{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,29]],"date-time":"2025-10-29T19:19:26Z","timestamp":1761765566818},"publisher-location":"Berlin, Heidelberg","reference-count":14,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642314537"},{"type":"electronic","value":"9783642314544"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012]]},"DOI":"10.1007\/978-3-642-31454-4_21","type":"book-chapter","created":{"date-parts":[[2012,6,18]],"date-time":"2012-06-18T16:53:53Z","timestamp":1340038433000},"page":"249-260","source":"Crossref","is-referenced-by-count":20,"title":["Improving Construct Validity Yields Better Models of Systematic Inquiry, Even with Less Information"],"prefix":"10.1007","author":[{"given":"Michael A.","family":"Sao Pedro","sequence":"first","affiliation":[]},{"given":"Ryan S. J. d.","family":"Baker","sequence":"additional","affiliation":[]},{"given":"Janice D.","family":"Gobert","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"21_CR1","volume-title":"Data Mining: Practical Machine Learning Tools and Techniques","author":"I. Witten","year":"2005","unstructured":"Witten, I., Frank, E.: Data Mining: Practical Machine Learning Tools and Techniques, 2nd edn. Morgan Kaufmann, San Francisco (2005)","edition":"2"},{"key":"21_CR2","unstructured":"Yu, L., Liu, H.: Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution. In: Proc. of the 20th Int\u2019l Conf. on Machine Learning, pp. 856\u2013863 (2003)"},{"issue":"11","key":"21_CR3","doi-asserted-by":"publisher","first-page":"1119","DOI":"10.1016\/0167-8655(94)90127-9","volume":"15","author":"P. Pudil","year":"1994","unstructured":"Pudil, P., Novovicova, J., Kittler, J.: Floating Search Methods in Feature Selection. Pattern Recognition Letters\u00a015(11), 1119\u20131125 (1994)","journal-title":"Pattern Recognition Letters"},{"issue":"11","key":"21_CR4","doi-asserted-by":"publisher","first-page":"1424","DOI":"10.1109\/TPAMI.2004.105","volume":"26","author":"I.-S. Oh","year":"2004","unstructured":"Oh, I.-S., Lee, J.-S., Moon, B.-R.: Hybrid Genetic Algorithms for Feature Selection. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a026(11), 1424\u20131437 (2004)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"21_CR5","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1007\/978-3-642-13388-6_17","volume-title":"Intelligent Tutoring Systems","author":"A. Bernardini","year":"2010","unstructured":"Bernardini, A., Conati, C.: Discovering and Recognizing Student Interaction Patterns in Exploratory Learning Environments. In: Aleven, V., Kay, J., Mostow, J. (eds.) ITS 2010. LNCS, vol.\u00a06094, pp. 125\u2013134. Springer, Heidelberg (2010)"},{"key":"21_CR6","unstructured":"Sao Pedro, M.A., de Baker, R.S.J., Gobert, J.D., Montalvo, O., Nakama, A.: Leveraging Machine-Learned Detectors of Systematic Inquiry Behavior to Estimate and Predict Transfer of Inquiry Skill. User Modeling and User-Adapted Interaction (in press)"},{"issue":"5","key":"21_CR7","doi-asserted-by":"publisher","first-page":"1098","DOI":"10.1111\/1467-8624.00081","volume":"70","author":"Z. Chen","year":"1999","unstructured":"Chen, Z., Klahr, D.: All Other Things Being Equal: Acquisition and Transfer of the Control of Variables Strategy. Child Development\u00a070(5), 1098\u20131120 (1999)","journal-title":"Child Development"},{"key":"21_CR8","unstructured":"McElhaney, K., Linn, M.: Helping Students Make Controlled Experiments More Informative. In: Proc. of the 9th Int\u2019l Conf. of the Learning Sciences, pp. 786\u2013793 (2010)"},{"key":"21_CR9","unstructured":"Buckley, B.C., Gobert, J., Horwitz, P.: Using Log Files to Track Students\u2019 Model-Based Inquiry. In: Proc. of the 7th Int\u2019l Conf. of the Learning Sciences, pp. 57\u201363 (2006)"},{"key":"21_CR10","unstructured":"Gobert, J., Sao Pedro, M., Baker, R., Toto, E., Montalvo, O.: Leveraging Educational Data Mining for Real Time Performance Assessment of Scientific Inquiry Skills within Microworlds. Journal of Educational Data Mining (accepted)"},{"key":"21_CR11","volume-title":"C4.5: Programs for Machine Learning","author":"J.R. Quinlan","year":"1993","unstructured":"Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Francisco (1993)"},{"key":"21_CR12","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1148\/radiology.143.1.7063747","volume":"143","author":"J.A. Hanley","year":"1982","unstructured":"Hanley, J.A., McNeil, B.J.: The Meaning and Use of the Area under a Receiver Operating Characteristic (ROC) Curve. Radiology\u00a0143, 29\u201336 (1982)","journal-title":"Radiology"},{"key":"21_CR13","doi-asserted-by":"publisher","first-page":"874","DOI":"10.1016\/j.engappai.2007.09.009","volume":"21","author":"A. Ben-David","year":"2008","unstructured":"Ben-David, A.: About the Relationship between ROC Curves and Cohen\u2019s Kappa. Engineering Applications of Artificial Intelligence\u00a021, 874\u2013882 (2008)","journal-title":"Engineering Applications of Artificial Intelligence"},{"key":"21_CR14","unstructured":"Fogarty, J., Baker, R., Hudson, S.: Case Studies in the Use of ROC Curve Analysis for Sensor-Based Estimates in Human Computer Interaction. In: Proc. of Graphics Interface, pp. 129\u2013136 (2005)"}],"container-title":["Lecture Notes in Computer Science","User Modeling, Adaptation, and Personalization"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-31454-4_21.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,5,4]],"date-time":"2021-05-04T12:01:25Z","timestamp":1620129685000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-31454-4_21"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012]]},"ISBN":["9783642314537","9783642314544"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-31454-4_21","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2012]]}}}