메뉴 건너뛰기




Volumn 5, Issue 1, 2014, Pages

Septic shock prediction for patients with missing data

Author keywords

Data mining; Imputation methods; Missing data; Sepsis

Indexed keywords

DATA MINING; GENE EXPRESSION; INTENSIVE CARE UNITS;

EID: 84899106645     PISSN: 2158656X     EISSN: 21586578     Source Type: Journal    
DOI: 10.1145/2591676     Document Type: Article
Times cited : (38)

References (31)
  • 2
    • 84991220880 scopus 로고    scopus 로고
    • Assessment of six mortality prediction models in patients admitted with severe sepsis and septic shock to the intensive care unit: A prospective cohort study
    • Arabi, Y. Y., Al Shirawi, N. N., Memish, Z. Z., Venkatesh, S. S., and Al-Shimemeri, A. A. 2003. Assessment of six mortality prediction models in patients admitted with severe sepsis and septic shock to the intensive care unit: A prospective cohort study. Critical Care 7, 5, R116-R122.
    • (2003) Critical Care , vol.7 , Issue.5
    • Arabi, Y.Y.1    Al Shirawi, N.N.2    Memish, Z.Z.3    Venkatesh, S.S.4    Al-Shimemeri, A.A.5
  • 4
    • 0026710191 scopus 로고
    • Definitions for sepsis and organ failure and guidelines for the use of innovative therapies in sepsis
    • The ACCP/SCCM Consensus Conference Committee. American College of Chest Physicians/ Society of Critical Care Medicine
    • Bone, R. C., Balk, R. A., Cerra, F. B., Dellinger, R. P., Fein, A. M., Knaus, W. A., Schein, R. M., and Sibbald, W. J. 1992. Definitions for sepsis and organ failure and guidelines for the use of innovative therapies in sepsis. The ACCP/SCCM Consensus Conference Committee. American College of Chest Physicians/ Society of Critical Care Medicine. Chest 101, 6, 1644-1655.
    • (1992) Chest , vol.101 , Issue.6 , pp. 1644-1655
    • Bone, R.C.1    Balk, R.A.2    Cerra, F.B.3    Dellinger, R.P.4    Fein, A.M.5    Knaus, W.A.6    Schein, R.M.7    Sibbald, W.J.8
  • 6
    • 0035840891 scopus 로고    scopus 로고
    • Serial evaluation of the SOFA score to predict outcome in critically ill patients
    • Ferreira, F., Bota, D., Bross, A., Mélot, C., and Vincent, J. 2001. Serial evaluation of the SOFA score to predict outcome in critically ill patients. J. Amer. Med. Assoc. 286, 14, 1754.
    • (2001) J. Amer. Med. Assoc. , vol.286 , Issue.14 , pp. 1754
    • Ferreira, F.1    Bota, D.2    Bross, A.3    Mélot, C.4    Vincent, J.5
  • 8
    • 77950537175 scopus 로고    scopus 로고
    • Regularization paths for generalized linear models via coordinate descent
    • Friedman, J., Hastie, T., and Tibshirani, R. 2010. Regularization paths for generalized linear models via coordinate descent. J. Statist. Softw. 33, 1, 1-22.
    • (2010) J. Statist. Softw. , vol.33 , Issue.1 , pp. 1-22
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 9
    • 84859208479 scopus 로고    scopus 로고
    • Inpatient care for septicemia or sepsis: A challenge for patients and hospitals
    • Hall, M. J., Williams, S. N., DeFrances, C. J., and Golosinskiy, A. 2011. Inpatient care for septicemia or sepsis: A challenge for patients and hospitals. NCHS Data Brief 62, 1-8.
    • (2011) NCHS Data Brief , vol.62 , pp. 1-8
    • Hall, M.J.1    Williams, S.N.2    Defrances, C.J.3    Golosinskiy, A.4
  • 12
    • 84969249584 scopus 로고    scopus 로고
    • Imputation-enhanced prediction of septic shock in ICU patients. in
    • ACM SIGKDD Workshop on Health Informatics (HI-KDD'12)
    • Ho, J. C., Lee, C. H., and Ghosh, J. 2012. Imputation-enhanced prediction of septic shock in ICU patients. In Proceedings of the ACM SIGKDD Workshop on Health Informatics (HI-KDD'12).
    • (2012) Proceedings of the
    • Ho, J.C.1    Lee, C.H.2    Ghosh, J.3
  • 14
    • 80054830134 scopus 로고    scopus 로고
    • Time series analysis as input for clinical predictive modeling: Modeling cardiac arrest in a pediatric ICU
    • Kennedy, C. E. and Turley, J. P. 2011. Time series analysis as input for clinical predictive modeling: Modeling cardiac arrest in a pediatric ICU. Theor. Biol. Med. Model. 8, 40.
    • (2011) Theor. Biol. Med. Model. , vol.8 , pp. 40
    • Kennedy, C.E.1    Turley, J.P.2
  • 16
    • 80054919509 scopus 로고    scopus 로고
    • Development and validation of a model that uses enhanced administrative data to predict mortality in patients with sepsis
    • Lagu, T., Lindenauer, P. K., Rothberg, M. B., Nathanson, B. H., Pekow, P. S., Steingrub, J. S., and Higgins, T. L. 2011. Development and validation of a model that uses enhanced administrative data to predict mortality in patients with sepsis. Critical Care Med. 39, 11, 2425-2430.
    • (2011) Critical Care Med. , vol.39 , Issue.11 , pp. 2425-2430
    • Lagu, T.1    Lindenauer, P.K.2    Rothberg, M.B.3    Nathanson, B.H.4    Pekow, P.S.5    Steingrub, J.S.6    Higgins, T.L.7
  • 19
    • 84858866778 scopus 로고    scopus 로고
    • A classifier ensemble approach for the missing feature problem
    • Nanni, L., Lumini, A., and Brahnam, S. 2012. A classifier ensemble approach for the missing feature problem. Artif. Intell. Med. 55, 1.
    • (2012) Artif. Intell. Med. , vol.55 , pp. 1
    • Nanni, L.1    Lumini, A.2    Brahnam, S.3
  • 20
    • 34247175892 scopus 로고    scopus 로고
    • Implementation of a bundle of quality indicators for the early management of severe sepsis and septic shock is associated with decreased mortality
    • Nguyen, H. B., Corbett, S. W., Steele, R., Banta, J., Clark, R. T., Hayes, S. R., Edwards, J., Cho, T. W., and Wittlake, W. A. 2007. Implementation of a bundle of quality indicators for the early management of severe sepsis and septic shock is associated with decreased mortality. Critical Care Med. 35, 4, 1105-1112.
    • (2007) Critical Care Med. , vol.35 , Issue.4 , pp. 1105-1112
    • Nguyen, H.B.1    Corbett, S.W.2    Steele, R.3    Banta, J.4    Clark, R.T.5    Hayes, S.R.6    Edwards, J.7    Cho, T.W.8    Wittlake, W.A.9
  • 21
    • 0042626512 scopus 로고    scopus 로고
    • Knowledge-based approach to septic shock patient data using a neural network with trapezoidal activation functions
    • Paetz, J. 2003. Knowledge-based approach to septic shock patient data using a neural network with trapezoidal activation functions. Artif. Intell. Med. 28, 2, 207-230.
    • (2003) Artif. Intell. Med. , vol.28 , Issue.2 , pp. 207-230
    • Paetz, J.1
  • 28
    • 34249847958 scopus 로고    scopus 로고
    • PcaMethods-A bioconductor package providing PCA methods for incomplete data
    • Stacklies, W., Redestig, H., Scholz, M., Walther, D., and Selbig, J. 2007. PcaMethods-A bioconductor package providing PCA methods for incomplete data. Bioinf. 23, 9, 1164-1167.
    • (2007) Bioinf. , vol.23 , Issue.9 , pp. 1164-1167
    • Stacklies, W.1    Redestig, H.2    Scholz, M.3    Walther, D.4    Selbig, J.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.