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The multi\u2010label classification system we present uses only abstracts and titles of journal articles as input. Our best system is able to assign the important research methods <jats:italic>empirical<\/jats:italic>and <jats:italic>quantitative empirical<\/jats:italic> with F\u2010scores of 0.67 and 0.68. These research methods are in the focus of many recent manual analyses of publications databases. Our classification approach could be applied to automatically analyze large publications databases and databases of bibliographic references according to the use of <jats:italic>empirical<\/jats:italic> and <jats:italic>quantitative empirical<\/jats:italic> methods.<\/jats:p>","DOI":"10.1002\/meet.14505001049","type":"journal-article","created":{"date-parts":[[2014,5,8]],"date-time":"2014-05-08T16:35:28Z","timestamp":1399566928000},"page":"1-8","source":"Crossref","is-referenced-by-count":5,"title":["Automatically assigning research methods to journal articles in the domain of social sciences"],"prefix":"10.1002","volume":"50","author":[{"given":"Judith","family":"Eckle\u2010Kohler","sequence":"first","affiliation":[]},{"given":"Tri\u2010Duc","family":"Nghiem","sequence":"additional","affiliation":[]},{"given":"Iryna","family":"Gurevych","sequence":"additional","affiliation":[]}],"member":"311","published-online":{"date-parts":[[2014,5,8]]},"reference":[{"key":"e_1_2_9_2_1","doi-asserted-by":"publisher","DOI":"10.1162\/jmlr.2003.3.4-5.993"},{"key":"e_1_2_9_3_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"e_1_2_9_4_1","unstructured":"Gupta S.&Manning C. 2011.Analyzing the Dynamics of Research by Extracting Key Aspects of Scientific Papers. 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