메뉴 건너뛰기




Volumn 246, Issue , 2017, Pages 7-13

Machine learning for prediction of 30-day mortality after ST elevation myocardial infraction: An Acute Coronary Syndrome Israeli Survey data mining study

Author keywords

Data mining; Machine learning; Mortality; Outcome; STEMI

Indexed keywords

CREATININE;

EID: 85028571788     PISSN: 01675273     EISSN: 18741754     Source Type: Journal    
DOI: 10.1016/j.ijcard.2017.05.067     Document Type: Article
Times cited : (89)

References (51)
  • 1
    • 0037417523 scopus 로고    scopus 로고
    • Primary angioplasty versus intravenous thrombolytic therapy for acute myocardial infarction: a quantitative review of 23 randomised trials
    • Keeley, E.C., Boura, J.A., Grines, C.L., Primary angioplasty versus intravenous thrombolytic therapy for acute myocardial infarction: a quantitative review of 23 randomised trials. Lancet 361:9351 (2003), 13–20.
    • (2003) Lancet , vol.361 , Issue.9351 , pp. 13-20
    • Keeley, E.C.1    Boura, J.A.2    Grines, C.L.3
  • 2
    • 34548359246 scopus 로고    scopus 로고
    • Abciximab in primary coronary stenting of ST-elevation myocardial infarction: a European meta-analysis on individual patients' data with long-term follow-up
    • Montalescot, G., Antoniucci, D., Kastrati, A., et al. Abciximab in primary coronary stenting of ST-elevation myocardial infarction: a European meta-analysis on individual patients' data with long-term follow-up. Eur. Heart J. 28:4 (2007), 443–449.
    • (2007) Eur. Heart J. , vol.28 , Issue.4 , pp. 443-449
    • Montalescot, G.1    Antoniucci, D.2    Kastrati, A.3
  • 3
    • 22444449608 scopus 로고    scopus 로고
    • Addition of clopidogrel to aspirin and fibrinolytic therapy for myocardial infarction
    • (author reply 2647-2648)
    • Chua, D., Lo, C., Babor, E.M., Addition of clopidogrel to aspirin and fibrinolytic therapy for myocardial infarction. N. Engl. J. Med. 352:25 (2005), 2647–2648 (author reply 2647-2648).
    • (2005) N. Engl. J. Med. , vol.352 , Issue.25 , pp. 2647-2648
    • Chua, D.1    Lo, C.2    Babor, E.M.3
  • 4
    • 44649157131 scopus 로고    scopus 로고
    • Cardiac death and reinfarction after 1 year in the Thrombus Aspiration during Percutaneous coronary intervention in Acute myocardial infarction Study (TAPAS): a 1-year follow-up study
    • Vlaar, P.J., Svilaas, T., van der Horst, I.C., et al. Cardiac death and reinfarction after 1 year in the Thrombus Aspiration during Percutaneous coronary intervention in Acute myocardial infarction Study (TAPAS): a 1-year follow-up study. Lancet 371:9628 (2008), 1915–1920.
    • (2008) Lancet , vol.371 , Issue.9628 , pp. 1915-1920
    • Vlaar, P.J.1    Svilaas, T.2    van der Horst, I.C.3
  • 5
    • 84901757847 scopus 로고    scopus 로고
    • Comparison of double (360 mg) ticagrelor loading dose with standard (60 mg) prasugrel loading dose in ST-elevation myocardial infarction patients: the Rapid Activity of Platelet Inhibitor Drugs (RAPID) primary PCI 2 study
    • Parodi, G., Bellandi, B., Valenti, R., et al. Comparison of double (360 mg) ticagrelor loading dose with standard (60 mg) prasugrel loading dose in ST-elevation myocardial infarction patients: the Rapid Activity of Platelet Inhibitor Drugs (RAPID) primary PCI 2 study. Am. Heart J. 167:6 (2014), 909–914.
    • (2014) Am. Heart J. , vol.167 , Issue.6 , pp. 909-914
    • Parodi, G.1    Bellandi, B.2    Valenti, R.3
  • 6
    • 84922566754 scopus 로고    scopus 로고
    • Short- and long-term cause of death in patients treated with primary PCI for STEMI
    • Pedersen, F., Butrymovich, V., Kelbaek, H., et al. Short- and long-term cause of death in patients treated with primary PCI for STEMI. J. Am. Coll. Cardiol. 64:20 (2014), 2101–2108.
    • (2014) J. Am. Coll. Cardiol. , vol.64 , Issue.20 , pp. 2101-2108
    • Pedersen, F.1    Butrymovich, V.2    Kelbaek, H.3
  • 7
    • 0034718401 scopus 로고    scopus 로고
    • Cardiogenic shock complicating acute coronary syndromes
    • Hasdai, D., Topol, E.J., Califf, R.M., Berger, P.B., Holmes, D.R. Jr., Cardiogenic shock complicating acute coronary syndromes. Lancet 356:9231 (2000), 749–756.
    • (2000) Lancet , vol.356 , Issue.9231 , pp. 749-756
    • Hasdai, D.1    Topol, E.J.2    Califf, R.M.3    Berger, P.B.4    Holmes, D.R.5
  • 8
    • 63649129167 scopus 로고    scopus 로고
    • Thirty-year trends (1975 to 2005) in the magnitude of, management of, and hospital death rates associated with cardiogenic shock in patients with acute myocardial infarction: a population-based perspective
    • Goldberg, R.J., Spencer, F.A., Gore, J.M., Lessard, D., Yarzebski, J., Thirty-year trends (1975 to 2005) in the magnitude of, management of, and hospital death rates associated with cardiogenic shock in patients with acute myocardial infarction: a population-based perspective. Circulation 119:9 (2009), 1211–1219.
    • (2009) Circulation , vol.119 , Issue.9 , pp. 1211-1219
    • Goldberg, R.J.1    Spencer, F.A.2    Gore, J.M.3    Lessard, D.4    Yarzebski, J.5
  • 9
    • 77953577951 scopus 로고    scopus 로고
    • Population trends in the incidence and outcomes of acute myocardial infarction
    • Yeh, R.W., Sidney, S., Chandra, M., Sorel, M., Selby, J.V., Go, A.S., Population trends in the incidence and outcomes of acute myocardial infarction. N. Engl. J. Med. 362:23 (2010), 2155–2165.
    • (2010) N. Engl. J. Med. , vol.362 , Issue.23 , pp. 2155-2165
    • Yeh, R.W.1    Sidney, S.2    Chandra, M.3    Sorel, M.4    Selby, J.V.5    Go, A.S.6
  • 10
    • 33845257322 scopus 로고    scopus 로고
    • Prediction of risk of death and myocardial infarction in the six months after presentation with acute coronary syndrome: prospective multinational observational study (GRACE)
    • Fox, K.A., Dabbous, O.H., Goldberg, R.J., et al. Prediction of risk of death and myocardial infarction in the six months after presentation with acute coronary syndrome: prospective multinational observational study (GRACE). BMJ, 333(7578), 2006, 1091.
    • (2006) BMJ , vol.333 , Issue.7578 , pp. 1091
    • Fox, K.A.1    Dabbous, O.H.2    Goldberg, R.J.3
  • 11
    • 1442299761 scopus 로고    scopus 로고
    • Predicting mortality in patients with ST-elevation myocardial infarction treated with primary percutaneous coronary intervention (PAMI risk score)
    • Addala, S., Grines, C.L., Dixon, S.R., et al. Predicting mortality in patients with ST-elevation myocardial infarction treated with primary percutaneous coronary intervention (PAMI risk score). Am. J. Cardiol. 93:5 (2004), 629–632.
    • (2004) Am. J. Cardiol. , vol.93 , Issue.5 , pp. 629-632
    • Addala, S.1    Grines, C.L.2    Dixon, S.R.3
  • 12
    • 0034711145 scopus 로고    scopus 로고
    • TIMI risk score for ST-elevation myocardial infarction: a convenient, bedside, clinical score for risk assessment at presentation: an intravenous nPA for treatment of infarcting myocardium early II trial substudy
    • Morrow, D.A., Antman, E.M., Charlesworth, A., et al. TIMI risk score for ST-elevation myocardial infarction: a convenient, bedside, clinical score for risk assessment at presentation: an intravenous nPA for treatment of infarcting myocardium early II trial substudy. Circulation 102:17 (2000), 2031–2037.
    • (2000) Circulation , vol.102 , Issue.17 , pp. 2031-2037
    • Morrow, D.A.1    Antman, E.M.2    Charlesworth, A.3
  • 13
    • 0041353672 scopus 로고    scopus 로고
    • Predictors of hospital mortality in the global registry of acute coronary events
    • Granger, C.B., Goldberg, R.J., Dabbous, O., et al. Predictors of hospital mortality in the global registry of acute coronary events. Arch. Intern. Med. 163:19 (2003), 2345–2353.
    • (2003) Arch. Intern. Med. , vol.163 , Issue.19 , pp. 2345-2353
    • Granger, C.B.1    Goldberg, R.J.2    Dabbous, O.3
  • 14
    • 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. 16:3 (2001), 199–231.
    • (2001) Stat. Sci. , vol.16 , Issue.3 , pp. 199-231
    • Breiman, L.1
  • 15
    • 84904242833 scopus 로고    scopus 로고
    • Application of machine learning algorithms for clinical predictive modeling: a data-mining approach in SCT
    • Shouval, R., Bondi, O., Mishan, H., Shimoni, A., Unger, R., Nagler, A., Application of machine learning algorithms for clinical predictive modeling: a data-mining approach in SCT. Bone Marrow Transplant. 49:3 (2014), 332–337.
    • (2014) Bone Marrow Transplant. , vol.49 , Issue.3 , pp. 332-337
    • Shouval, R.1    Bondi, O.2    Mishan, H.3    Shimoni, A.4    Unger, R.5    Nagler, A.6
  • 16
    • 84947466043 scopus 로고    scopus 로고
    • Machine learning in medicine
    • Deo, R.C., Machine learning in medicine. Circulation 132:20 (2015), 1920–1930.
    • (2015) Circulation , vol.132 , Issue.20 , pp. 1920-1930
    • Deo, R.C.1
  • 17
    • 85019306785 scopus 로고    scopus 로고
    • Prediction of revascularization after myocardial perfusion SPECT by machine learning in a large population
    • Arsanjani, R., Dey, D., Khachatryan, T., et al. Prediction of revascularization after myocardial perfusion SPECT by machine learning in a large population. J. Nucl. Cardiol., 2014.
    • (2014) J. Nucl. Cardiol.
    • Arsanjani, R.1    Dey, D.2    Khachatryan, T.3
  • 18
    • 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
    • Gurm, H.S., 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, 9(5), 2014, e96385.
    • (2014) PLoS One , vol.9 , Issue.5
    • Gurm, H.S.1    Kooiman, J.2    LaLonde, T.3    Grines, C.4    Share, D.5    Seth, M.6
  • 19
    • 84878267668 scopus 로고    scopus 로고
    • A novel tool for reliable and accurate prediction of renal complications in patients undergoing percutaneous coronary intervention
    • Gurm, H.S., Seth, M., Kooiman, J., Share, D., A novel tool for reliable and accurate prediction of renal complications in patients undergoing percutaneous coronary intervention. J. Am. Coll. Cardiol. 61:22 (2013), 2242–2248.
    • (2013) J. Am. Coll. Cardiol. , vol.61 , Issue.22 , pp. 2242-2248
    • Gurm, H.S.1    Seth, M.2    Kooiman, J.3    Share, D.4
  • 20
    • 79952837540 scopus 로고    scopus 로고
    • Identifying important risk factors for survival in patient with systolic heart failure using random survival forests
    • Hsich, E., Gorodeski, E.Z., Blackstone, E.H., Ishwaran, H., Lauer, M.S., Identifying important risk factors for survival in patient with systolic heart failure using random survival forests. Circ. Cardiovasc. Qual. Outcomes 4:1 (2011), 39–45.
    • (2011) Circ. Cardiovasc. Qual. Outcomes , vol.4 , Issue.1 , pp. 39-45
    • Hsich, E.1    Gorodeski, E.Z.2    Blackstone, E.H.3    Ishwaran, H.4    Lauer, M.S.5
  • 21
    • 84944351165 scopus 로고    scopus 로고
    • Prediction of allogeneic hematopoietic stem-cell transplantation mortality 100 days after transplantation using a machine learning algorithm: a European Group for Blood and Marrow Transplantation Acute Leukemia Working Party retrospective data mining study
    • Shouval, R., Labopin, M., Bondi, O., et al. Prediction of allogeneic hematopoietic stem-cell transplantation mortality 100 days after transplantation using a machine learning algorithm: a European Group for Blood and Marrow Transplantation Acute Leukemia Working Party retrospective data mining study. J. Clin. Oncol. 33:28 (2015), 3144–3151.
    • (2015) J. Clin. Oncol. , vol.33 , Issue.28 , pp. 3144-3151
    • Shouval, R.1    Labopin, M.2    Bondi, O.3
  • 22
    • 84906317978 scopus 로고    scopus 로고
    • Temporal trends in all-cause mortality of smokers versus non-smokers hospitalized with ST-segment elevation myocardial infarction
    • Arbel, Y., Matetzky, S., Gavrielov-Yusim, N., et al. Temporal trends in all-cause mortality of smokers versus non-smokers hospitalized with ST-segment elevation myocardial infarction. Int. J. Cardiol. 176:1 (2014), 171–176.
    • (2014) Int. J. Cardiol. , vol.176 , Issue.1 , pp. 171-176
    • Arbel, Y.1    Matetzky, S.2    Gavrielov-Yusim, N.3
  • 23
    • 80053203547 scopus 로고    scopus 로고
    • The ACSIS Registry and primary angioplasty following coronary bypass surgery
    • Kornowski, R., The ACSIS Registry and primary angioplasty following coronary bypass surgery. Catheter. Cardiovasc. Interv. 78:4 (2011), 537–539.
    • (2011) Catheter. Cardiovasc. Interv. , vol.78 , Issue.4 , pp. 537-539
    • Kornowski, R.1
  • 24
    • 84872087893 scopus 로고    scopus 로고
    • Contemporary use and outcome of percutaneous coronary interventions in patients with acute coronary syndromes: insights from the 2010 ACSIS and ACSIS-PCI surveys
    • Segev, A., Matetzky, S., Danenberg, H., et al. Contemporary use and outcome of percutaneous coronary interventions in patients with acute coronary syndromes: insights from the 2010 ACSIS and ACSIS-PCI surveys. EuroIntervention 8:4 (2012), 465–469.
    • (2012) EuroIntervention , vol.8 , Issue.4 , pp. 465-469
    • Segev, A.1    Matetzky, S.2    Danenberg, H.3
  • 25
    • 33845976719 scopus 로고    scopus 로고
    • Trends in management, hospital and long-term outcomes of elderly patients with acute myocardial infarction
    • Gottlieb, S., Behar, S., Hod, H., et al. Trends in management, hospital and long-term outcomes of elderly patients with acute myocardial infarction. Am. J. Med. 120:1 (2007), 90–97.
    • (2007) Am. J. Med. , vol.120 , Issue.1 , pp. 90-97
    • Gottlieb, S.1    Behar, S.2    Hod, H.3
  • 26
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L., Random forests. Mach. Learn. 45:1 (2001), 5–32.
    • (2001) Mach. Learn. , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 27
    • 0006452367 scopus 로고    scopus 로고
    • The Alternating Decision Tree Learning Algorithm
    • (Paper presented at: ICML)
    • Freund, Y., Mason, L., The Alternating Decision Tree Learning Algorithm. (Paper presented at: ICML), 1999.
    • (1999)
    • Freund, Y.1    Mason, L.2
  • 29
    • 85013808225 scopus 로고    scopus 로고
    • Data Mining: Concepts and Techniques
    • third ed. Morgan Kaufmann
    • Han, J., Kamber, M., Pei, J., Data Mining: Concepts and Techniques. third ed., 2012, Morgan Kaufmann.
    • (2012)
    • Han, J.1    Kamber, M.2    Pei, J.3
  • 31
    • 38949126980 scopus 로고    scopus 로고
    • What are artificial neural networks?
    • Krogh, A., What are artificial neural networks?. Nat. Biotechnol. 26:2 (2008), 195–197.
    • (2008) Nat. Biotechnol. , vol.26 , Issue.2 , pp. 195-197
    • Krogh, A.1
  • 32
    • 84961285352 scopus 로고    scopus 로고
    • Prediction of hematopoietic stem cell transplantation related mortality-lessons learned from the in-silico approach: a European Society for Blood and Marrow Transplantation Acute Leukemia Working Party data mining study
    • Shouval, R., Labopin, M., Unger, R., et al. Prediction of hematopoietic stem cell transplantation related mortality-lessons learned from the in-silico approach: a European Society for Blood and Marrow Transplantation Acute Leukemia Working Party data mining study. PLoS One, 11(3), 2016, e0150637.
    • (2016) PLoS One , vol.11 , Issue.3
    • Shouval, R.1    Labopin, M.2    Unger, R.3
  • 33
    • 84991833843 scopus 로고    scopus 로고
    • Data Mining - Practical Machine Learning Tools and Techniques
    • third ed.
    • Ian, H., Witten, E.F., HAll, Mark A., Data Mining - Practical Machine Learning Tools and Techniques. third ed., 2011.
    • (2011)
    • Ian, H.1    Witten, E.F.2    HAll, M.A.3
  • 34
    • 0006494973 scopus 로고    scopus 로고
    • Inference for the Generalization Error
    • CIRANO
    • Bengio, Y., Nadeau, C., Inference for the Generalization Error. 1999, CIRANO.
    • (1999)
    • Bengio, Y.1    Nadeau, C.2
  • 35
    • 0242410408 scopus 로고    scopus 로고
    • Benchmarking attribute selection techniques for discrete class data mining
    • Hall, M.A., Holmes, G., Benchmarking attribute selection techniques for discrete class data mining. IEEE Trans. Knowl. Data Eng. 15:6 (2003), 1437–1447.
    • (2003) IEEE Trans. Knowl. Data Eng. , vol.15 , Issue.6 , pp. 1437-1447
    • Hall, M.A.1    Holmes, G.2
  • 36
    • 0003732572 scopus 로고    scopus 로고
    • Regression Modeling Strategies: With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis
    • Springer
    • Harrell, F., Regression Modeling Strategies: With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis. 2015, Springer.
    • (2015)
    • Harrell, F.1
  • 37
    • 85028545833 scopus 로고    scopus 로고
    • A simple risk chart for initial risk assessment of 30-day mortality in patients with cardiogenic shock from ST-elevation myocardial infarction
    • Cheng, J.M., Helming, A.M., van Vark, L.C., et al. A simple risk chart for initial risk assessment of 30-day mortality in patients with cardiogenic shock from ST-elevation myocardial infarction. Eur. Heart J. Acute Cardiovasc. Care, 2015.
    • (2015) Eur. Heart J. Acute Cardiovasc. Care
    • Cheng, J.M.1    Helming, A.M.2    van Vark, L.C.3
  • 38
    • 84908072947 scopus 로고    scopus 로고
    • Usefulness of the admission shock index for predicting short-term outcomes in patients with ST-segment elevation myocardial infarction
    • Huang, B., Yang, Y., Zhu, J., et al. Usefulness of the admission shock index for predicting short-term outcomes in patients with ST-segment elevation myocardial infarction. Am. J. Cardiol. 114:9 (2014), 1315–1321.
    • (2014) Am. J. Cardiol. , vol.114 , Issue.9 , pp. 1315-1321
    • Huang, B.1    Yang, Y.2    Zhu, J.3
  • 39
    • 84929428245 scopus 로고    scopus 로고
    • Admission glucose and risk of early death in non-diabetic patients with ST-segment elevation myocardial infarction: a meta-analysis
    • Zhao, C.J., Hao, Z.X., Liu, R., Liu, Y., Admission glucose and risk of early death in non-diabetic patients with ST-segment elevation myocardial infarction: a meta-analysis. Med. Sci. Monit. 21 (2015), 1387–1394.
    • (2015) Med. Sci. Monit. , vol.21 , pp. 1387-1394
    • Zhao, C.J.1    Hao, Z.X.2    Liu, R.3    Liu, Y.4
  • 40
    • 84896736443 scopus 로고    scopus 로고
    • Admission hyperglycemia predicts poorer short- and long-term outcomes after primary percutaneous coronary intervention for ST-elevation myocardial infarction
    • Chen, P.C., Chua, S.K., Hung, H.F., et al. Admission hyperglycemia predicts poorer short- and long-term outcomes after primary percutaneous coronary intervention for ST-elevation myocardial infarction. J. Diabetes Investig. 5:1 (2014), 80–86.
    • (2014) J. Diabetes Investig. , vol.5 , Issue.1 , pp. 80-86
    • Chen, P.C.1    Chua, S.K.2    Hung, H.F.3
  • 41
    • 84879090963 scopus 로고    scopus 로고
    • The prognostic value of very low admission LDL-cholesterol levels in ST-segment elevation myocardial infarction compared in statin-pretreated and statin-naive patients undergoing primary percutaneous coronary intervention
    • Oduncu, V., Erkol, A., Kurt, M., et al. The prognostic value of very low admission LDL-cholesterol levels in ST-segment elevation myocardial infarction compared in statin-pretreated and statin-naive patients undergoing primary percutaneous coronary intervention. Int. J. Cardiol. 167:2 (2013), 458–463.
    • (2013) Int. J. Cardiol. , vol.167 , Issue.2 , pp. 458-463
    • Oduncu, V.1    Erkol, A.2    Kurt, M.3
  • 42
    • 75349104476 scopus 로고    scopus 로고
    • Hematocrit level as a marker of outcome in ST-segment elevation myocardial infarction
    • Greenberg, G., Assali, A., Vaknin-Assa, H., et al. Hematocrit level as a marker of outcome in ST-segment elevation myocardial infarction. Am. J. Cardiol. 105:4 (2010), 435–440.
    • (2010) Am. J. Cardiol. , vol.105 , Issue.4 , pp. 435-440
    • Greenberg, G.1    Assali, A.2    Vaknin-Assa, H.3
  • 43
    • 84868303940 scopus 로고    scopus 로고
    • Impact of admission anemia, C-reactive protein and mean platelet volume on short term mortality in patients with acute ST-elevation myocardial infarction treated with primary angioplasty
    • Vrsalovic, M., Pintaric, H., Babic, Z., et al. Impact of admission anemia, C-reactive protein and mean platelet volume on short term mortality in patients with acute ST-elevation myocardial infarction treated with primary angioplasty. Clin. Biochem. 45:16–17 (2012), 1506–1509.
    • (2012) Clin. Biochem. , vol.45 , Issue.16-17 , pp. 1506-1509
    • Vrsalovic, M.1    Pintaric, H.2    Babic, Z.3
  • 44
    • 84930249059 scopus 로고    scopus 로고
    • Trends in management and outcomes of ST-elevation myocardial infarction in patients with end-stage renal disease in the United States
    • Gupta, T., Harikrishnan, P., Kolte, D., et al. Trends in management and outcomes of ST-elevation myocardial infarction in patients with end-stage renal disease in the United States. Am. J. Cardiol. 115:8 (2015), 1033–1041.
    • (2015) Am. J. Cardiol. , vol.115 , Issue.8 , pp. 1033-1041
    • Gupta, T.1    Harikrishnan, P.2    Kolte, D.3
  • 45
    • 84930710120 scopus 로고    scopus 로고
    • A multicentre prospective evaluation of the impact of renal insufficiency on in-hospital and long-term mortality of patients with acute ST-elevation myocardial infarction
    • Li, C., Hu, D., Shi, X., et al. A multicentre prospective evaluation of the impact of renal insufficiency on in-hospital and long-term mortality of patients with acute ST-elevation myocardial infarction. Chin. Med. J. 128:1 (2015), 1–6.
    • (2015) Chin. Med. J. , vol.128 , Issue.1 , pp. 1-6
    • Li, C.1    Hu, D.2    Shi, X.3
  • 46
    • 84886246781 scopus 로고    scopus 로고
    • The randomized registry trial—the next disruptive technology in clinical research?
    • Lauer, M.S., D'Agostino, R.B. Sr., The randomized registry trial—the next disruptive technology in clinical research?. N. Engl. J. Med. 369:17 (2013), 1579–1581.
    • (2013) N. Engl. J. Med. , vol.369 , Issue.17 , pp. 1579-1581
    • Lauer, M.S.1    D'Agostino, R.B.2
  • 47
    • 84938137070 scopus 로고    scopus 로고
    • Machine learning methods for mortality prediction in patients with ST elevation myocardial infarction
    • Volmel, J.K.H., Tuma, P., Precek, J., Hutyra, M., Machine learning methods for mortality prediction in patients with ST elevation myocardial infarction. Proceedings of WUPES, 2012, 2012, 204–213.
    • (2012) Proceedings of WUPES , vol.2012 , pp. 204-213
    • Volmel, J.K.H.1    Tuma, P.2    Precek, J.3    Hutyra, M.4
  • 50
    • 85013349198 scopus 로고    scopus 로고
    • Comparison of different classification methods
    • (83.34)
    • Khorasgani, R.R., Comparison of different classification methods. Heart Dis., 78(81.15), 2010 (83.34).
    • (2010) Heart Dis. , vol.78 , Issue.81.15
    • Khorasgani, R.R.1
  • 51
    • 84937548548 scopus 로고    scopus 로고
    • Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): explanation and elaboration
    • Moons, K.G., Altman, D.G., Reitsma, J.B., et al. Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): explanation and elaboration. Ann. Intern. Med. 162:1 (2015), W1–W73.
    • (2015) Ann. Intern. Med. , vol.162 , Issue.1 , pp. W1-W73
    • Moons, K.G.1    Altman, D.G.2    Reitsma, J.B.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.