Journal article
Open-access MIMIC-II database for intensive care research
- Abstract:
- The critical state of intensive care unit (ICU) patients demands close monitoring, and as a result a large volume of multi-parameter data is collected continuously. This represents a unique opportunity for researchers interested in clinical data mining. We sought to foster a more transparent and efficient intensive care research community by building a publicly available ICU database, namely Multiparameter Intelligent Monitoring in Intensive Care II (MIMIC-II). The data harnessed in MIMIC-II were collected from the ICUs of Beth Israel Deaconess Medical Center from 2001 to 2008 and represent 26,870 adult hospital admissions (version 2.6). MIMIC-II consists of two major components: clinical data and physiological waveforms. The clinical data, which include patient demographics, intravenous medication drip rates, and laboratory test results, were organized into a relational database. The physiological waveforms, including 125 Hz signals recorded at bedside and corresponding vital signs, were stored in an open-source format. MIMIC-II data were also deidentified in order to remove protected health information. Any interested researcher can gain access to MIMIC-II free of charge after signing a data use agreement and completing human subjects training. MIMIC-II can support a wide variety of research studies, ranging from the development of clinical decision support algorithms to retrospective clinical studies. We anticipate that MIMIC-II will be an invaluable resource for intensive care research by stimulating fair comparisons among different studies. © 2011 IEEE.
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- Publisher copy:
- 10.1109/IEMBS.2011.6092050
Authors
- Journal:
- Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS More from this journal
- Pages:
- 8315-8318
- Publication date:
- 2011-01-01
- DOI:
- ISSN:
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1557-170X
- Language:
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English
- Pubs id:
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pubs:324322
- UUID:
-
uuid:4ec0d7c2-61df-49a2-8141-991417a7013c
- Local pid:
-
pubs:324322
- Source identifiers:
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324322
- Deposit date:
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2013-11-17
- ARK identifier:
Terms of use
- Copyright date:
- 2011
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