메뉴 건너뛰기




Volumn 21, Issue 1, 2012, Pages 183-196

Transforming Biology Assessment with Machine Learning: Automated Scoring of Written Evolutionary Explanations

Author keywords

Assessment; Computers; Evolution; Explanation; Machine learning; SIDE; Text analysis

Indexed keywords


EID: 84856612191     PISSN: 10590145     EISSN: 15731839     Source Type: Journal    
DOI: 10.1007/s10956-011-9300-9     Document Type: Article
Times cited : (107)

References (43)
  • 1
    • 77955102201 scopus 로고    scopus 로고
    • Reframing science standards
    • Alberts B (2010) Reframing science standards. Science 329(5991): 491.
    • (2010) Science , vol.329 , Issue.5991 , pp. 491
    • Alberts, B.1
  • 2
    • 84856754288 scopus 로고    scopus 로고
    • In: Paper in the proceedings of student research symposium at NAACL-HLT 2009, Boulder, Colorado, USA. Accessed online at
    • Arora S, Nyberg E (2009) Interactive annotation learning with indirect feature voting. In: Paper in the proceedings of student research symposium at NAACL-HLT 2009, Boulder, Colorado, USA. Accessed online at: http://www. cs. cmu. edu/%7Eshilpaa/NAACL_SRW_IAL. pdf.
    • (2009) Interactive annotation learning with indirect feature voting
    • Arora, S.1    Nyberg, E.2
  • 3
    • 0001330641 scopus 로고
    • A methodology for scoring open-ended architectural design problems
    • Bejar II (1991) A methodology for scoring open-ended architectural design problems. J Appl Psychol 76(4): 522-532.
    • (1991) J Appl Psychol , vol.76 , Issue.4 , pp. 522-532
    • Bejar, I.I.1
  • 4
    • 84983979096 scopus 로고
    • Student conceptions of natural selection and its role in evolution
    • Bishop B, Anderson C (1990) Student conceptions of natural selection and its role in evolution. J Res Sci Teach 27: 415-427.
    • (1990) J Res Sci Teach , vol.27 , pp. 415-427
    • Bishop, B.1    Anderson, C.2
  • 5
    • 85142593010 scopus 로고    scopus 로고
    • The e-rater scoring engine: automated essay scoring with natural language processing
    • M. D. Shermis and J. Burstein (Eds.), Mahwah: Lawrence Erlbaum Associates, Inc
    • Burstein J (2003) The e-rater scoring engine: automated essay scoring with natural language processing. In: Shermis MD, Burstein J (eds) Automated essay scoring: a cross-disciplinary perspective. Lawrence Erlbaum Associates, Inc, Mahwah, pp 113-122.
    • (2003) Automated Essay Scoring: A Cross-Disciplinary Perspective , pp. 113-122
    • Burstein, J.1
  • 6
    • 85142566672 scopus 로고    scopus 로고
    • Issues in the reliability and validity of automated scoring of constructed responses
    • M. D. Shermis and J. Burstein (Eds.), Mahwah: Erlbaum
    • Chung GKWK, Baker EL (2003) Issues in the reliability and validity of automated scoring of constructed responses. In: Shermis MD, Burstein J (eds) Automated essay scoring: a cross-disciplinary perspective. Erlbaum, Mahwah, pp 23-40.
    • (2003) Automated Essay Scoring: A Cross-Disciplinary Perspective , pp. 23-40
    • Chung, G.K.W.K.1    Baker, E.L.2
  • 7
    • 84987251971 scopus 로고
    • A study of consistency in the use of students' conceptual frameworks across different task contexts
    • Clough EE, Driver R (1986) A study of consistency in the use of students' conceptual frameworks across different task contexts. Sci Educ 70: 473-496.
    • (1986) Sci Educ , vol.70 , pp. 473-496
    • Clough, E.E.1    Driver, R.2
  • 8
    • 84987227248 scopus 로고
    • Students' conceptual ecologies and the process of conceptual change in evolution
    • Demastes SS, Good RG, Peebles P (1995) Students' conceptual ecologies and the process of conceptual change in evolution. Sci Educ 79(6): 637-666.
    • (1995) Sci Educ , vol.79 , Issue.6 , pp. 637-666
    • Demastes, S.S.1    Good, R.G.2    Peebles, P.3
  • 10
    • 0002350721 scopus 로고
    • Natural selection: current usages
    • E. F. Keller and E. A. Lloyd (Eds.), Cambridge: Harvard
    • Endler JA (1992) Natural selection: current usages. In: Keller EF, Lloyd EA (eds) Keywords in evolutionary biology. Harvard, Cambridge, pp 220-224.
    • (1992) Keywords in Evolutionary Biology , pp. 220-224
    • Endler, J.A.1
  • 11
    • 48849117534 scopus 로고    scopus 로고
    • SPSS text analysis for surveys 2.1 and qualitative and mixed methods analysis
    • Galt K (2008) SPSS text analysis for surveys 2. 1 and qualitative and mixed methods analysis. J Mixed Meth Res 2(3): 284-286.
    • (2008) J Mixed Meth Res , vol.2 , Issue.3 , pp. 284-286
    • Galt, K.1
  • 16
    • 84856746810 scopus 로고    scopus 로고
    • In: Paper presented at the Association of Test Publishers Computer-Based Testing: Emerging Technologies and Opportunities for Diverse Applications conference, Tucson, AZ
    • Landauer TK, Laham D, Foltz PW (2001) The intelligent essay assessor: putting knowledge to the test. In: Paper presented at the Association of Test Publishers Computer-Based Testing: Emerging Technologies and Opportunities for Diverse Applications conference, Tucson, AZ.
    • (2001) The intelligent essay assessor: Putting knowledge to the test
    • Landauer, T.K.1    Laham, D.2    Foltz, P.W.3
  • 17
    • 0017360990 scopus 로고
    • The measurement of observer agreement for categorical data
    • Landis JR, Koch GG (1977) The measurement of observer agreement for categorical data. Biometrics 33: 159-174.
    • (1977) Biometrics , vol.33 , pp. 159-174
    • Landis, J.R.1    Koch, G.G.2
  • 18
    • 0018010981 scopus 로고
    • Adaptation
    • Lewontin R (1978) Adaptation. Sci Am 239: 212-228.
    • (1978) Sci Am , vol.239 , pp. 212-228
    • Lewontin, R.1
  • 19
    • 42549100860 scopus 로고    scopus 로고
    • Assessing knowledge integration in science: construct, measures, and evidence
    • Liu OL, Lee HS, Hofstetter C, Linn MC (2008) Assessing knowledge integration in science: construct, measures, and evidence. Educ Assess 13(1): 33-55.
    • (2008) Educ Assess , vol.13 , Issue.1 , pp. 33-55
    • Liu, O.L.1    Lee, H.S.2    Hofstetter, C.3    Linn, M.C.4
  • 20
    • 84859537951 scopus 로고    scopus 로고
    • Computer wins on 'jeopardy!': trivial, it's not
    • 16 Feb
    • Markoff J (2011) Computer wins on 'jeopardy!': trivial, it's not. New York Times, 16 Feb.
    • (2011) New York Times
    • Markoff, J.1
  • 21
    • 84856746812 scopus 로고    scopus 로고
    • In: Paper in proceedings of the demonstration session at the international conference of the North American Association for Computational Linguistics (NAACL), Los Angeles, USA
    • Mayfield E, Rosé C (2010) An interactive tool for supporting error analysis for text mining. In: Paper in proceedings of the demonstration session at the international conference of the North American Association for Computational Linguistics (NAACL), Los Angeles, USA.
    • (2010) An interactive tool for supporting error analysis for text mining
    • Mayfield, E.1    Rosé, C.2
  • 26
    • 82755189421 scopus 로고    scopus 로고
    • Understanding undergraduates' problem solving processes
    • Nehm RH (2010) Understanding undergraduates' problem solving processes. J Biol Microbiol Educ 11(2): 119-122.
    • (2010) J Biol Microbiol Educ , vol.11 , Issue.2 , pp. 119-122
    • Nehm, R.H.1
  • 27
    • 79951736303 scopus 로고    scopus 로고
    • Item feature effects in evolution assessment
    • Nehm RH, Ha M (2011) Item feature effects in evolution assessment. J Res Sci Teach 48(3): 237-256.
    • (2011) J Res Sci Teach , vol.48 , Issue.3 , pp. 237-256
    • Nehm, R.H.1    Ha, M.2
  • 28
    • 84856591629 scopus 로고    scopus 로고
    • Human vs. computer diagnosis of students' natural selection knowledge: testing the efficacy of text analytic software
    • doi: 10. 1007/s10956-011-9282-7
    • Nehm RH, Haertig H (2011) Human vs. computer diagnosis of students' natural selection knowledge: testing the efficacy of text analytic software. J Sci Educ Technol. doi: 10. 1007/s10956-011-9282-7.
    • (2011) J Sci Educ Technol
    • Nehm, R.H.1    Haertig, H.2
  • 29
    • 34848824489 scopus 로고    scopus 로고
    • Biology majors' knowledge and misconceptions of natural selection
    • Nehm RH, Reilly L (2007) Biology majors' knowledge and misconceptions of natural selection. Bioscience 57(3): 263-272.
    • (2007) Bioscience , vol.57 , Issue.3 , pp. 263-272
    • Nehm, R.H.1    Reilly, L.2
  • 30
    • 57249116250 scopus 로고    scopus 로고
    • Measuring knowledge of natural selection: a comparison of the CINS, an open-response instrument, and an oral interview
    • Nehm RH, Schonfeld IS (2008) Measuring knowledge of natural selection: a comparison of the CINS, an open-response instrument, and an oral interview. J Res Sci Teach 45(10): 1131-1160.
    • (2008) J Res Sci Teach , vol.45 , Issue.10 , pp. 1131-1160
    • Nehm, R.H.1    Schonfeld, I.S.2
  • 31
    • 77449131188 scopus 로고    scopus 로고
    • The future of natural selection knowledge measurement: a reply to Anderson et al
    • Nehm RH, Schonfeld IS (2010) The future of natural selection knowledge measurement: a reply to Anderson et al. J Res Sci Teach 47(3): 358-362.
    • (2010) J Res Sci Teach , vol.47 , Issue.3 , pp. 358-362
    • Nehm, R.H.1    Schonfeld, I.S.2
  • 33
    • 0001596906 scopus 로고
    • The imminence of grading essays by computers
    • Page EB (1966) The imminence of grading essays by computers. Phi Delta Kappan 47: 238-243.
    • (1966) Phi Delta Kappan , vol.47 , pp. 238-243
    • Page, E.B.1
  • 34
    • 0004322742 scopus 로고
    • Ithaca: Cornell University Press
    • Patterson C (1978) Evolution. Cornell University Press, Ithaca.
    • (1978) Evolution
    • Patterson, C.1
  • 37
    • 50949085015 scopus 로고    scopus 로고
    • Analyzing collaborative learning processes automatically: exploiting the advances of computational linguistics in computer-supported collaborative learning
    • Rose CP, Wang YC, Cui Y, Arguello J, Stegmann K, Weinberger A, Fischer F (2008) Analyzing collaborative learning processes automatically: exploiting the advances of computational linguistics in computer-supported collaborative learning. Int J Comput Support Collab Learn 3(3): 237-271.
    • (2008) Int J Comput Support Collab Learn , vol.3 , Issue.3 , pp. 237-271
    • Rose, C.P.1    Wang, Y.C.2    Cui, Y.3    Arguello, J.4    Stegmann, K.5    Weinberger, A.6    Fischer, F.7
  • 39
    • 70349847581 scopus 로고    scopus 로고
    • Leveraging c-rater's automated scoring capability for providing instructional feedback for short constructed responses
    • B. P. Woolf, E. Aimeur, R. Nkambou, and S. Lajoie (Eds.), Montreal, Canada, June 23-27, 2008, New York: Springer
    • Sukkarieh J, Bolge E (2008) Leveraging c-rater's automated scoring capability for providing instructional feedback for short constructed responses. In: Woolf BP, Aimeur E, Nkambou R, Lajoie S (eds) Lecture notes in computer science: vol. 5091. Proceedings of the 9th international conference on intelligent tutoring systems, ITS 2008, Montreal, Canada, June 23-27, 2008. Springer, New York, pp 779-783.
    • (2008) Lecture Notes in Computer Science: Vol. 5091. Proceedings of the 9th International Conference on Intelligent Tutoring Systems, ITS 2008 , pp. 779-783
    • Sukkarieh, J.1    Bolge, E.2
  • 40
    • 84856746807 scopus 로고    scopus 로고
    • The Conference Board, Corporate Voices for Working Families, the Partnership for 21st Century Skills, and the Society for Human Resource Management, Accessed online 22 Mar 2011 at
    • The Conference Board, Corporate Voices for Working Families, the Partnership for 21st Century Skills, and the Society for Human Resource Management (2007) Are they really ready to work? Employers' perspectives on the basic knowledge and applied skills of new entrants to the 21st century workforce. Accessed online 22 Mar 2011 at: http://www. p21. org/index. php?option=com_content&task=view&id=250&Itemid=64.
    • (2007) Are they really ready to work? Employers' perspectives on the basic knowledge and applied skills of new entrants to the 21st century workforce
  • 43
    • 0036960437 scopus 로고    scopus 로고
    • A review of strategies for validating computer automated scoring
    • Yang Y, Buckendahl CW, Juszkiewicz PJ, Bhola DS (2002) A review of strategies for validating computer automated scoring. Appl Meas Educ 15(4): 391-412.
    • (2002) Appl Meas Educ , vol.15 , Issue.4 , pp. 391-412
    • Yang, Y.1    Buckendahl, C.W.2    Juszkiewicz, P.J.3    Bhola, D.S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.