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Volumn 6, Issue , 2016, Pages

MediBoost: A Patient Stratification Tool for Interpretable Decision Making in the Era of Precision Medicine

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION; CLINICAL PRACTICE; DECISION MAKING; DECISION TREE; HUMAN; MACHINE LEARNING; MODEL; PERSONALIZED MEDICINE; STRATIFICATION; ALGORITHM; PHYSIOLOGY; PROCEDURES;

EID: 85000658930     PISSN: None     EISSN: 20452322     Source Type: Journal    
DOI: 10.1038/srep37854     Document Type: Article
Times cited : (117)

References (31)
  • 1
    • 84962220195 scopus 로고    scopus 로고
    • Radiation oncology in the era of precision medicine
    • Baumann, M. et al. Radiation oncology in the era of precision medicine. Nat Rev Cancer 16, 234-249 (2016).
    • (2016) Nat Rev Cancer , vol.16 , pp. 234-249
    • Baumann, M.1
  • 2
    • 33947712686 scopus 로고    scopus 로고
    • Stratified medicine: Strategic and economic implications of combining drugs and clinical biomarkers
    • Trusheim, M. R., Berndt, E. R., Douglas, F. L. Stratified medicine: strategic and economic implications of combining drugs and clinical biomarkers. Nat Rev Drug Discov 6, 287-293 (2007).
    • (2007) Nat Rev Drug Discov , vol.6 , pp. 287-293
    • Trusheim, M.R.1    Berndt, E.R.2    Douglas, F.L.3
  • 3
    • 84964778808 scopus 로고    scopus 로고
    • Risk literacy in medical decision-making
    • Operskalski, J. T., Barbey, A. K. Risk literacy in medical decision-making. Science 352, 413-414 (2016).
    • (2016) Science , vol.352 , pp. 413-414
    • Operskalski, J.T.1    Barbey, A.K.2
  • 4
    • 84944316022 scopus 로고    scopus 로고
    • Patient-centric trials for therapeutic development in precision oncology
    • Biankin, A. V., Piantadosi, S., Hollingsworth, S. J. Patient-centric trials for therapeutic development in precision oncology. Nature 526, 361-370 (2015).
    • (2015) Nature , vol.526 , pp. 361-370
    • Biankin, A.V.1    Piantadosi, S.2    Hollingsworth, S.J.3
  • 5
    • 0035854054 scopus 로고    scopus 로고
    • Validation of clinical classification schemes for predicting stroke: Results from the National Registry of Atrial Fibrillation
    • Gage, B. F. et al. Validation of clinical classification schemes for predicting stroke: results from the National Registry of Atrial Fibrillation. Jama 285, 2864-2870 (2001).
    • (2001) Jama , vol.285 , pp. 2864-2870
    • Gage, B.F.1
  • 6
    • 0034675059 scopus 로고    scopus 로고
    • The TIMI risk score for unstable angina/non-ST elevation MI: A method for prognostication and therapeutic decision making
    • Antman, E. M. et al. The TIMI risk score for unstable angina/non-ST elevation MI: A method for prognostication and therapeutic decision making. Jama 284, 835-842 (2000).
    • (2000) Jama , vol.284 , pp. 835-842
    • Antman, E.M.1
  • 7
    • 0038554228 scopus 로고    scopus 로고
    • Defining community acquired pneumonia severity on presentation to hospital: An international derivation and validation study
    • Lim, W. S. et al. Defining community acquired pneumonia severity on presentation to hospital: an international derivation and validation study. Thorax 58, 377-382 (2003).
    • (2003) Thorax , vol.58 , pp. 377-382
    • Lim, W.S.1
  • 11
    • 84907863258 scopus 로고    scopus 로고
    • Introduction of gluten, HLA status, and the risk of celiac disease in children
    • Lionetti, E. et al. Introduction of gluten, HLA status, and the risk of celiac disease in children. N Engl J Med 371, 1295-1303 (2014).
    • (2014) N Engl J Med , vol.371 , pp. 1295-1303
    • Lionetti, E.1
  • 12
    • 84894114159 scopus 로고    scopus 로고
    • A randomized trial of bevacizumab for newly diagnosed glioblastoma
    • Gilbert, M. R. et al. A randomized trial of bevacizumab for newly diagnosed glioblastoma. N Engl J Med 370, 699-708 (2014).
    • (2014) N Engl J Med , vol.370 , pp. 699-708
    • Gilbert, M.R.1
  • 13
    • 0034644171 scopus 로고    scopus 로고
    • Indications for computed tomography in patients with minor head injury
    • Haydel, M. J. et al. Indications for computed tomography in patients with minor head injury. N Engl J Med 343, 100-105 (2000).
    • (2000) N Engl J Med , vol.343 , pp. 100-105
    • Haydel, M.J.1
  • 14
    • 0032585514 scopus 로고    scopus 로고
    • Inadequate management of blood pressure in a hypertensive population
    • Berlowitz, D. R. et al. Inadequate management of blood pressure in a hypertensive population. N Engl J Med 339, 1957-1963 (1998).
    • (1998) N Engl J Med , vol.339 , pp. 1957-1963
    • Berlowitz, D.R.1
  • 15
    • 77349088089 scopus 로고    scopus 로고
    • An algorithm for tuberculosis screening and diagnosis in people with HIV
    • Cain, K. P. et al. An algorithm for tuberculosis screening and diagnosis in people with HIV. N Engl J Med 362, 707-716 (2010).
    • (2010) N Engl J Med , vol.362 , pp. 707-716
    • Cain, K.P.1
  • 16
    • 33846011470 scopus 로고    scopus 로고
    • A five-gene signature and clinical outcome in non-small-cell lung cancer
    • Chen, H. Y. et al. A five-gene signature and clinical outcome in non-small-cell lung cancer. N Engl J Med 356, 11-20 (2007).
    • (2007) N Engl J Med , vol.356 , pp. 11-20
    • Chen, H.Y.1
  • 17
    • 84937801713 scopus 로고    scopus 로고
    • Machine learning: Trends, perspectives, and prospects
    • Jordan, M. I., Mitchell, T. M. Machine learning: Trends, perspectives, and prospects. Science 349, 255-260 (2015).
    • (2015) Science , vol.349 , pp. 255-260
    • Jordan, M.I.1    Mitchell, T.M.2
  • 18
    • 0042123195 scopus 로고    scopus 로고
    • Are humans good intuitive statisticians after all? Rethinking some conclusions from the literature on judgment under uncertainty
    • Leda Cosmides & Tooby, J. Are humans good intuitive statisticians after all? Rethinking some conclusions from the literature on judgment under uncertainty. Cognition 58, 1-73 (1996).
    • (1996) Cognition , vol.58 , pp. 1-73
    • Cosmides, L.1    Tooby, J.2
  • 19
    • 36148974334 scopus 로고    scopus 로고
    • Base-rate respect: From ecological rationality to dual processes
    • discussion 255-297
    • Barbey, A. K., Sloman, S. A. Base-rate respect: From ecological rationality to dual processes. Behav Brain Sci 30, 241-254; discussion 255-297 (2007).
    • (2007) Behav Brain Sci , vol.30 , pp. 241-254
    • Barbey, A.K.1    Sloman, S.A.2
  • 20
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. Random Forests. Mach. Learn 45, 5-32 (2001).
    • (2001) Mach. Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 21
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Freund, Y., Schapire, R. E. A decision-theoretic generalization of on-line learning and an application to boosting. J of Comput Syst. Sci 55, 119-139 (1997).
    • (1997) J of Comput Syst. Sci , vol.55 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 22
    • 0034164230 scopus 로고    scopus 로고
    • Tibshirani, R. Additive Logistic Regression: A Statistical View of Boosting
    • Friedman, J., Hastie, T., Tibshirani, R. Additive Logistic Regression: A Statistical View of Boosting. Ann. Stat 28, 337-407 (2000).
    • (2000) Ann. Stat , vol.28 , pp. 337-407
    • Friedman, J.1    Hastie, T.2
  • 23
    • 0035470889 scopus 로고    scopus 로고
    • Greedy function approximation: A gradient boosting machine
    • Friedman, J. Greedy Function Approximation: A Gradient Boosting Machine. Ann. Stat 29, 1189-1232 (2001).
    • (2001) Ann. Stat , vol.29 , pp. 1189-1232
    • Friedman, J.1
  • 25
    • 84942026784 scopus 로고    scopus 로고
    • Using Classification and Regression Trees (CART) and random forests to analyze attrition: Results from two simulations
    • Hayes, T., Usami, S., Jacobucci, R., McArdle, J. J. Using Classification and Regression Trees (CART) and random forests to analyze attrition: Results from two simulations. Psychol Aging 30, 911-929 (2015).
    • (2015) Psychol Aging , vol.30 , pp. 911-929
    • Hayes, T.1    Usami, S.2    Jacobucci, R.3    McArdle, J.J.4
  • 26
    • 27144463192 scopus 로고    scopus 로고
    • On comparing classifiers: Pitfalls to avoid and a recommended approach
    • Salzberg, S. L. On comparing classifiers: Pitfalls to avoid and a recommended approach. Data Min and Knowl Discov 1, 317-328 (1997).
    • (1997) Data Min and Knowl Discov , vol.1 , pp. 317-328
    • Salzberg, S.L.1
  • 28
    • 29644438050 scopus 로고    scopus 로고
    • Statistical Comparisons of Classifiers over Multiple Data Sets
    • Demsar, J. Statistical Comparisons of Classifiers over Multiple Data Sets. J. Mach. Learn. Res 7, 1-30 (2006).
    • (2006) J. Mach. Learn. Res , vol.7 , pp. 1-30
    • Demsar, J.1
  • 29
    • 84912521725 scopus 로고    scopus 로고
    • Fifty Years of Classification and Regression Trees
    • Loh, W.-Y. Fifty Years of Classification and Regression Trees. Int. Stat. Rev. 82, 329-348 (2014).
    • (2014) Int. Stat. Rev , vol.82 , pp. 329-348
    • Loh, W.-Y.1
  • 31
    • 84946593219 scopus 로고    scopus 로고
    • Interpretable Classifiers using rules and Bayesian analysis: Building a better stroke prediction model
    • Letham, B., Rudin, C., McCormick, T. H., Madigan, D. Interpretable Classifiers using rules and bayesian analysis: Building a better stroke prediction model. Ann Appl Stat 9, 1350-1371 (2015).
    • (2015) Ann Appl Stat , vol.9 , pp. 1350-1371
    • Letham, B.1    Rudin, C.2    McCormick, T.H.3    Madigan, D.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.