Functional and cognitive recovery of patients with traumatic brain injury: Prediction tree model versus general model

Critical Care Nurse

Volumn 29, Issue 4, 2009, Pages 12-22

  Oh, HyunSoo ^a   Seo, WhaSook ^a  

^a Inha University School of Medicine   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; AGE; AGED; APACHE; ARTICLE; BRAIN INJURY; COGNITION; COMPARATIVE STUDY; DAILY LIFE ACTIVITY; DECISION TREE; FEMALE; HUMAN; INJURY SCALE; INTENSIVE CARE; KOREA; MALE; METHODOLOGY; MIDDLE AGED; MORTALITY; NEUROLOGIC EXAMINATION; NURSING; NURSING ASSESSMENT; NURSING EVALUATION RESEARCH; PREDICTIVE VALUE; PROGNOSIS; PROSPECTIVE STUDY; PSYCHOMOTOR PERFORMANCE; PUPIL REFLEX; REGRESSION ANALYSIS; VALIDATION STUDY;

ACTIVITIES OF DAILY LIVING; ADULT; AGE FACTORS; AGED; AGED, 80 AND OVER; APACHE; BRAIN INJURIES; COGNITION; CRITICAL CARE; DECISION TREES; FEMALE; HUMANS; KOREA; MALE; MIDDLE AGED; NEUROLOGIC EXAMINATION; NURSING ASSESSMENT; NURSING EVALUATION RESEARCH; PREDICTIVE VALUE OF TESTS; PROGNOSIS; PROSPECTIVE STUDIES; PSYCHOMOTOR PERFORMANCE; REFLEX, PUPILLARY; REGRESSION ANALYSIS; TRAUMA SEVERITY INDICES;

EID: 77949971910     PISSN: 02795442     EISSN: None     Source Type: Journal    
DOI: 10.4037/ccn2009279     Document Type: Article

References (32)

1. Mamelak AN, Pitts LH, Damron S. Predicting survival from head trauma 24 hours after injury: a practical method with therapeutic implications. J Trauma. 1996;41(1):91-99.
2. Van Baalen B, Odding E, Maas AIR, Ribbers GM, Bergen MP, Stam HJ. Traumatic brain injury: classification and initial severity and determination of functional outcome. Disabil Rehabil. 2003;25(1):9-18.
3. Perel P, Edwards P, Wentz R, Roberts I. Systematic review of prognostic model in traumatic brain injury. BMC Med Inform Decis Mak. 2006;6:38. doi:10.1186/1472-6947-6-38.
4. National Center for Injury Prevention and Control. Epidemiology of traumatic brain injury in the United States. http://www.cdc.gov/ncipc/tbi/TBI.htm. Updated March 19, 2009. Accessed May 12, 2009.
5. Choi SC, Narayan RK, Anderson RL, Ward JD. Enhanced specificity of prognosis in severe head injury. J Neurosurg. 1988;69:381-385.
6. Kilaru S, Garb J, Emhoff T, et al. Long-term functional status and mortality of elderly patients with severe closed head injuries. J Trauma. 1996;41(6):957-963.
7. Signorini DF, Andrews PJ, Jones PA, Wardlaw JM, Miller JD. Predicting survival using simple clinical variables: a case study in traumatic brain injury. J Neurol Neurosurg Psych. 1999;66:20-25.
8. Schreiber MA, Aoki N, Scott BG, Beck R. Determinants of mortality in patients with severe blunt head injury. Arch Surg. 2002; 137:285-290.
9. Sherer M, Sander AM, Nick TG, et al. Early cognitive status and productivity outcome after traumatic brain injury: findings from the TBI model systems. Arch Phys Med Rehabil. 2002;83:183-192.
10. Rovlias A, Kotsou S. Classification and regression tree for prediction of outcome after severe head injury using simple clinical and laboratory variables. J Neurotrauma. 2004;21(7):886-893.
11. Ritchie PD, Cameron PA, Ugoni AM, Kaye AH. A study of the functional outcome and mortality in elderly patients with head injuries. J Clin Neurosci. 2000;7(4):301-304.
12. Harris C, DiRusso S, Sulllivan T, Benzil DL. Mortality risk after head injury increases at 30 years. J Am Coll Surg. 2003;197(5):711-716.
13. Ogungbo B, Kumar V, Mendelow AD. Mortality risk after head injury. J Am Coll Surg. 2004;198(5):852-853.
14. Demetriades D, Kuncir E, Murray J, Velmahos GC, Rhee P, Chan L. Mortality prediction of head abbreviated injury score and Glasgow Coma Scale: analysis of 7,764 head injuries. J Am Coll Surg. 2004;199(2):216-222.
15. Ono JI, Amaura A, Kubota M, Okimura Y, Isobe K. Outcome prediction in severe head injury: analyses of clinical prognostic factors. J Clin Neurosci. 2001;8(2):120-123.
16. Lee SW, Kim OL, Woo BG, et al. Prognostic factors in patients with severe head injury. J Korean Neurosurg Soc. 1999;28:1288-1292.
17. Cremer OL, Moons KGM, van Dijk GW, van Balen P, Kalkman CJ. Prognosis following severe head injury: development and validation of a model for prediction of death, disability and functional recovery. J Trauma Inj Inf Crit Care. 2006;61(6):1484-1491.
18. Bahoul M, Chelly H, Ben Hamida M, et al. Prognosis of traumatic head injury in South Tunisia: a multivariate analysis of 437 cases. J Trauma Inj Inf Crit Care. 2004;57(2):255-261.
19. McHugh GS, Engel DC, Butcher I, et al. Prognostic value of secondary insults in traumatic brain injury: results from the IMPACT study. J Neurotrauma. 2007;24(2):287-293.
20. Hukkelhoven CW, Steyerberg EW, Habbema JD, et al. Predicting outcome after traumatic brain injury: development and validation of a prognostic score based on admission characteristics. J Neurotrauma. 2005;22(10):1025-1039.
21. Hemphill JC, Bonovish DC, Besmertis L, Manley GT, Johnston SC. The ICH score: a simple, reliable grading scale for intracerebral hemorrhage. Stroke. 2001;32(4):891-897.
22. Choi SC, Muizelaar JP, Barnes TY, Marmarou A, Brooks DM, Young HF. Prediction tree for severely head-injured patients. J Neurosurg. 1991;75(2):251-255.
23. Rappaport M, Hall KM, Hopkins K, Belleza T, Cope DN. Disability rating scale for severe head trauma: coma to community. Arch Phys Med Rehabil. 1982;63:118-123.
24. Gouvier WD, Blanton PD, Laporte KK, Nepomyceno C. Reliability and validity of the Disability Rating Scale and the Levels of Cognitive Functioning Scale in monitoring recovery from severe head injury. Arch Phys Med Rehabil. 1987;68(2):94-97.
25. Fleming JM, Maas F. Prognosis of rehabilitation outcome in head injury using the disability rating scale. Arch Phys Med Rehabil. 1994;75:133-143.
26. Labi MLC, Brentjens M, Shaffer K, Weiss C, Zielezny MA. Functional Cognitive Index: a new instrument to assess cognitive disability after traumatic brain injury. J Neuro Rehabil. 1998;12:45-52.
27. Phipps WJ, Monahan FD, Sands JK, Marek JF, Marianne N, Green CJ. Medical Surgical Nursing: Health and Illness Perspectives. 7th ed. St Louis, MO: Mosby; 2003:1350-1357.
28. Black JM, Hawks JH. Medical Surgical Nursing: Clinical Management for Positive Outcomes. 7th ed. Philadelphia, PA: Saunders; 2007: 2202-2210.
29. Fearnside MR, Cook RJ, McDougall P, McNeil RJ. The Westmead Head Injury Project outcome in severe head injury: a comparative analysis of pre-hospital, clinical and CT variables. Br J Neurosurg. 1993;7(3):267-279.
30. Chesnut RM, Marshall LF, Klauber MR, et al. The role of secondary brain injury in determining outcome from severe head injury. J Trauma. 1993;34:216-222.
31. Andrews PJ, Sleeman DH, Statham PF, et al. Predicting recovery in patients suffering from traumatic brain injury by using admission variables and physiological data: a comparison between decision tree analysis and logistic regression. J Neurosurg. 2002; 97(2):326-336.
32. Lang EW, Pitt LH, Damron SL, Rutledge R. Outcome after severe head injury: an analysis of prediction based upon comparison of neural network versus logistic regression analysis. Neurol Res. 1997;19(3):274-280.