메뉴 건너뛰기




Volumn 36, Issue 4, 2012, Pages 2387-2399

Data mining techniques for assisting the diagnosis of pressure ulcer development in surgical patients

Author keywords

Data mining; Decision tree; Logistic regression; Mahalanobis Taguchi System; Pressure ulcer; Support vector machines

Indexed keywords

ADULT; AGED; ARTICLE; CASE STUDY; DATA MINING; DECISION TREE; DECUBITUS; DISEASE CLASSIFICATION; FEMALE; HUMAN; LOGISTIC REGRESSION ANALYSIS; MAHALANOBIS TAGUCHI SYSTEM; MAJOR CLINICAL STUDY; MALE; NOISE; PROBABILITY; SENSITIVITY AND SPECIFICITY; SUPPORT VECTOR MACHINE; SURGICAL PATIENT; COMPUTER ASSISTED DIAGNOSIS; MIDDLE AGED; POSTOPERATIVE CARE; STATISTICAL MODEL; THEORETICAL MODEL;

EID: 84873030660     PISSN: 01485598     EISSN: 1573689X     Source Type: Journal    
DOI: 10.1007/s10916-011-9706-1     Document Type: Article
Times cited : (43)

References (31)
  • 1
    • 0036634641 scopus 로고    scopus 로고
    • Incidence of pressure ulcers due to surgery
    • 10.1046/j.1365-2702.2002.00621.x
    • Schoonhoven, L., Defloor, T., and Grypdonck, M. H. F., Incidence of pressure ulcers due to surgery. J. Clin. Nurs. 11(4):479-487, 2002.
    • (2002) J. Clin. Nurs. , vol.11 , Issue.4 , pp. 479-487
    • Schoonhoven, L.1    Defloor, T.2    Grypdonck, M.H.F.3
  • 2
    • 58149139715 scopus 로고    scopus 로고
    • Accuracy in the recording of pressure ulcers and prevention after implementing an electronic health record in hospital care
    • 10.1136/qshc.2007.023341
    • Gunningberg, L., Dahm, M. F., and Ehrenberg, A., Accuracy in the recording of pressure ulcers and prevention after implementing an electronic health record in hospital care. Qual. Saf. Health Care 17(4):281-285, 2008.
    • (2008) Qual. Saf. Health Care , vol.17 , Issue.4 , pp. 281-285
    • Gunningberg, L.1    Dahm, M.F.2    Ehrenberg, A.3
  • 3
    • 0033181931 scopus 로고    scopus 로고
    • Hospital-Acquired Pressure Ulcers: A Comparison of Costs in Medical vs. Surgical Patients
    • Ken, B., and Sharon, A. A., Hospital-Acquired Pressure Ulcers: A Comparison of Costs in Medical vs. Surgical Patients. Nurs. Econ. 17:263-271, 1999.
    • (1999) Nurs. Econ. , vol.17 , pp. 263-271
    • Ken, B.1    Sharon, A.A.2
  • 4
    • 0029441664 scopus 로고
    • Computerized support of pressure ulcer prevention and treatment protocols
    • Willson, D., Ashton, C., Wingate, N., et al., "Computerized support of pressure ulcer prevention and treatment protocols," in Proc Annu Symp Comput Appl Med Care, 1995, pp. 646-650.
    • (1995) Proc Annu Symp Comput Appl Med Care , pp. 646-650
    • Willson, D.1    Ashton, C.2    Wingate, N.3
  • 5
    • 0346580225 scopus 로고    scopus 로고
    • Evaluation of a decision support system for pressure ulcer prevention and management: Preliminary findings
    • Zielstorff, R. D., Estey, G., Vickery, A., et al., "Evaluation of a decision support system for pressure ulcer prevention and management: preliminary findings," in Proc AMIA Annu Fall Symp, 1997, pp. 248-252.
    • (1997) Proc AMIA Annu Fall Symp , pp. 248-252
    • Zielstorff, R.D.1    Estey, G.2    Vickery, A.3
  • 6
    • 34547106402 scopus 로고    scopus 로고
    • Predictive Modeling for the Prevention of Hospital-Acquired Pressure Ulcers
    • Tae, Y. K., and Norma, L., "Predictive Modeling for the Prevention of Hospital-Acquired Pressure Ulcers," in Proc AMIA Annu Fall Symp, pp. 434-438, 2006.
    • (2006) Proc AMIA Annu Fall Symp , pp. 434-438
    • Tae, Y.K.1    Norma, L.2
  • 7
    • 0034798159 scopus 로고    scopus 로고
    • Reduced incidence of pressure ulcers in patients with hip fractures: A 2-year follow-up of quality indicators
    • 10.1093/intqhc/13.5.399
    • Gunningberg, L., Lindholm, C., Carlsson, M., et al., Reduced incidence of pressure ulcers in patients with hip fractures: a 2-year follow-up of quality indicators. Int. J. Qual. Health Care 13(5):399-407, 2001.
    • (2001) Int. J. Qual. Health Care , vol.13 , Issue.5 , pp. 399-407
    • Gunningberg, L.1    Lindholm, C.2    Carlsson, M.3
  • 8
    • 47749085979 scopus 로고    scopus 로고
    • Tracking quality over time: What do pressure ulcer data show?
    • 10.1093/intqhc/mzn009
    • Gunningberg, L., and Stotts, N. A., Tracking quality over time: what do pressure ulcer data show? Int. J. Qual. Health Care 24:246-253, 2008.
    • (2008) Int. J. Qual. Health Care , vol.24 , pp. 246-253
    • Gunningberg, L.1    Stotts, N.A.2
  • 9
    • 33645534220 scopus 로고    scopus 로고
    • Implementation of a new policy results in a decrease of pressure ulcer frequency
    • 10.1093/intqhc/mzi088
    • De Laat, E. H., Schoonhoven, L., Pickkers, P., et al., Implementation of a new policy results in a decrease of pressure ulcer frequency. Int. J. Qual. Health Care 18:107-112, 2006.
    • (2006) Int. J. Qual. Health Care , vol.18 , pp. 107-112
    • De Laat, E.H.1    Schoonhoven, L.2    Pickkers, P.3
  • 11
    • 85028105400 scopus 로고    scopus 로고
    • National Pressure Ulcer Advisory Panel September 1
    • National Pressure Ulcer Advisory Panel. "Pressure Ulcer Category," September 1, 2010; http://www.npuap.org/resources.htm.
    • (2010) Pressure Ulcer Category
  • 12
    • 20444492906 scopus 로고    scopus 로고
    • Predicting pressure ulcer risk with the modified Braden, Braden, and Norton scales in acute care hospitals in Mainland China
    • 10.1016/j.apnr.2005.01.001
    • Kwong, E., Pang, S., Wong, T., et al., Predicting pressure ulcer risk with the modified Braden, Braden, and Norton scales in acute care hospitals in Mainland China. Appl. Nurs. Res. 18(2):122-128, 2005.
    • (2005) Appl. Nurs. Res. , vol.18 , Issue.2 , pp. 122-128
    • Kwong, E.1    Pang, S.2    Wong, T.3
  • 14
    • 0023208713 scopus 로고
    • A conceptual schema for the study of the etiology of pressure sores
    • Braden, B., and Bergstrom, N., A conceptual schema for the study of the etiology of pressure sores. Rehabil. Nurs. 12(1):8-12, 1987.
    • (1987) Rehabil. Nurs. , vol.12 , Issue.1 , pp. 8-12
    • Braden, B.1    Bergstrom, N.2
  • 15
    • 33244486553 scopus 로고    scopus 로고
    • Prediction of pressure ulcer development in hospitalized patients: A tool for risk assessment
    • 10.1136/qshc.2005.015362
    • Schoonhoven, L., Grobbee, D. E., Donders, A. R. T., et al., Prediction of pressure ulcer development in hospitalized patients: a tool for risk assessment. Qual. Saf. Health Care 15:65-70, 2006.
    • (2006) Qual. Saf. Health Care , vol.15 , pp. 65-70
    • Schoonhoven, L.1    Grobbee, D.E.2    Donders, A.R.T.3
  • 16
    • 0022433481 scopus 로고
    • Pressure sores: A risk assessment card
    • Waterlow, J., Pressure sores: a risk assessment card. Nurs. Time 81(48):49-55, 1985.
    • (1985) Nurs. Time , vol.81 , Issue.48 , pp. 49-55
    • Waterlow, J.1
  • 17
    • 0033094353 scopus 로고    scopus 로고
    • The risk of pressure sores: A conceptual scheme
    • 10.1046/j.1365-2702.1999.00254.x
    • Defloor, T., The risk of pressure sores: a conceptual scheme. J. Clin. Nurs. 8:206-216, 1999.
    • (1999) J. Clin. Nurs. , vol.8 , pp. 206-216
    • Defloor, T.1
  • 18
    • 0023254767 scopus 로고
    • The braden scale for predicting pressure sore risk
    • 10.1097/00006199-198707000-00002
    • Bergstrom, N., Braden, B., Laguzza, A., et al., The braden scale for predicting pressure sore risk. Nurs. Res. 36(4):205-210, 1987.
    • (1987) Nurs. Res. , vol.36 , Issue.4 , pp. 205-210
    • Bergstrom, N.1    Braden, B.2    Laguzza, A.3
  • 19
    • 0036692161 scopus 로고    scopus 로고
    • Risk indicators for pressure ulcers during surgery
    • 10.1053/apnr.2002.34145
    • Schoonhoven, L., Defloor, T., van der Tweel, I., et al., Risk indicators for pressure ulcers during surgery. Appl. Nurs. Res. 15(3):163-173, 2002.
    • (2002) Appl. Nurs. Res. , vol.15 , Issue.3 , pp. 163-173
    • Schoonhoven, L.1    Defloor, T.2    Van Der Tweel, I.3
  • 20
    • 0035841036 scopus 로고    scopus 로고
    • Feature extraction and classification of breast cancer on dynamic magnetic resonance imaging using artificial neural network
    • 10.1016/S0304-3835(01)00508-0
    • Abdolmaleki, P., Buadu, L. D., and Naderimansh, H., Feature extraction and classification of breast cancer on dynamic magnetic resonance imaging using artificial neural network. Cancer Lett. 171(2):183-191, 2001.
    • (2001) Cancer Lett. , vol.171 , Issue.2 , pp. 183-191
    • Abdolmaleki, P.1    Buadu, L.D.2    Naderimansh, H.3
  • 25
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • 0998.68111 10.1023/A:1012487302797
    • Guyon, I., Weston, J., Barnhill, S., et al., Gene selection for cancer classification using support vector machines. Mach. Learn. 46(1):389-422, 2002.
    • (2002) Mach. Learn. , vol.46 , Issue.1 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3
  • 29
    • 20844441675 scopus 로고    scopus 로고
    • KBA: Kernel Boundary Alignment considering imbalanced data distribution
    • 10.1109/TKDE.2005.95
    • Wu, G., and Chang, E. Y., KBA: Kernel Boundary Alignment considering imbalanced data distribution. IEEE Trans. Knowl. Data Eng. 17(6):786-794, 2005.
    • (2005) IEEE Trans. Knowl. Data Eng. , vol.17 , Issue.6 , pp. 786-794
    • Wu, G.1    Chang, E.Y.2
  • 30
    • 34648841070 scopus 로고    scopus 로고
    • An Evaluation of the Robustness of MTS for Imbalanced Data
    • 10.1109/TKDE.2007.190623
    • Su, C.-T., and Hsiao, Y.-H., An Evaluation of the Robustness of MTS for Imbalanced Data. IEEE Trans. Knowl. Data Eng. 19(10):1321-1332, 2007.
    • (2007) IEEE Trans. Knowl. Data Eng. , vol.19 , Issue.10 , pp. 1321-1332
    • Su, C.-T.1    Hsiao, Y.-H.2
  • 31
    • 76749092270 scopus 로고    scopus 로고
    • The WEKA data mining software: An update
    • 10.1145/1656274.1656278
    • Hall, M., Frank, E., Holmes, G., et al., The WEKA data mining software: an update. SIGKDD Explor. 11(1):10-18, 2009.
    • (2009) SIGKDD Explor. , vol.11 , Issue.1 , pp. 10-18
    • Hall, M.1    Frank, E.2    Holmes, G.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.