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Volumn 9, Issue 3, 2005, Pages 468-474

Artificial neural network medical decision support tool: Predicting transfusion requirements of ER patients

Author keywords

Backpropagation; Neural network; Transfusion; Trauma

Indexed keywords

BACKPROPAGATION; BLOOD; EMERGENCY ROOMS; MATHEMATICAL MODELS; PATIENT MONITORING; SENSITIVITY ANALYSIS; STATISTICAL METHODS;

EID: 25844451930     PISSN: 10897771     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITB.2005.847510     Document Type: Article
Times cited : (55)

References (50)
  • 1
    • 0024334254 scopus 로고
    • "Blood and component wastage report: A quality assurance function of the hospital transfusion committee"
    • J. A. Clark and M. M. Ayoub, "Blood and component wastage report: a quality assurance function of the hospital transfusion committee," Transfusion, vol. 29, no. 2, pp. 139-142, 1989.
    • (1989) Transfusion , vol.29 , Issue.2 , pp. 139-142
    • Clark, J.A.1    Ayoub, M.M.2
  • 2
    • 0027401316 scopus 로고
    • "Identification of patients at risk for excessive blood loss during coronary artery bypass surgery: Thromboelastograph versus coagulation screen"
    • B. H. Dorman, F. G. Spinale, M. K. Bailey, J. M. Kratz, and R. C. Roy, "Identification of patients at risk for excessive blood loss during coronary artery bypass surgery: thromboelastograph versus coagulation screen," Anesthesia Analgesia, vol. 76, no. 4, pp. 694-700, 1993.
    • (1993) Anesthesia Analgesia , vol.76 , Issue.4 , pp. 694-700
    • Dorman, B.H.1    Spinale, F.G.2    Bailey, M.K.3    Kratz, J.M.4    Roy, R.C.5
  • 3
    • 0024429313 scopus 로고
    • "Predictors of excessive blood use after coronary artery bypass grafting"
    • V. A. Ferraris and V. Gildengorin, "Predictors of excessive blood use after coronary artery bypass grafting," J. Thoracic and Cardiovascular Surgery, vol. 98, no. 4, pp. 492-497, 1989.
    • (1989) J. Thoracic and Cardiovascular Surgery , vol.98 , Issue.4 , pp. 492-497
    • Ferraris, V.A.1    Gildengorin, V.2
  • 4
    • 0025859766 scopus 로고
    • "Efficiency of blood use and prospects for autologous transfusion in general surgery"
    • B. Jaffray, P. M. King, and J. Gillon, "Efficiency of blood use and prospects for autologous transfusion in general surgery," Ann. Royal Coll. Surgeons Eng., vol. 73, no. 4, pp. 235-238, 1991.
    • (1991) Ann. Royal Coll. Surgeons Eng. , vol.73 , Issue.4 , pp. 235-238
    • Jaffray, B.1    King, P.M.2    Gillon, J.3
  • 5
    • 0026545014 scopus 로고
    • "Improving blood transfusion practice: Role of a computerized hospital information system"
    • E. F. Lepage, R. M. Gardner, R. M. Laub, and O. K. Golubjatnikov, "Improving blood transfusion practice: role of a computerized hospital information system," Transfusion, vol. 32, no. 3, pp. 253-259, 1992.
    • (1992) Transfusion , vol.32 , Issue.3 , pp. 253-259
    • Lepage, E.F.1    Gardner, R.M.2    Laub, R.M.3    Golubjatnikov, O.K.4
  • 6
    • 0027522836 scopus 로고
    • "Collection and transfusion of blood and blood components in the United States, 1989"
    • E. L. Wallace, D. M. Surgenor, H. S. Hao, J. An, R. H. Chapman, and W. H. Churchill, "Collection and transfusion of blood and blood components in the United States, 1989," Transfusion, vol. 33, no. 2, pp. 139-144, 1993.
    • (1993) Transfusion , vol.33 , Issue.2 , pp. 139-144
    • Wallace, E.L.1    Surgenor, D.M.2    Hao, H.S.3    An, J.4    Chapman, R.H.5    Churchill, W.H.6
  • 7
    • 0026528014 scopus 로고
    • "Prudent strategies for elective red blood cell transfusion"
    • H. G. Welch, K. R. Meehan, and L. T. Goodnough, "Prudent strategies for elective red blood cell transfusion," Ann. Internal Med., vol. 116, no. 5, pp. 393-402, 1992.
    • (1992) Ann. Internal Med. , vol.116 , Issue.5 , pp. 393-402
    • Welch, H.G.1    Meehan, K.R.2    Goodnough, L.T.3
  • 8
    • 0024382682 scopus 로고
    • "Immediate prediction of blood requirements in trauma victims"
    • H. C. West, G. Jurkovich, C. Donnell, and A. Luterman, "Immediate prediction of blood requirements in trauma victims," Southern Med. J., vol. 82, no. 2, pp. 186-189, 1989.
    • (1989) Southern Med. J. , vol.82 , Issue.2 , pp. 186-189
    • West, H.C.1    Jurkovich, G.2    Donnell, C.3    Luterman, A.4
  • 10
    • 0027299472 scopus 로고
    • "The estimation of blood loss during burns surgery"
    • P. G. Budny, P. J. Regan, and A. H. Roberts, "The estimation of blood loss during burns surgery," Burns, vol. 19, no. 2, pp. 134-137, 1993.
    • (1993) Burns , vol.19 , Issue.2 , pp. 134-137
    • Budny, P.G.1    Regan, P.J.2    Roberts, A.H.3
  • 11
    • 0033822904 scopus 로고    scopus 로고
    • "Blood transfusion in a random sample of hospitals in France"
    • S. Mathoulin-Pélissier, R. Salmi, C. Verret, and B. Demoures, "Blood transfusion in a random sample of hospitals in France," Transfusion, vol. 40, no. 9, pp. 1140-1146, 2000.
    • (2000) Transfusion , vol.40 , Issue.9 , pp. 1140-1146
    • Mathoulin-Pélissier, S.1    Salmi, R.2    Verret, C.3    Demoures, B.4
  • 12
    • 0033844462 scopus 로고    scopus 로고
    • "Public perception of the risk of blood transfusion"
    • M. L. Finucane, P. Slovic, and C. K. Mertz, "Public perception of the risk of blood transfusion," Transfusion, vol. 40, no. 8, pp. 1017-1022, 2000.
    • (2000) Transfusion , vol.40 , Issue.8 , pp. 1017-1022
    • Finucane, M.L.1    Slovic, P.2    Mertz, C.K.3
  • 13
    • 0027204763 scopus 로고
    • "Transfusion therapy: Improved patient care and resource utilization"
    • N. H. Rosen, L. H. Bates, and G. Herod, "Transfusion therapy: Improved patient care and resource utilization," Transfusion, vol. 33, no. 4, pp. 341-347, 1993.
    • (1993) Transfusion , vol.33 , Issue.4 , pp. 341-347
    • Rosen, N.H.1    Bates, L.H.2    Herod, G.3
  • 14
    • 0029146390 scopus 로고
    • "The sustained impact of a group and screen and maximum surgical blood ordering schedule policy on the transfusion practice in gynaecology and obstetrics"
    • H. I. Atrah, G. Galea, and S. J. Urbanial, "The sustained impact of a group and screen and maximum surgical blood ordering schedule policy on the transfusion practice in gynaecology and obstetrics," Clin. Lab. Haemotology, vol. 17, no. 2, pp. 177-181, 1995.
    • (1995) Clin. Lab. Haemotology , vol.17 , Issue.2 , pp. 177-181
    • Atrah, H.I.1    Galea, G.2    Urbanial, S.J.3
  • 15
    • 0029067127 scopus 로고
    • "Evaluation of preoperative blood preparation and blood consumption for implementation of type and screen and maximum surgical blood order schedule"
    • T. Iwasaki, T. Nishiyama, M. Otsuka, Y. Ohara, O. Kobayashi, and K. Seto, "Evaluation of preoperative blood preparation and blood consumption for implementation of type and screen and maximum surgical blood order schedule," Masui, vol. 44, no. 6, pp. 880-884, 1995.
    • (1995) Masui , vol.44 , Issue.6 , pp. 880-884
    • Iwasaki, T.1    Nishiyama, T.2    Otsuka, M.3    Ohara, Y.4    Kobayashi, O.5    Seto, K.6
  • 17
    • 84988077150 scopus 로고
    • "Predictors of blood loss during total hip replacement surgery"
    • J. M. Grosflam, E. A. Wright, P. D. Cleary, and J. N. Katz, "Predictors of blood loss during total hip replacement surgery," Arthritis Care Res., vol. 8, no. 3, pp. 167-173, 1995.
    • (1995) Arthritis Care Res. , vol.8 , Issue.3 , pp. 167-173
    • Grosflam, J.M.1    Wright, E.A.2    Cleary, P.D.3    Katz, J.N.4
  • 18
    • 0029084392 scopus 로고
    • "A model for predicting transfusion requirements in head and neck surgery"
    • R. S. Weber, "A model for predicting transfusion requirements in head and neck surgery," Laryngoscope, vol. 105, no. 8, pp. 1-17, 1995.
    • (1995) Laryngoscope , vol.105 , Issue.8 , pp. 1-17
    • Weber, R.S.1
  • 19
    • 0034547858 scopus 로고    scopus 로고
    • "Reducing surgical patient costs through use of an artificial neural network to predict transfusion requirements"
    • S. Walczak and J. E. Scharf, "Reducing surgical patient costs through use of an artificial neural network to predict transfusion requirements," Decision Support Syst., vol. 30, no. 2, pp. 125-138, 2000.
    • (2000) Decision Support Syst. , vol.30 , Issue.2 , pp. 125-138
    • Walczak, S.1    Scharf, J.E.2
  • 20
    • 0034205251 scopus 로고    scopus 로고
    • "Transfusion cost containment for abdominal surgery with neural networks"
    • S. Walczak and J. E. Scharf, "Transfusion cost containment for abdominal surgery with neural networks," Neural Processing Lett., vol. 11, no. 3, pp. 229-238, 2000.
    • (2000) Neural Processing Lett. , vol.11 , Issue.3 , pp. 229-238
    • Walczak, S.1    Scharf, J.E.2
  • 23
    • 0033970712 scopus 로고    scopus 로고
    • "Length of storage of transfused red cells and postoperative morbidity in patients undergoing coronary artery bypass graft surgery"
    • E. C. Vamvakas and J. H. Carven, "Length of storage of transfused red cells and postoperative morbidity in patients undergoing coronary artery bypass graft surgery," Transfusion, vol. 40, no. 1, pp. 101-109, 2000.
    • (2000) Transfusion , vol.40 , Issue.1 , pp. 101-109
    • Vamvakas, E.C.1    Carven, J.H.2
  • 24
    • 0030061822 scopus 로고    scopus 로고
    • "Prospective validation of artificial neural network trained to identify acute myocardial infarction"
    • W. G. Baxt and J. Skora, "Prospective validation of artificial neural network trained to identify acute myocardial infarction," The Lancet, vol. 347, pp. 12-15, 1996.
    • (1996) The Lancet , vol.347 , pp. 12-15
    • Baxt, W.G.1    Skora, J.2
  • 25
    • 0028812688 scopus 로고
    • "Artificial neural networks in pathology and medical laboratories"
    • R. Dybowski and V. Gant, "Artificial neural networks in pathology and medical laboratories," The Lancet, vol. 346, pp. 1203-1207, 1995.
    • (1995) The Lancet , vol.346 , pp. 1203-1207
    • Dybowski, R.1    Gant, V.2
  • 26
    • 0041903025 scopus 로고
    • "Binary response forecasting: Comparison between neural networks and logistic regression analysis"
    • San Diego, CA
    • M. A. León, "Binary response forecasting: comparison between neural networks and logistic regression analysis," in World Congress Neural Networks, San Diego, CA, 1994, pp. 244-247.
    • (1994) World Congress Neural Networks , pp. 244-247
    • León, M.A.1
  • 27
    • 0028814225 scopus 로고
    • "How long will it take? How much will it cost?: Multiple regression and neural network programs at ED triage"
    • T. O. Stair and J. M. Howell, "How long will it take? How much will it cost?: Multiple regression and neural network programs at ED triage," Amer J. Emergency Med., vol. 13, pp. 118-119, 1995.
    • (1995) Amer J. Emergency Med. , vol.13 , pp. 118-119
    • Stair, T.O.1    Howell, J.M.2
  • 28
    • 23944513449 scopus 로고    scopus 로고
    • "Predicting pediatric length of stay and acuity of care in the first ten minutes with artificial neural networks"
    • S. Walczak and R. J. Scorpio, "Predicting pediatric length of stay and acuity of care in the first ten minutes with artificial neural networks," Pediatric Crit. Care Med., vol. 1, no. 1, pp. 42-47, 2000.
    • (2000) Pediatric Crit. Care Med. , vol.1 , Issue.1 , pp. 42-47
    • Walczak, S.1    Scorpio, R.J.2
  • 29
    • 0025751820 scopus 로고
    • "Approximation capabilities of multilayer feedforward networks"
    • K. Hornik, "Approximation capabilities of multilayer feedforward networks," Neural Netw., vol. 4, pp. 251-257, 1991.
    • (1991) Neural Netw. , vol.4 , pp. 251-257
    • Hornik, K.1
  • 30
    • 0024880831 scopus 로고
    • "Multilayer feedforward networks are universal approximators"
    • K. Hornik, M. Stinchcombe, and H. White, "Multilayer feedforward networks are universal approximators," Neural Netw., vol. 2, no. 5, pp. 359-366, 1989.
    • (1989) Neural Netw. , vol.2 , Issue.5 , pp. 359-366
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 31
    • 0025635525 scopus 로고
    • "Connectionist nonparametric regression: Multilayer feedforward networks can learn arbitrary mappings"
    • H. White, "Connectionist nonparametric regression: multilayer feedforward networks can learn arbitrary mappings," Neural Netw., vol. 3, pp. 535-549, 1990.
    • (1990) Neural Netw. , vol.3 , pp. 535-549
    • White, H.1
  • 32
    • 0028387642 scopus 로고
    • "Neural networks: Applications in industry, business and science"
    • Mar
    • B. Widrow, D. E. Rumelhart, and M. A. Lehr, "Neural networks: applications in industry, business and science," Commun. ACM, vol. 37, no. 3, pp. 93-105, Mar. 1994.
    • (1994) Commun. ACM , vol.37 , Issue.3 , pp. 93-105
    • Widrow, B.1    Rumelhart, D.E.2    Lehr, M.A.3
  • 33
    • 0028791125 scopus 로고
    • "Efficacy of modified backpropagation and optimization methods on a real-world medical problem"
    • D. Alpsan, M. Towsey, O. Ozdamar, C. T. Ah, and D. N. Ghista, "Efficacy of modified backpropagation and optimization methods on a real-world medical problem," NeuralNetw., vol. 8, no. 6, pp. 945-962, 1995.
    • (1995) Neural Netw. , vol.8 , Issue.6 , pp. 945-962
    • Alpsan, D.1    Towsey, M.2    Ozdamar, O.3    Ah, C.T.4    Ghista, D.N.5
  • 34
    • 0028788276 scopus 로고
    • "Application of artificial neural networks to clinical medicine"
    • W. G. Baxt, "Application of artificial neural networks to clinical medicine," The Lancet, vol. 346, pp. 1135-1138, 1995.
    • (1995) The Lancet , vol.346 , pp. 1135-1138
    • Baxt, W.G.1
  • 35
    • 0040694523 scopus 로고
    • "Data representation for diagnostic neural networks"
    • Oct
    • V. Cherkassky and H. Lari-Najafi, "Data representation for diagnostic neural networks," IEEE Expert, vol. 7, no. 5, pp. 43-53, Oct. 1992.
    • (1992) IEEE Expert , vol.7 , Issue.5 , pp. 43-53
    • Cherkassky, V.1    Lari-Najafi, H.2
  • 36
    • 0028519259 scopus 로고
    • "On using feedforward neural networks for clinical diagnostic tasks"
    • G. Dorffner and G. Porenta, "On using feedforward neural networks for clinical diagnostic tasks," Artif Intell. Med., vol. 6, no. 5, pp. 417-435, 1994.
    • (1994) Artif Intell. Med. , vol.6 , Issue.5 , pp. 417-435
    • Dorffner, G.1    Porenta, G.2
  • 37
    • 0028484517 scopus 로고
    • "Neural-network contributions in biotechnology"
    • G. Montague and J. Morris, "Neural-network contributions in biotechnology," Trends Biotechnol., vol. 12, no. 8, pp. 312-324, 1994.
    • (1994) Trends Biotechnol. , vol.12 , Issue.8 , pp. 312-324
    • Montague, G.1    Morris, J.2
  • 38
    • 0035137729 scopus 로고    scopus 로고
    • "Introduction to artificial neural networks for physicians: Taking the lid off the black box"
    • D. M. Rodvold, D. G. McLeod, J. M. Brandt, P. B. Snow, and G. P. Murphy, "Introduction to artificial neural networks for physicians: taking the lid off the black box," The Prostate, vol. 46, no. 1, pp. 3944, 2001.
    • (2001) The Prostate , vol.46 , Issue.1 , pp. 3944
    • Rodvold, D.M.1    McLeod, D.G.2    Brandt, J.M.3    Snow, P.B.4    Murphy, G.P.5
  • 41
    • 0004650550 scopus 로고    scopus 로고
    • "Improving artificial neural network performance through input variable selection"
    • P. Siegel, K. Omer, A. deKorvin, and A. Zebda, Eds. Stamford, CN: JAI Press
    • A. Tahai, S. Walczak, and J. T. Rigsby, "Improving artificial neural network performance through input variable selection," in Applicat. Fuzzy Sets and Theory Evidence to Accounting II, P. Siegel, K. Omer, A. deKorvin, and A. Zebda, Eds. Stamford, CN: JAI Press, 1998, pp. 277-292.
    • (1998) Applicat. Fuzzy Sets and Theory Evidence to Accounting II , pp. 277-292
    • Tahai, A.1    Walczak, S.2    Rigsby, J.T.3
  • 42
    • 0001126233 scopus 로고    scopus 로고
    • "Heuristic principles for the design of artificial neural networks"
    • S. Walczak and N. Cerpa, "Heuristic principles for the design of artificial neural networks," Inform. Software Technol., vol. 41, no. 2, pp. 109-119, 1999.
    • (1999) Inform. Software Technol. , vol.41 , Issue.2 , pp. 109-119
    • Walczak, S.1    Cerpa, N.2
  • 43
    • 75949089711 scopus 로고
    • "Comparing the modeling performance of regression and neural networks as data quality varies: A business value approach"
    • A. Bansal, R. J. Kauffman, and R. R. Weitz, "Comparing the modeling performance of regression and neural networks as data quality varies: A business value approach," J. Manage. Inform. Syst., vol. 10, no. 1, pp. 11-32, 1993.
    • (1993) J. Manage. Inform. Syst. , vol.10 , Issue.1 , pp. 11-32
    • Bansal, A.1    Kauffman, R.J.2    Weitz, R.R.3
  • 45
    • 0030104449 scopus 로고    scopus 로고
    • "Artificial neural networks: A tutorial"
    • Mar
    • A. K. Jain, J. Mao, and K. M. Mohiuddin, "Artificial neural networks: a tutorial," Computer, vol. 29, no. 3, pp. 31-44, Mar. 1996.
    • (1996) Computer , vol.29 , Issue.3 , pp. 31-44
    • Jain, A.K.1    Mao, J.2    Mohiuddin, K.M.3
  • 46
    • 0034566476 scopus 로고    scopus 로고
    • "Training radial basis function neural networks: Effects of training set size and imbalanced training sets"
    • L. Al-Haddad, C. W. Morris, and L. Boddy, "Training radial basis function neural networks: Effects of training set size and imbalanced training sets," J. Microbiol. Methods, vol. 43, no. 1, pp. 3344, 2000.
    • (2000) J. Microbiol. Methods , vol.43 , Issue.1 , pp. 3344
    • Al-Haddad, L.1    Morris, C.W.2    Boddy, L.3
  • 47
    • 0000669406 scopus 로고    scopus 로고
    • "Neural network experiments in business-failure forecasting: Predictive performance measurement issues"
    • R. Sharda and R. L. Wilson, "Neural network experiments in business-failure forecasting: Predictive performance measurement issues," Int. J. Comput. Intell. Org., vol. 1, no. 2, pp. 107-117, 1996.
    • (1996) Int. J. Comput. Intell. Org. , vol.1 , Issue.2 , pp. 107-117
    • Sharda, R.1    Wilson, R.L.2
  • 48
    • 0028444978 scopus 로고
    • "Bankruptcy prediction using neural networks"
    • R. L. Wilson and R. Sharda, "Bankruptcy prediction using neural networks," Decision Support Syst., vol. 11, no. 5, pp. 545-557, 1994.
    • (1994) Decision Support Syst. , vol.11 , Issue.5 , pp. 545-557
    • Wilson, R.L.1    Sharda, R.2
  • 49
    • 0002312168 scopus 로고
    • "Extrapolation and interpolation in neural network classifiers"
    • Oct
    • E. Barnard and L. Wessels, "Extrapolation and interpolation in neural network classifiers," IEEE Control Syst. Mag., vol. 12, no. 5, pp. 50-53, Oct. 1992.
    • (1992) IEEE Control Syst. Mag. , vol.12 , Issue.5 , pp. 50-53
    • Barnard, E.1    Wessels, L.2
  • 50
    • 0002233827 scopus 로고    scopus 로고
    • "Estimating posterior probabilities in classification problems with neural networks"
    • M. S. Hung, Y. M. Hu, M. S. Shanker, and B. E. Patuwo, "Estimating posterior probabilities in classification problems with neural networks," Int. J. Comput. Intell. Org., vol. 1, no. 1, pp. 49-60, 1996.
    • (1996) Int. J. Comput. Intell. Org. , vol.1 , Issue.1 , pp. 49-60
    • Hung, M.S.1    Hu, Y.M.2    Shanker, M.S.3    Patuwo, B.E.4


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