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题名Exploring the sources of ‘missingness’ in brain tissue monitoring datasets: An observational cohort study
作者
发表日期2011
发表期刊Brain Injury
ISSN/eISSN0269-9052
卷号25期号:12页码:1163-1169
摘要

Objective: To investigate the frequency/category of missing electronic data in export files from patients admitted to the intensive care unit (ICU) with severe traumatic brain injury (TBI).

Research design: Observational cohort study.

Methodology: Patient data-streams for brain temperature (Tbr) and intracranial pressure (ICP) were analysed. Missing data was classified as: missing completely at random (MCAR), missing at random (MAR), missing not at random (MNAR).

Results: Sixty-two patients were studied; 60% of missing Tbr and ICP data events were attributed to electronic data acquisition ‘faults’. Missing data rate ranged from 9–43% (median 25%). Cross-reference of missing data to clinical observation sheets and medical case notes shows that disconnection of sensors from monitors during critical events are common.

Conclusions and implications for further research: Of concern for clinical management of patients with TBI is the detection of sudden changes in ICP or brain temperature; the parameters which forewarn of impending intracranial catastrophes. Missing data occurred at critical times of the patients stay in the ICU. This work should alert research clinicians of the need to scrutinize monitored physiological data to establish the percentage of missing values in order to obviate bias in the interpretation of results.

关键词Traumatic brain injury, brain temperature, missing data, categories
DOI10.3109/02699052.2011.607791
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收录类别SCIE ; SSCI
语种英语English
WOS研究方向Neurosciences & Neurology ; Rehabilitation
WOS类目Neurosciences ; Rehabilitation
WOS记录号WOS:000295615200003
引用统计
被引频次:2[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/5786
专题个人在本单位外知识产出
作者单位
1.Yong Loo Lin School of Medicine, National University of Singapore, Singapore
2.School of Medicine, University of Manchester, Manchester, United Kingdom
3.School of Mathematics, University of Manchester, Manchester, UK
推荐引用方式
GB/T 7714
Childs, Charmaine,Ng, Angela Liching,Liu, Kunet al. Exploring the sources of ‘missingness’ in brain tissue monitoring datasets: An observational cohort study[J]. Brain Injury, 2011, 25(12): 1163-1169.
APA Childs, Charmaine, Ng, Angela Liching, Liu, Kun, & Pan, Jianxin. (2011). Exploring the sources of ‘missingness’ in brain tissue monitoring datasets: An observational cohort study. Brain Injury, 25(12), 1163-1169.
MLA Childs, Charmaine,et al."Exploring the sources of ‘missingness’ in brain tissue monitoring datasets: An observational cohort study". Brain Injury 25.12(2011): 1163-1169.
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