Diagnosis of hemorrhage in a prehospital trauma population using linear and nonlinear multiparameter analysis of vital signs

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2007, Pages 3748-3751

  Chen, Liangyou ^a   Reisner, Andrew T ^a,b   McKenna, Thomas M ^a   Gribok, Andrei ^a,c   Reifman, Jaques ^d  

^a U S ARMY MEDICAL RESEARCH AND MATERIEL COMMAND   (United States)

^b MASSACHUSETTS GENERAL HOSPITAL   (United States)

^c University of Tennessee   (United States)

^d Telemedicine and Advanced Technology Research Center (TATRC)   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BLOOD PRESSURE; BLOOD VESSELS; COMPUTER AIDED DIAGNOSIS; PARAMETER ESTIMATION; TIME SERIES ANALYSIS;

HEMORRHAGE; MULTIPARAMETER ANALYSIS; RECEIVER OPERATING CHARACTERISTIC CURVE (ROC AUC); SYSTOLIC BLOOD PRESSURE;

HEMODYNAMICS;

AIR MEDICAL TRANSPORT; ALGORITHM; ARTICLE; AUTOMATED PATTERN RECOGNITION; BLEEDING; COMPUTER ASSISTED DIAGNOSIS; COMPUTER SIMULATION; DECISION SUPPORT SYSTEM; EMERGENCY HEALTH SERVICE; EXPERT SYSTEM; INJURY; METHODOLOGY; NONLINEAR SYSTEM; PHYSIOLOGIC MONITORING; RISK ASSESSMENT; RISK FACTOR; STATISTICAL MODEL; UNITED STATES;

AIR AMBULANCES; ALGORITHMS; COMPUTER SIMULATION; DECISION SUPPORT SYSTEMS, CLINICAL; DIAGNOSIS, COMPUTER-ASSISTED; EXPERT SYSTEMS; HEMORRHAGE; LINEAR MODELS; MONITORING, PHYSIOLOGIC; NONLINEAR DYNAMICS; PATTERN RECOGNITION, AUTOMATED; RISK ASSESSMENT; RISK FACTORS; TRIAGE; UNITED STATES; WOUNDS AND INJURIES;

EID: 57649150137     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2007.4353147     Document Type: Conference Paper

References (15)

1. D. L. Hoyert, T. J. Mathews, F. Menacker, D. M. Strobino, and B. Guyer, "Annual summary of vital statistics: 2004," Pediatrics, vol. 117, pp. 168-83, 2006.
2. A. Sauaia, F. A. Moore, E. E. Moore, K. S. Moser, R. Brennan, R. A. Read, and P. T. Pons, "Epidemiology of trauma deaths: a reassessment," J Trauma, vol. 38, pp. 185-93, 1995.
3. R. Peng, C. Chang, D. Gilmore, and F. Bongard, "Epidemiology of immediate and early trauma deaths at an urban Level I trauma center," Am Surg, vol. 64, pp. 950-4, 1998.
4. J. B. Holcomb, S. E. Niles, C. C. Miller, D. Hinds, J. H. Duke, and F. A. Moore, "Prehospital physiologic data and lifesaving interventions in trauma patients," Mil Med, vol. 170, pp. 7-13, 2005.
5. C. Yu, Z. Liu, T. McKenna, A. Reisner, and J. Reifman, "A Method for Automatic Identification of Reliable Heart Rates Calculated from ECG and PPG Waveforms," JAMIA, vol. 13, pp. 309-320, 2006.
6. L. Chen, T. M. McKenna, A. T. Reisner, and J. Reifman, "Algorithms to qualify respiratory data collected during transport of trauma patients," Physiological Measurement, vol. 27, pp. 797-816, 2006.
7. S. Haykin, Neural Networks: A Comprehensive Foundation, 2nd ed. New Jersey: Prentice-Hall, Inc., 1999.
8. M. Hanke. Conjugate Gradient Type Methods for Ill-Posed Problems, Chapman & Hall/CRC, 1995.
9. C. C. Chang and C. J. Lin, "LibsVM: a library for support vector machines," 2001, http://www.csie.ntu.edu.tw/~cjlin/libsvm/.
10. J. K. Parks, A. C. Elliott, L. M. Gentilello, and S. Shafi, "Systemic hypotension is a late marker of shock after trauma: a validation study of Advanced Trauma Life Support principles in a large national sample," Am J Surg, vol. 192, pp. 727-31, 2006.
11. J. W. Davis, I. C. Davis, L. D. Bennink, J. F. Bilello, K. L. Kaups, and S. N. Parks, "Are automated blood pressure measurements accurate in trauma patients?," J Trauma, vol. 55, pp. 860-3, 2003.
12. H. S. Snyder and S. J. Dresnick, "Lack of tachycardic response to hypotension in penetrating abdominal injuries," J Emerg Med, vol. 7, pp. 335-9, 1989.
13. G. P. Victorino, F. D. Battistella, and D. H. Wisner, "Does tachycardia correlate with hypotension after trauma?" J Am Coll Surg, vol. 196, pp. 679-84, 2003.
14. M. Raux, M. Thicoipe, E. Wiel, E. Rancurel, D. Savary, J. S. David, F. Berthier, A. Ricard-Hibon, F. Birgel, and B. Riou, "Comparison of respiratory rate and peripheral oxygen saturation to assess severity in trauma patients," Intensive Care Med, vol. 32, pp. 405-12, 2006.
15. W. H. Cooke, J. Salinas, V. A. Convertino, D. A. Ludwig, D. Hinds, J. H. Duke, F. A. Moore, and J. B. Holcomb, "Heart rate variability and its association with mortality in prehospital trauma patients," J Trauma, vol. 60, pp. 363-70; discussion 370, 2006.