. 2018-12-26 2019-04-30 /pmc/articles/PMC6767103/ /pubmed/30586679 http://dx.doi.org/10.1002/sim.8065 Text en © 2018 The Authors. Statistics in Medicine Published by John Wiley & Sons, Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Grigg, Olivia AJ
The STRAND Chart: A survival time control chart
title The STRAND Chart: A survival time control chart
title_full The STRAND Chart: A survival time control chart
title_fullStr The STRAND Chart: A survival time control chart
title_full_unstemmed The STRAND Chart: A survival time control chart
title_short The STRAND Chart: A survival time control chart
title_sort strand chart: a survival time control chart
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6767103/
https://www.ncbi.nlm.nih.gov/pubmed/30586679
http://dx.doi.org/10.1002/sim.8065
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