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Accepted (AM)Open Access (License Unspecified), Open
Conference proceeding
Activity Recognition for Medical Teamwork Based on Passive RFID
2016 IEEE International Conference on RFID (RFID), v 2016
May 2016
PMID: 30370332
Featured in Collection : UN Sustainable Development Goals @ Drexel
Abstract
We describe a novel and practical activity recognition system for dynamic and complex medical settings using only passive RFID technology. Our activity recognition approach is based on the use of objects that are specific for a given activity. The object-use status is detected from RFID data and the activities are predicted from the statuses of use of different objects. We tagged 10 objects in a trauma room of an emergency department and recorded RFID data for 10 actual trauma resuscitations. More than 20,000 seconds of data were collected and used for analysis. The system achieved a 96% overall accuracy with a 0.74F-score for detecting use of 10 common resuscitation objects and 95% accuracy with a 0.30 F Score for activity recognition of 10 medical activities.
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Details
- Title
- Activity Recognition for Medical Teamwork Based on Passive RFID
- Creators
- Xinyu Li - Rutgers University, Medical Center, Piscataway, NJ, USADongyang Yao - Rutgers University, Medical Center, Piscataway, NJ, USAXuechao Pan - Rutgers University, Medical Center, Piscataway, NJ, USAJonathan Johannaman - Rutgers University, Medical Center, Piscataway, NJ, USAJaeWon Yang - Children’s National Medical Center, Washington, DC, USARachel Webman - Children’s National Medical Center, Washington, DC, USAAleksandra Sarcevic - Drexel University, Philadelphia, PA, USAIvan Marsic - Rutgers University, Medical Center, Piscataway, NJ, USARandall S Burd - Children’s National Medical Center, Washington, DC, USA
- Publication Details
- 2016 IEEE International Conference on RFID (RFID), v 2016
- Conference
- IEEE International Conference on RFID (Orlando, Florida, United States, 03 May 2016–05 May 2016)
- Event
- 03-05 May 2016
- Series
- IEEE International Conference on RFID (RFID)
- Publisher
- The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
- Resource Type
- Conference proceeding
- Language
- English
- Academic Unit
- Information Science
- Web of Science ID
- WOS:000382814700006
- Scopus ID
- 2-s2.0-84978718668
- Other Identifier
- 1467388076; 9781467388078; 991014878634804721
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- Collaboration types
- Domestic collaboration
- Web of Science research areas
- Engineering, Electrical & Electronic