메뉴 건너뛰기




Volumn 10, Issue 7, 2015, Pages

Prediction of outcome in acute lower gastrointestinal bleeding using gradient boosting

Author keywords

[No Author keywords available]

Indexed keywords

ACUTE DISEASE; ACUTE LOWER GASTROINTESTINAL BLEEDING; ADOLESCENT; ADULT; AGED; ARTICLE; BLEED SCORE; CLASSIFIER; DIAGNOSTIC ACCURACY; DIAGNOSTIC TEST ACCURACY STUDY; DISEASE SEVERITY; FEMALE; GASTROINTESTINAL HEMORRHAGE; GRADIENT BOOSTING; HUMAN; MAJOR CLINICAL STUDY; MALE; MULTIVARIATE LOGISTIC REGRESSION ANALYSIS; PREDICTION; PREDICTIVE VALUE; PROGNOSIS; PROGNOSTIC ASSESSMENT; RECURRENT DISEASE; SENSITIVITY AND SPECIFICITY; STRATE PREDICTION RULE; TEACHING HOSPITAL; ALGORITHM; COHORT ANALYSIS; MACHINE LEARNING; MEDICAL INFORMATICS; MIDDLE AGED; PROCEDURES; STATISTICAL MODEL; VERY ELDERLY; YOUNG ADULT;

EID: 84940737344     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0132485     Document Type: Article
Times cited : (56)

References (32)
  • 1
    • 77949653475 scopus 로고    scopus 로고
    • The role of colonoscopy and radiological procedures in the management of acute lower intestinal bleeding
    • PMID: 20036757
    • Strate LL, Naumann CR. The role of colonoscopy and radiological procedures in the management of acute lower intestinal bleeding. Clin Gastroenterol Hepatol. 2010; 8: 333-343. doi: 10.1016/j.cgh.2009.12.017 PMID: 20036757
    • (2010) Clin Gastroenterol Hepatol , vol.8 , pp. 333-343
    • Strate, L.L.1    Naumann, C.R.2
  • 2
    • 85046588922 scopus 로고    scopus 로고
    • Time trends and impact of upper and lower gastrointestinal bleeding and perforation in clinical practice
    • PMID: 19574968
    • Lanas A, García-Rodríguez LA, Polo-Tomás M, Ponce M, Alonso-Abreu I, Perez-Aisa MA, et al. Time trends and impact of upper and lower gastrointestinal bleeding and perforation in clinical practice. Am J Gastroenterol. 2009; 104: 1633-1641. doi: 10.1038/ajg.2009.164 PMID: 19574968
    • (2009) Am J Gastroenterol , vol.104 , pp. 1633-1641
    • Lanas, A.1    García-Rodríguez, L.A.2    Polo-Tomás, M.3    Ponce, M.4    Alonso-Abreu, I.5    Perez-Aisa, M.A.6
  • 3
    • 71049165915 scopus 로고    scopus 로고
    • Diagnosis and management of lower gastrointestinal bleeding
    • PMID: 19881516
    • Barnert J, Messmann H. Diagnosis and management of lower gastrointestinal bleeding. Nat Rev Gastroenterol Hepatol. 2009; 6: 637-646. doi: 10.1038/nrgastro.2009.167 PMID: 19881516
    • (2009) Nat Rev Gastroenterol Hepatol , vol.6 , pp. 637-646
    • Barnert, J.1    Messmann, H.2
  • 4
    • 20444439442 scopus 로고    scopus 로고
    • Review article: The management of lower gastrointestinal bleeding
    • PMID: 15932359
    • Farrell JJ, Friedman LS. Review article: the management of lower gastrointestinal bleeding. Aliment Pharmacol Ther. 2005; 21: 1281-1298. doi: 10.1111/j.1365-2036.2005.02485.x PMID: 15932359
    • (2005) Aliment Pharmacol Ther , vol.21 , pp. 1281-1298
    • Farrell, J.J.1    Friedman, L.S.2
  • 5
    • 0142155223 scopus 로고    scopus 로고
    • Prediction of outcome in acute lower-gastrointestinal haemorrhage based on an artificial neural network: Internal and external validation of a predictive model
    • PMID: 14575969
    • Das A, Ben-Menachem T, Cooper GS, Chak A, Sivak MV, Gonet JA, et al. Prediction of outcome in acute lower-gastrointestinal haemorrhage based on an artificial neural network: internal and external validation of a predictive model. Lancet. 2003; 362: 1261-1266. doi: 10.1016/S0140-6736(03)14568-0 PMID: 14575969
    • (2003) Lancet , vol.362 , pp. 1261-1266
    • Das, A.1    Ben-Menachem, T.2    Cooper, G.S.3    Chak, A.4    Sivak, M.V.5    Gonet, J.A.6
  • 6
    • 84904689662 scopus 로고    scopus 로고
    • Risk of comorbidities and outcomes in patients with lower gastrointestinal bleeding-a nationwide study
    • PMID: 24913253
    • Venkatesh PGK, Njei B, Sanaka MR, Navaneethan U. Risk of comorbidities and outcomes in patients with lower gastrointestinal bleeding-a nationwide study. Int J Colorectal Dis. 2014; 29: 953-960. doi: 10.1007/s00384-014-1915-x PMID: 24913253
    • (2014) Int J Colorectal Dis , vol.29 , pp. 953-960
    • Venkatesh, P.G.K.1    Njei, B.2    Sanaka, M.R.3    Navaneethan, U.4
  • 7
    • 84925340342 scopus 로고    scopus 로고
    • Recurrence and Mortality Among Patients Hospitalized for Acute Lower Gastrointestinal Bleeding
    • Aoki T, Nagata N, Niikura R, Shimbo T, Tanaka S, Sekine K, et al. Recurrence and Mortality Among Patients Hospitalized for Acute Lower Gastrointestinal Bleeding. Clin Gastroenterol Hepatol. 2014; doi: 10.1016/j.cgh.2014.06.023
    • (2014) Clin Gastroenterol Hepatol
    • Aoki, T.1    Nagata, N.2    Niikura, R.3    Shimbo, T.4    Tanaka, S.5    Sekine, K.6
  • 8
    • 79956107773 scopus 로고    scopus 로고
    • Impact of upper and lower gastrointestinal blood loss on healthcare utilization and costs: A systematic review
    • PMID: 21456948
    • Parker DR, Luo X, Jalbert JJ, Assaf AR. Impact of upper and lower gastrointestinal blood loss on healthcare utilization and costs: a systematic review. J Med Econ. 2011; 14: 279-287. doi: 10.3111/13696998.2011.571328 PMID: 21456948
    • (2011) J Med Econ , vol.14 , pp. 279-287
    • Parker, D.R.1    Luo, X.2    Jalbert, J.J.3    Assaf, A.R.4
  • 9
    • 25644446123 scopus 로고    scopus 로고
    • Validation of a clinical prediction rule for severe acute lower intestinal bleeding
    • PMID: 16086720
    • Strate LL, Saltzman JR, Ookubo R, Mutinga ML, Syngal S. Validation of a clinical prediction rule for severe acute lower intestinal bleeding. Am J Gastroenterol. 2005; 100: 1821-1827. doi: 10.1111/j.1572-0241.2005.41755.x PMID: 16086720
    • (2005) Am J Gastroenterol , vol.100 , pp. 1821-1827
    • Strate, L.L.1    Saltzman, J.R.2    Ookubo, R.3    Mutinga, M.L.4    Syngal, S.5
  • 10
    • 0030838946 scopus 로고    scopus 로고
    • BLEED: A classification tool to predict outcomes in patients with acute upper and lower gastrointestinal hemorrhage
    • PMID: 9233736
    • Kollef MH, O'Brien JD, Zuckerman GR, Shannon W. BLEED: a classification tool to predict outcomes in patients with acute upper and lower gastrointestinal hemorrhage. Crit Care Med. 1997; 25: 1125-1132. PMID: 9233736
    • (1997) Crit Care Med , vol.25 , pp. 1125-1132
    • Kollef, M.H.1    O'Brien, J.D.2    Zuckerman, G.R.3    Shannon, W.4
  • 11
    • 84862492452 scopus 로고    scopus 로고
    • Management of acute upper gastrointestinal bleeding: Summary of NICE guidance
    • PMID: 22695897
    • Dworzynski K, Pollit V, Kelsey A, Higgins B, Palmer K, Guideline Development Group. Management of acute upper gastrointestinal bleeding: summary of NICE guidance. BMJ. 2012; 344: e3412. doi: 10.1136/bmj.e3412 PMID: 22695897
    • (2012) BMJ , vol.344
    • Dworzynski, K.1    Pollit, V.2    Kelsey, A.3    Higgins, B.4    Palmer, K.5
  • 12
    • 0003684449 scopus 로고    scopus 로고
    • The elements of statistical learning: Data mining, inference, and prediction
    • Springer. New York, NY: Springer Available
    • Hastie T, Tibshirani R, Friedman J. The elements of statistical learning: data mining, inference, and prediction. Springer Series in Statistics [Internet]. Springer. New York, NY: Springer; 2009. Available: http://uzpdf.namiofpreblecounty.com/the-elements-of-trevor-68729210.pdf
    • (2009) Springer Series in Statistics [Internet]
    • Hastie, T.1    Tibshirani, R.2    Friedman, J.3
  • 13
    • 0035470889 scopus 로고    scopus 로고
    • Greedy function approximation: A gradient boosting machine
    • 200110
    • Friedman JH. Greedy function approximation: A gradient boosting machine. Ann Stat. 200110; 29: 1189-1232. doi: 10.1214/aos/1013203451
    • Ann Stat , vol.29 , pp. 1189-1232
    • Friedman, J.H.1
  • 14
    • 33846011470 scopus 로고    scopus 로고
    • A five-gene signature and clinical outcome in non-small-cell lung cancer
    • PMID: 17202451
    • Chen H-Y, Yu S-L, Chen C-H, Chang G-C, Chen C-Y, Yuan A, et al. A five-gene signature and clinical outcome in non-small-cell lung cancer. N Engl J Med. 2007; 356: 11-20. doi: 10.1056/NEJMoa060096 PMID: 17202451
    • (2007) N Engl J Med , vol.356 , pp. 11-20
    • Chen, H.-Y.1    Yu, S.-L.2    Chen, C.-H.3    Chang, G.-C.4    Chen, C.-Y.5    Yuan, A.6
  • 15
    • 84901189302 scopus 로고    scopus 로고
    • A random forest based risk model for reliable and accurate prediction of receipt of transfusion in patients undergoing percutaneous coronary intervention
    • PMID: 24816645
    • Gurm HS, Kooiman J, LaLonde T, Grines C, Share D, Seth M. A random forest based risk model for reliable and accurate prediction of receipt of transfusion in patients undergoing percutaneous coronary intervention. PloS One. 2014; 9: e96385. doi: 10.1371/journal.pone.0096385 PMID: 24816645
    • (2014) PloS One , vol.9
    • Gurm, H.S.1    Kooiman, J.2    LaLonde, T.3    Grines, C.4    Share, D.5    Seth, M.6
  • 16
    • 77953833279 scopus 로고    scopus 로고
    • Random forest can predict 30-day mortality of spontaneous intracerebral hemorrhage with remarkable discrimination
    • Peng S-Y, Chuang Y-C, Kang T-W, Tseng K-H. Random forest can predict 30-day mortality of spontaneous intracerebral hemorrhage with remarkable discrimination. Eur J Neurol Off J Eur Fed Neurol Soc. 2010; 17: 945-950. doi: 10.1111/j.1468-1331.2010.02955.x
    • (2010) Eur J Neurol Off J Eur Fed Neurol Soc , vol.17 , pp. 945-950
    • Peng, S.-Y.1    Chuang, Y.-C.2    Kang, T.-W.3    Tseng, K.-H.4
  • 19
    • 84905179046 scopus 로고    scopus 로고
    • Application of the Gradient Boosted method in randomised clinical trials: Participant variables that contribute to depression treatment efficacy of duloxetine, SSRIs or placebo
    • PMID: 25080392
    • Dodd S, Berk M, Kelin K, Zhang Q, Eriksson E, Deberdt W, et al. Application of the Gradient Boosted method in randomised clinical trials: Participant variables that contribute to depression treatment efficacy of duloxetine, SSRIs or placebo. J Affect Disord. 2014; 168: 284-293. doi: 10.1016/j.jad.2014.05.014 PMID: 25080392
    • (2014) J Affect Disord , vol.168 , pp. 284-293
    • Dodd, S.1    Berk, M.2    Kelin, K.3    Zhang, Q.4    Eriksson, E.5    Deberdt, W.6
  • 20
    • 78649968386 scopus 로고    scopus 로고
    • Prediction of transfers to tertiary care and hospital mortality: A gradient boosting decision tree approach
    • Xie J, Coggeshall S. Prediction of transfers to tertiary care and hospital mortality: A gradient boosting decision tree approach. Stat Anal Data Min. 2010; 3: 253-258. doi: 10.1002/sam.10079
    • (2010) Stat Anal Data Min , vol.3 , pp. 253-258
    • Xie, J.1    Coggeshall, S.2
  • 22
    • 84890101314 scopus 로고    scopus 로고
    • A gradient boosting algorithm for survival analysis via direct optimization of concordance index
    • Chen Y, Jia Z, Mercola D, Xie X. A gradient boosting algorithm for survival analysis via direct optimization of concordance index. Comput Math Methods Med. 2013;2013. doi: 10.1155/2013/873595
    • (2013) Comput Math Methods Med , vol.2013
    • Chen, Y.1    Jia, Z.2    Mercola, D.3    Xie, X.4
  • 23
    • 33750479344 scopus 로고    scopus 로고
    • Toxicogenomics strategies for predicting drug toxicity
    • PMID: 17054411
    • Martin R, Rose D, Yu K, Barros S. Toxicogenomics strategies for predicting drug toxicity. Pharmacogenomics. 2006; 7: 1003-1016. doi: 10.2217/14622416.7.7.1003 PMID: 17054411
    • (2006) Pharmacogenomics , vol.7 , pp. 1003-1016
    • Martin, R.1    Rose, D.2    Yu, K.3    Barros, S.4
  • 24
    • 0000245743 scopus 로고    scopus 로고
    • Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author)
    • Breiman L. Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author). Stat Sci. 2001; 199-231. doi: 10.1214/ss/1009213726
    • (2001) Stat Sci , pp. 199-231
    • Breiman, L.1
  • 25
    • 0345269191 scopus 로고    scopus 로고
    • Early predictors of severity in acute lower intestinal tract bleeding
    • PMID: 12695275
    • Strate LL, Orav EJ, Syngal S. Early predictors of severity in acute lower intestinal tract bleeding. Arch Intern Med. 2003; 163: 838-843. doi: 10.1001/archinte.163.7.838 PMID: 12695275
    • (2003) Arch Intern Med , vol.163 , pp. 838-843
    • Strate, L.L.1    Orav, E.J.2    Syngal, S.3
  • 27
    • 39149104380 scopus 로고    scopus 로고
    • A decision support system to facilitate management of patients with acute gastrointestinal bleeding
    • PMID: 18063351
    • Chu A, Ahn H, Halwan B, Kalmin B, Artifon ELA, Barkun A, et al. A decision support system to facilitate management of patients with acute gastrointestinal bleeding. Artif Intell Med. 2008; 42: 247-259. doi: 10.1016/j.artmed.2007.10.003 PMID: 18063351
    • (2008) Artif Intell Med , vol.42 , pp. 247-259
    • Chu, A.1    Ahn, H.2    Halwan, B.3    Kalmin, B.4    Artifon, E.L.A.5    Barkun, A.6
  • 28
    • 0035478854 scopus 로고    scopus 로고
    • Random Forests
    • Breiman L. Random Forests. Mach Learn. 2001; 45: 5-32.
    • (2001) Mach Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 29
    • 84903126428 scopus 로고    scopus 로고
    • Application of random forests methods to diabetic retinopathy classification analyses
    • PMID: 24940623
    • Casanova R, Saldana S, Chew EY, Danis RP, Greven CM, Ambrosius WT. Application of random forests methods to diabetic retinopathy classification analyses. PloS One. 2014; 9: e98587. doi: 10.1371/journal.pone.0098587 PMID: 24940623
    • (2014) PloS One , vol.9
    • Casanova, R.1    Saldana, S.2    Chew, E.Y.3    Danis, R.P.4    Greven, C.M.5    Ambrosius, W.T.6
  • 30
    • 80051660823 scopus 로고    scopus 로고
    • Data mining methods in the prediction of Dementia: A real-data comparison of the accuracy, sensitivity and specificity of linear discriminant analysis, logistic regression, neural networks, support vector machines, classification trees and random forests
    • PMID: 21849043
    • Maroco J, Silva D, Rodrigues A, Guerreiro M, Santana I, de Mendonça A. Data mining methods in the prediction of Dementia: A real-data comparison of the accuracy, sensitivity and specificity of linear discriminant analysis, logistic regression, neural networks, support vector machines, classification trees and random forests. BMC Res Notes. 2011; 4: 299. doi: 10.1186/1756-0500-4-299 PMID: 21849043
    • (2011) BMC Res Notes , vol.4 , pp. 299
    • Maroco, J.1    Silva, D.2    Rodrigues, A.3    Guerreiro, M.4    Santana, I.5    De Mendonça, A.6
  • 31
    • 84865535937 scopus 로고    scopus 로고
    • Regression trees for predicting mortality in patients with cardiovascular disease: What improvement is achieved by using ensemble-based methods?
    • Austin PC, Lee DS, Steyerberg EW, Tu JV. Regression trees for predicting mortality in patients with cardiovascular disease: what improvement is achieved by using ensemble-based methods? Biom J Biom Z. 2012; 54: 657-673. doi: 10.1002/bimj.201100251
    • (2012) Biom J Biom Z , vol.54 , pp. 657-673
    • Austin, P.C.1    Lee, D.S.2    Steyerberg, E.W.3    Tu, J.V.4
  • 32
    • 50949133905 scopus 로고    scopus 로고
    • Risk factors for mortality in lower intestinal bleeding
    • PMID: 18558513
    • Strate LL, Ayanian JZ, Kotler G, Syngal S. Risk factors for mortality in lower intestinal bleeding. Clin Gastroenterol Hepatol. 2008; 6: 1004-1010. doi: 10.1016/j.cgh.2008.03.021 PMID: 18558513
    • (2008) Clin Gastroenterol Hepatol , vol.6 , pp. 1004-1010
    • Strate, L.L.1    Ayanian, J.Z.2    Kotler, G.3    Syngal, S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.