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Volumn 47, Issue , 2014, Pages 153-159

An SVM-based high-quality article classifier for systematic reviews

Author keywords

Artificial intelligence; Classification; Evidence based medicine; Review literature as topic

Indexed keywords

BIOINFORMATICS; CLASSIFICATION (OF INFORMATION); COMPUTER APPLICATIONS;

EID: 84895470871     PISSN: 15320464     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jbi.2013.10.005     Document Type: Article
Times cited : (37)

References (24)
  • 3
    • 16544370141 scopus 로고    scopus 로고
    • The importance and impact of evidence-based medicine
    • Lewis S.J., Orland B.I. The importance and impact of evidence-based medicine. J Manag Care Pharm 2004, 10:S3-S5.
    • (2004) J Manag Care Pharm , vol.10
    • Lewis, S.J.1    Orland, B.I.2
  • 4
    • 77958155653 scopus 로고    scopus 로고
    • A new algorithm for reducing the workload of experts in performing systematic reviews
    • Matwin S., Kouznetsov A., Inkpen D., Frunza O., O'Blenis P. A new algorithm for reducing the workload of experts in performing systematic reviews. J Am Med Inform Assoc 2010, 17:446-453.
    • (2010) J Am Med Inform Assoc , vol.17 , pp. 446-453
    • Matwin, S.1    Kouznetsov, A.2    Inkpen, D.3    Frunza, O.4    O'Blenis, P.5
  • 5
    • 84895445890 scopus 로고    scopus 로고
    • The Cochrane Library [cited 07.08.12].
    • The Cochrane Library [cited 07.08.12]. http://www.thecochranelibrary.com/view/0/AboutCochraneSystematicReviews.html.
  • 6
    • 69549124138 scopus 로고    scopus 로고
    • Cross-topic learning for work prioritization in systematic review creation and update
    • Cohen A.M., Ambert K., McDonagh M. Cross-topic learning for work prioritization in systematic review creation and update. J Am Med Inform Assoc 2009, 16:690-704.
    • (2009) J Am Med Inform Assoc , vol.16 , pp. 690-704
    • Cohen, A.M.1    Ambert, K.2    McDonagh, M.3
  • 7
    • 84895469433 scopus 로고    scopus 로고
    • nHTA [cited 07.08.12].
    • nHTA [cited 07.08.12]. http://nhta.or.kr/nHTA/english/.
  • 8
    • 77957859521 scopus 로고    scopus 로고
    • Seventy-five trials and eleven systematic reviews a day: how will we ever keep up?
    • Bastian H., Glasziou P., Chalmers I. Seventy-five trials and eleven systematic reviews a day: how will we ever keep up?. PLoS Med 2010, 7:e1000326.
    • (2010) PLoS Med , vol.7
    • Bastian, H.1    Glasziou, P.2    Chalmers, I.3
  • 9
    • 0038785778 scopus 로고    scopus 로고
    • How many Cochrane reviews are needed to cover existing evidence on the effects of health care interventions?
    • Mallett S., Clarke M. How many Cochrane reviews are needed to cover existing evidence on the effects of health care interventions?. ACP J Club 2003, 139:A11.
    • (2003) ACP J Club , vol.139
    • Mallett, S.1    Clarke, M.2
  • 11
    • 67649649676 scopus 로고    scopus 로고
    • Avoidable waste in the production and reporting of research evidence
    • Chalmers I., Glasziou P. Avoidable waste in the production and reporting of research evidence. Lancet 2009, 374:86-89.
    • (2009) Lancet , vol.374 , pp. 86-89
    • Chalmers, I.1    Glasziou, P.2
  • 12
    • 69549134271 scopus 로고    scopus 로고
    • Optimizing feature representation for automated systematic review work prioritization
    • Cohen A.M. Optimizing feature representation for automated systematic review work prioritization. AMIA Annu Symp Proc 2008, 121-125.
    • (2008) AMIA Annu Symp Proc , pp. 121-125
    • Cohen, A.M.1
  • 13
    • 84957069814 scopus 로고    scopus 로고
    • Text categorization with support vector machines: learning with many relevant features. In: Proceedings of the 10th European conference on machine learning;
    • Joachims T. Text categorization with support vector machines: learning with many relevant features. In: Proceedings of the 10th European conference on machine learning; 1998. p. 137-42.
    • (1998) , pp. 137-142
    • Joachims, T.1
  • 15
    • 84895418699 scopus 로고    scopus 로고
    • Systematic drug class review gold standard data [cited 07.08.12].
    • Systematic drug class review gold standard data [cited 07.08.12]. http://davinci.ohsu.edu/~cohenaa/systematic-drug-class-review-data.html.
  • 16
    • 33644696493 scopus 로고    scopus 로고
    • Reducing workload in systematic review preparation using automated citation classification
    • Cohen A.M., Hersh W.R., Peterson K., Yen P.Y. Reducing workload in systematic review preparation using automated citation classification. J Am Med Inform Assoc 2006, 13:206-219.
    • (2006) J Am Med Inform Assoc , vol.13 , pp. 206-219
    • Cohen, A.M.1    Hersh, W.R.2    Peterson, K.3    Yen, P.Y.4
  • 18
    • 0005255842 scopus 로고    scopus 로고
    • The class imbalance problem: significance and strategies. In: Proceedings of the 2000 international conference on artificial intelligence;
    • Japkowicz N. The class imbalance problem: significance and strategies. In: Proceedings of the 2000 international conference on artificial intelligence; 2000. p. 111-7.
    • (2000) , pp. 111-117
    • Japkowicz, N.1
  • 19
    • 78649499382 scopus 로고    scopus 로고
    • A model driven approach to imbalanced data sampling in medical decision making
    • Yin H.L., Leong T.Y. A model driven approach to imbalanced data sampling in medical decision making. Stud Health Technol Inform 2010, 160:856-860.
    • (2010) Stud Health Technol Inform , vol.160 , pp. 856-860
    • Yin, H.L.1    Leong, T.Y.2
  • 20
    • 84895458253 scopus 로고    scopus 로고
    • Onix Text Retrieval Toolkit [cited 07.08.12].
    • Onix Text Retrieval Toolkit [cited 07.08.12]. http://www.lextek.com/manuals/onix/stopwords1.html.
  • 21
    • 84948481845 scopus 로고
    • An algorithm for suffix stripping
    • Porter M.F. An algorithm for suffix stripping. Program 1980, 14:130-137.
    • (1980) Program , vol.14 , pp. 130-137
    • Porter, M.F.1
  • 22
    • 84895477382 scopus 로고    scopus 로고
    • SVMlight [cited 07.08.12].
    • SVMlight [cited 07.08.12]. http://svmlight.joachims.org/.
  • 23
    • 84895493685 scopus 로고    scopus 로고
    • Making large-scale SVM learning practical, advances in kernel methods-support vector learning, Cambridge, MA, USA;
    • Joachims T. Making large-scale SVM learning practical, advances in kernel methods-support vector learning, Cambridge, MA, USA; 1999.
    • (1999)
    • Joachims, T.1
  • 24
    • 84895444529 scopus 로고    scopus 로고
    • Cross-validation, encyclopedia of database systems;
    • Refaeilzadeh P, Tang L, Liu H. Cross-validation, encyclopedia of database systems; 2009. p. 532-8.
    • (2009) , pp. 532-538
    • Refaeilzadeh, P.1    Tang, L.2    Liu, H.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.