Identifying drug (cocaine) intake events from acute physiological response in the presence of free-living physical activity

IPSN 2014 - Proceedings of the 13th International Symposium on Information Processing in Sensor Networks (Part of CPS Week)

Volumn , Issue , 2014, Pages 71-82

  Hossain, Syed Monowar ^a   Ali, Amin Ahsan ^a   Rahman, Md Mahbubur ^a   Ertin, Emre ^b   Epstein, David ^c   Kennedy, Ashley ^c   Preston, Kenzie ^c   Umbricht, Annie ^d   Chen, Yixin ^e   Kumar, Santosh ^a  

^a University of Memphis   (United States)

^b Ohio State University   (United States)

^c NIDA Intramural Research Program   (United States)

^d JOHNS HOPKINS UNIVERSITY   (United States)

^e WASHINGTON UNIVERSITY IN ST LOUIS   (United States)

Author keywords

Drug Event Detection; Electrocardiogram; Wearable Sensors

Indexed keywords

CHEMICAL ACTIVATION; DATA PROCESSING; ELECTROCARDIOGRAPHY; PHYSIOLOGY; RECOVERY; SENSOR NETWORKS; SENSORS;

AUTONOMIC NERVOUS SYSTEM; EVENT DETECTION; FALSE POSITIVE RATES; PARASYMPATHETIC NERVOUS SYSTEMS; PHYSIOLOGICAL MEASUREMENT; PHYSIOLOGICAL RESPONSE; SYMPATHETIC NERVOUS SYSTEMS; WEARABLE SENSORS;

PHYSIOLOGICAL MODELS;

EID: 84904674926     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IPSN.2014.6846742     Document Type: Conference Paper

References (32)

1. S. Kumar, W. Nilson, M. Pavel, and M. Srivastava, "Mobile health: Revolutionizing healthcare through trans-disciplinary research," IEEE Computer, vol. 46, no. 1, pp. 28-35, 2013.
2. E. Ertin, N. Stohs, S. Kumar, A. Raij, M. al'Absi, T. Kwon, S. Mitra, S. Shah, and J. W. Jeong, "Autosense: Unobtrusively wearable sensor suite for inferencing of onset, causality, and consequences of stress in the field," in ACM SenSys, 2011, pp. 274-287.
3. "Zephyr Bioharness," http://www.zephyr-technology.com/ bioharness-bt, Accessed: February 2014.
4. K. Plarre, A. Raij, S. M. Hossain, A. A. Ali, M. Nakajima, M. al'Absi, T. Kamarck, S. Kumar, M. Scott, D. Siewiorek, A. Smailagic, and L. E. Wittmers, "Continuous inference of psychological stress from sensory measurements collected in the natural environment," in ACM IPSN, 2011, pp. 97-108.
5. A. Ali, S. Hossain, K. Hovsepian, M. Rahman, K. Plarre, and S. Kumar, "mpuff: automated detection of cigarette smoking puffs from respiration measurements," in ACM IPSN, 2012, pp. 269-280.
6. A. Natarajan, A. Parate, E. Gaiser, G. Angarita, R. Malison, B. Marlin, and D. Ganesan, "Detecting cocaine use with wearable electrocardiogram sensors," in ACM Ubicomp, 2013, pp. 123-132.
7. C. Furr-Holden, K. Campbell, A. Milam, M. Smart, N. Ialongo, and P. Leaf, "Metric properties of the neighborhood inventory for environmental typology (nifety): An environmental assessment tool for measuring indicators of violence, alcohol, tobacco, and other drug exposures," Evaluation review, vol. 34, no. 3, pp. 159-184, 2010.
8. L. Degenhardt and W. Hall, "Extent of illicit drug use and dependence, and their contribution to the global burden of disease," The Lancet, vol. 379, no. 9810, pp. 55-70, 2012.
9. M. Fischman, C. Schuster, L. Resnekov, J. Shick, N. Krasnegor, W. Fennell, and D. Freedman, "Cardiovascular and subjective effects of intravenous cocaine administration in humans," Archives of General Psychiatry, vol. 33, no. 8, pp. 983-989, 1976.
10. C. Muntaner, K. Kumor, C. Nagoshi, and J. Jaffe, "Intravenous cocaine infusions in humans: Dose responsivity and correlations of cardiovascular vs. subjective effects," Pharmacology Biochemistry and Behavior, vol. 34, no. 4, pp. 697-703, 1989.
11. K. Johnson, A. Isham, D. Shah, and D. Gustafson, "Potential roles for new communication technologies in treatment of addiction," Current psychiatry reports, vol. 13, no. 5, pp. 390-397, 2011.
12. E. Boyer, R. Fletcher, R. Fay, D. Smelson, D. Ziedonis, and R. Picard, "Preliminary efforts directed toward the detection of craving of illicit substances: the iheal project," Journal of Medical Toxicology, vol. 8, no. 1, pp. 1-5, 2012.
13. E. Boyer, D. Smelson, R. Fletcher, D. Ziedonis, and R. Picard, "Wireless technologies, ubiquitous computing and mobile health: Application to drug abuse treatment and compliance with hiv therapies," Journal of Medical Toxicology, vol. 6, no. 2, pp. 212-216, 2010.
14. C. Cole, E. Blackstone, F. Pashkow, C. Snader, and M. Lauer, "Heartrate recovery immediately after exercise as a predictor of mortality," New England Journal of Medicine, vol. 341, no. 18, pp. 1351-1357, 1999.
15. L. Cahalin, R. Arena, V. Labate, F. Bandera, C. Lavie, and M. Guazzi, "Heart rate recovery after the 6 min walk test rather than distance ambulated is a powerful prognostic indicator in heart failure with reduced and preserved ejection fraction: a comparison with cardiopulmonary exercise testing," European journal of heart failure, vol. 15, no. 5, pp. 519-527, 2013.
16. R. Kloner, S. Hale, K. Alker, and S. Rezkalla, "The effects of acute and chronic cocaine use on the heart," Circulation, vol. 85, no. 2, pp. 407-419, 1992.
17. S. Reed, M. Haney, S. Evans, N. Vadhan, E. Rubin, and R. Foltin, "Cardiovascular and subjective effects of repeated smoked cocaine administration in experienced cocaine users," Drug and alcohol dependence, vol. 102, no. 1, pp. 102-107, 2009.
18. E. Cone, "Pharmacokinetics and pharmacodynamics of cocaine," Journal of Analytical Toxicology, vol. 19, no. 6, pp. 459-478, 1995.
19. R. Foltin, A. Ward, M. Haney, C. Hart, and E. Collins, "The effects of escalating doses of smoked cocaine in humans," Drug and alcohol dependence, vol. 70, no. 2, pp. 149-157, 2003.
20. M. Egred and G. Davis, "Cocaine and the heart," Postgraduate medical journal, vol. 81, no. 959, pp. 568-571, 2005.
21. M. Perez-Reyes, S. Di Guiseppi, G. Ondrusek, A. Jeffcoat, and C. Cook, "Free-base cocaine smoking," Clinical Pharmacology & Therapeutics, vol. 32, no. 4, pp. 459-465, 1982.
22. D. Noe and K. Kumor, "A pharmacokinetic-pharmacodynamic model of heart rate during cocaine administration in humans," Clinical Pharmacology & Therapeutics, vol. 49, no. 4, pp. 426-432, 1991.
23. "ANT Radio," http://www.thisisant.com/, Accessed: February 2014.
24. K. Plarre, A. Raij, S. Guha, M. al'Absi, E. Ertin, and S. Kumar, "Automated detection of sensor detachments for physiological sensing in the wild," in Wireless Health 2010. ACM, 2010, pp. 216-217.
25. J. Pan and W. Tompkins, "A real-time qrs detection algorithm," Biomedical Engineering, IEEE Transactions on, vol. 32, no. 3, pp. 230-236, 1985.
26. G. Berntson, K. Quigley, J. Jang, and S. Boysen, "An approach to artifact identification: application to heart period data," Psychophysiology, vol. 27, no. 5, pp. 586-598, 1990.
27. S. Reddy, J. Burke, D. Estrin, M. Hansen, and M. Srivastava, "Determining transportation mode on mobile phones," in Wearable Computers, 2008. ISWC 2008. 12th IEEE International Symposium on, 2008, pp. 25-28.
28. L. Atallah, B. Lo, R. King, and G. Yang, "Sensor placement for activity detection using wearable accelerometers," in Body Sensor Networks (BSN), 2010, pp. 24-29.
29. J. Kwapisz, G. Weiss, and S. Moore, "Activity recognition using cell phone accelerometers," ACM KDD, vol. 12, no. 2, pp. 74-82, 2011.
30. J. Murphy, Technical analysis of the financial markets: A comprehensive guide to trading methods and applications. New York Institute of Finance, 1999.
31. J. Freeman, F. Dewey, D. Hadley, J. Myers, and V. Froelicher, "Autonomic nervous system interaction with the cardiovascular system during exercise," Progress in cardiovascular diseases, vol. 48, no. 5, pp. 342-362, 2006.
32. P. J. Huber, "Robust estimation of a location parameter," The Annals of Mathematical Statistics, vol. 35, no. 1, pp. 73-101, 1964.