{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T16:36:09Z","timestamp":1751387769834},"reference-count":55,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2013,8,30]],"date-time":"2013-08-30T00:00:00Z","timestamp":1377820800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Inf Syst E-Bus Manage"],"published-print":{"date-parts":[[2014,8]]},"DOI":"10.1007\/s10257-013-0228-x","type":"journal-article","created":{"date-parts":[[2013,8,29]],"date-time":"2013-08-29T05:50:05Z","timestamp":1377755405000},"page":"385-415","source":"Crossref","is-referenced-by-count":7,"title":["On developing indicators with text analytics: exploring concept vectors applied to English and Chinese texts"],"prefix":"10.1007","volume":"12","author":[{"given":"Steven O.","family":"Kimbrough","sequence":"first","affiliation":[]},{"given":"Christine","family":"Chou","sequence":"additional","affiliation":[]},{"given":"Yi-Ting","family":"Chen","sequence":"additional","affiliation":[]},{"given":"Hilary","family":"Lin","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2013,8,30]]},"reference":[{"key":"228_CR1","unstructured":"Andrew JP, Manget J, Michael D, Taylor A, Zablit H (2010) Innovation 2010: a return to prominence\u2014and the emergence of a new world order. Boston Consulting Group, Boston, MA"},{"key":"228_CR2","volume-title":"Natural language processing with python","author":"S Bird","year":"2009","unstructured":"Bird S, Klein E, Loper E (2009) Natural language processing with python. O\u2019Reilly, Sebastopol, CA"},{"issue":"3","key":"228_CR3","doi-asserted-by":"crossref","first-page":"363","DOI":"10.1016\/S0306-4573(01)00027-9","volume":"38","author":"DC Blair","year":"2002","unstructured":"Blair DC, Kimbrough SO (2002) Exemplary documents: a foundation for information retrieval design. Inf Process Manage 38(3):363\u2013379","journal-title":"Inf Process Manage"},{"issue":"3","key":"228_CR4","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1145\/3166.3197","volume":"28","author":"DC Blair","year":"1985","unstructured":"Blair DC, Maron ME (1985) An evaluation of retrieval effectiveness for a full-text document-retrieval system. Commun ACM 28(3):289\u2013299","journal-title":"Commun ACM"},{"key":"228_CR5","unstructured":"Bowman EH (1973) Corporate social responsibility and the investor. J Contemp Bus 2:21\u201343"},{"issue":"1","key":"228_CR6","doi-asserted-by":"crossref","first-page":"61","DOI":"10.1287\/inte.14.1.61","volume":"14","author":"EH Bowman","year":"1984","unstructured":"Bowman EH (1984) No access content analysis of annual reports for corporate strategy and risk. Interfaces 14(1):61\u201371","journal-title":"Interfaces"},{"key":"228_CR7","volume-title":"Classification and regression trees","author":"L Breiman","year":"1984","unstructured":"Breiman L, Friedman R, Olshen R, Stone C (1984) Classification and regression trees. CRC Press, Boca Raton, FL"},{"issue":"3","key":"228_CR8","doi-asserted-by":"crossref","first-page":"650","DOI":"10.1016\/j.pragma.2009.07.007","volume":"42","author":"BC Camiciottoli","year":"2010","unstructured":"Camiciottoli BC (2010) Discourse connectives in genres of financial disclosure: earnings presentations versus earnings releases. J Pragmat 42(3):650\u2013663","journal-title":"J Pragmat"},{"key":"228_CR9","unstructured":"Chang LC, Hsu CH, Chang YY (2012) The construction of taiwan\u2019s financial early warning system: the text-mining technique-based analysis. Taiwan Bank Q 63(1):182\u2013217. In Chinese. http:\/\/www.bot.com.tw\/Publications\/Quarterly\/Documents\/63_1\/63_1_7.pdf"},{"key":"228_CR10","unstructured":"Chen GT, Kimbrough S, Lee T (2004) A note on automated support for product application discovery. In: Dutta A, Goes P (eds) Proceedings of the fourteenth annual workshop on information technologies and systems (WITS2004), Washington, DC, pp 128\u2013133"},{"key":"228_CR11","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1007\/s10257-007-0046-0","volume":"5","author":"R Chen","year":"2007","unstructured":"Chen R, Sharman R, Rao H, Upadhyaya S (2007) Design principles for critical incident response systems. Inf Syst E-Bus Manage 5:201\u2013227. doi: 10.1007\/s10257-007-0046-0","journal-title":"Inf Syst E-Bus Manage"},{"issue":"4","key":"228_CR12","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1007\/s10257-007-0070-0","volume":"6","author":"CH Chou","year":"2008","unstructured":"Chou CH, Sinha AP, Zhao H (2008) A text mining approach to Internet abuse detection. Inf Syst e-Bus Manage 6(4):419\u2013439","journal-title":"Inf Syst e-Bus Manage"},{"key":"228_CR13","doi-asserted-by":"crossref","first-page":"634","DOI":"10.2307\/2393512","volume":"35","author":"RA D\u2019Aveni","year":"1990","unstructured":"D\u2019Aveni RA, MacMillan IC (1990) Crisis and content of managerial communications: a study of the focus of attention of top managers in surviving and failing firms. Adm Sci Q 35:634\u2013657","journal-title":"Adm Sci Q"},{"issue":"4","key":"228_CR14","doi-asserted-by":"crossref","first-page":"490","DOI":"10.1108\/09564231011066123","volume":"21","author":"P den Hertog","year":"2010","unstructured":"den Hertog P, van der Aa W, de Jong MW (2010) Capabilities for managing service innovation: towards a conceptual framework. J Serv Manage 21(4):490\u2013514","journal-title":"J Serv Manage"},{"issue":"3","key":"228_CR15","doi-asserted-by":"crossref","first-page":"641","DOI":"10.1142\/S1363919611003258","volume":"15","author":"H Forsman","year":"2011","unstructured":"Forsman H, Temel S (2011) Innovation and business performance in small enterprises: an enterprise-level analysis. Int J Innov Manage 15(3):641\u2013665","journal-title":"Int J Innov Manage"},{"issue":"1","key":"228_CR16","doi-asserted-by":"crossref","first-page":"9","DOI":"10.2307\/2312726","volume":"69","author":"D Gale","year":"1962","unstructured":"Gale D, Shapley LS (1962) College admissions and the stability of marriage. Am Math Mon 69(1):9\u201315","journal-title":"Am Math Mon"},{"issue":"4","key":"228_CR17","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1007\/s10257-007-0074-9","volume":"6","author":"J Gebauer","year":"2008","unstructured":"Gebauer J, Tang Y, Baimai C (2008) User requirements of mobile technology: results from a content analysis of user reviews. Inf Syst E-Bus Manage 6(4):361\u2013384","journal-title":"Inf Syst E-Bus Manage"},{"key":"228_CR18","volume-title":"Content analysis of verbal behavior: new findings and clinical applications","author":"LA Gottschalk","year":"1995","unstructured":"Gottschalk LA (1995) Content analysis of verbal behavior: new findings and clinical applications. Lawrence Erlbaum Associates, Hillsdale, NJ"},{"key":"228_CR19","doi-asserted-by":"crossref","DOI":"10.1525\/9780520376762","volume-title":"The measurement of psychological states through the content analysis of verbal behavior","author":"LA Gottschalk","year":"1969","unstructured":"Gottschalk LA, Gleser GC (1969) The measurement of psychological states through the content analysis of verbal behavior. University of California Press, Berkeley, CA"},{"key":"228_CR20","doi-asserted-by":"crossref","DOI":"10.1525\/9780520318816","volume-title":"Manual of instructions for using the Gottschalk-Gleser content analysis scales: anxiety, hostility, and social alienation\u2014personal disorganization","author":"LA Gottschalk","year":"1969","unstructured":"Gottschalk LA, Winget CN, Gleser GC (1969) Manual of instructions for using the Gottschalk-Gleser content analysis scales: anxiety, hostility, and social alienation\u2014personal disorganization. University of California Press, Berkeley, CA"},{"issue":"4","key":"228_CR21","doi-asserted-by":"crossref","first-page":"481","DOI":"10.1287\/orsc.1040.0078","volume":"15","author":"ZL He","year":"2004","unstructured":"He ZL, Wong PK (2004) Exploration versus exploitation: an empirical test of the ambidexterity hypothesis. Organ Sci 15(4):481\u2013494","journal-title":"Organ Sci"},{"key":"228_CR22","unstructured":"Kabanoff B, Keegan J (2007) Studying strategic cognition by content analysis of annual reports: a validation involving firm innovation. In: Chapman R (eds) Proceedings of managing our intellectual and social capital: 21st ANZAM 2007 Conference, Sydney, Australia, pp 1\u201314"},{"key":"228_CR23","doi-asserted-by":"crossref","unstructured":"Kimbrough MR, Kimbrough SO, Murphy P (2011) On using text analytics for event studies. In: Proceedings of the 2011 international conference on artificial intelligence and law (ICAIL 2011)","DOI":"10.1145\/2018358.2018388"},{"key":"228_CR24","doi-asserted-by":"crossref","unstructured":"Kimbrough SO, Lee TY, Oktem U (2012) On deriving indicators from texts. In: Dolk D, Granat J (eds) Modeling for decision support in network-based services, Lecture Notes in Business Information Processing, vol 42. Springer, Berlin, pp 196\u2013225","DOI":"10.1007\/978-3-642-27612-5_9"},{"key":"228_CR25","unstructured":"Kimbrough SO, MacMillan I, Ranieri J (2007) Process and system for matching products and markets. United States Patent 7,257,568 http:\/\/www.uspto.gov"},{"key":"228_CR26","unstructured":"Kimbrough SO, MacMillan I, Ranieri J, Thompson JD (2011) Categorized document bases. United States Patent 7,917,519 http:\/\/www.uspto.gov"},{"key":"228_CR27","volume-title":"Content analysis: an introduction to its methodology","author":"K Krippendorff","year":"2004","unstructured":"Krippendorff K (2004) Content analysis: an introduction to its methodology, 2nd edn. Sage Publications, Thousand Oaks, CA","edition":"2"},{"key":"228_CR28","unstructured":"Li H, Cai Z, Graesser AC, Duan Y (2012) A comparative study on English and Chinese word uses with LIWC. In: Proceedings of the twenty-fifth international Florida artificial intelligence research society conference, Association for the Advancement of Artificial Intelligence, pp 238\u2013243"},{"key":"228_CR29","doi-asserted-by":"crossref","unstructured":"Loewenstein J, Ocasio W, Jones C (2012) Vocabularies and vocabulary structure: a new approach linking categories, practices, and institutions. The Academy of Management Annals Available online 13 March 2012.doi: 10.1080\/19416520.2012.660763","DOI":"10.1080\/19416520.2012.660763"},{"issue":"2","key":"228_CR30","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1177\/0092070300282005","volume":"28","author":"BA Lukas","year":"2000","unstructured":"Lukas BA, Ferrell O (2000) The effect of market orientation on product innovation. J Acad Mark Sci 28(2):239\u2013247","journal-title":"J Acad Mark Sci"},{"key":"228_CR31","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511809071","volume-title":"Introduction to information retrieval","author":"CD Manning","year":"2008","unstructured":"Manning CD, Raghavan P, Sch\u00fctze H (2008) Introduction to information retrieval. Cambridge University Press, Cambridge, UK"},{"key":"228_CR32","doi-asserted-by":"crossref","unstructured":"March JG (1991) Exploration and exploitation in organizational learning. Organ Sci 2:71\u201387 http:\/\/proxy.library.upenn.edu:2054\/login.aspx?direct=true&db=epref&AN=OS.B.GA.MARCH.EEOL&site=ehost-live","DOI":"10.1287\/orsc.2.1.71"},{"key":"228_CR33","volume-title":"Machine learning","author":"T Mitchell","year":"1997","unstructured":"Mitchell T (1997) Machine learning. Mcgraw-Hill, New York, NY"},{"issue":"4","key":"228_CR34","first-page":"903","volume":"20","author":"R Morris","year":"1994","unstructured":"Morris R (1994) Computerized content analysis in management research: a demonstration of advantages and limitations. J Manage 20(4):903\u2013931","journal-title":"J Manage"},{"issue":"9","key":"228_CR35","doi-asserted-by":"crossref","first-page":"1501","DOI":"10.1016\/S0048-7333(01)00164-0","volume":"30","author":"E Muller","year":"2001","unstructured":"Muller E, Zenker A (2001) Business services as actors of knowledge transformation: the role of kibs in regional and national innovation systems. Res Policy 30(9):1501\u20131516","journal-title":"Res Policy"},{"key":"228_CR36","volume-title":"The content analysis guidebook","author":"KA Neuendorf","year":"2002","unstructured":"Neuendorf KA (2002) The content analysis guidebook. Sage Publications, Thousand Oaks, CA"},{"issue":"5","key":"228_CR37","doi-asserted-by":"crossref","first-page":"665","DOI":"10.1177\/0146167203029005010","volume":"29","author":"ML Newman","year":"2003","unstructured":"Newman ML, Pennebaker JW, Berry DS, Richards JM (2003) Lying words: predicting deception from linguistic styles. Pers Soc Psychol Bull 29(5):665\u2013675","journal-title":"Pers Soc Psychol Bull"},{"key":"228_CR38","unstructured":"OECD-EUROSTAT (1997) Proposed guidelines for collecting and interpreting technological innovation data. Oslo Manual, 2nd edn. OECD-EUROSTAT, Paris"},{"issue":"4","key":"228_CR39","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1080\/10627260902966425","volume":"21","author":"MD Oliveira","year":"2009","unstructured":"Oliveira MD, Murphy P (2009) The leader as the face of a crisis: Philip Morris\u2019 CEO\u2019s speeches during the 1990s. J Public Relat Res 21(4):361\u201380","journal-title":"J Public Relat Res"},{"key":"228_CR40","volume-title":"The secret life of pronouns: what our words say about us","author":"JW Pennebaker","year":"2011","unstructured":"Pennebaker JW (2011) The secret life of pronouns: what our words say about us. Bloomsbury Press, New York, NY"},{"key":"228_CR41","doi-asserted-by":"crossref","unstructured":"Prester J, Bozac MG (2012) Are innovative organizational concepts enough for fostering innovation? Int J Innov Manage 16(1):1250005","DOI":"10.1142\/S1363919611003404"},{"issue":"3","key":"228_CR42","first-page":"375","volume":"34","author":"S Raisch","year":"2008","unstructured":"Raisch S, Birkinshaw J (2008) Organizational ambidexterity: antecedents, outcomes, and moderators. J Manage 34(3):375\u2013409","journal-title":"J Manage"},{"key":"228_CR43","volume-title":"Experimental and quasi-experimental designs for generalized causal inference","author":"WR Shadish","year":"2001","unstructured":"Shadish WR, Cook TD, Campbell DT (2001) Experimental and quasi-experimental designs for generalized causal inference, 2nd edn. Wadsworth Publishing, New York, NY","edition":"2"},{"issue":"1","key":"228_CR44","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1177\/0261927X09351676","volume":"29","author":"YR Tausczik","year":"2010","unstructured":"Tausczik YR, Pennebaker JW (2010) The psychological meaning of words: LIWC and computerized text analysis methods. J Lang Soc Psychol 29(1):24\u201354","journal-title":"J Lang Soc Psychol"},{"key":"228_CR45","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1613\/jair.2934","volume":"37","author":"PD Turney","year":"2010","unstructured":"Turney PD, Pantel P (2010) From frequency to meaning: vector space models of semantics. J Artif Intell Res 37:141\u2013188","journal-title":"J Artif Intell Res"},{"issue":"2","key":"228_CR46","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1002\/smj.738","volume":"30","author":"J Uotila","year":"2009","unstructured":"Uotila J, Maula M, Keil T, Zahra SA (2009) Exploration, exploitation, and financial performance: analysis of S&P 500 corporations. Strateg Manage J 30(2):221\u2013231","journal-title":"Strateg Manage J"},{"key":"228_CR47","unstructured":"Vagnani G (2012) Exploration and long-run organizational performance: the moderating role of technological interdependence. J Manage (forthcoming). Published online 6 December 2012\u00a0at http:\/\/jom.sagepub.com\/content\/early\/2012\/12\/04\/0149206312466146 ."},{"key":"228_CR48","doi-asserted-by":"crossref","unstructured":"Walter F, Battiston S, Yildirim M, Schweitzer F (2012) Moving recommender systems from on-line commerce to retail stores. Inf Syst E-Bus Manage 10:367\u2013393. doi: 10.1007\/s10257-011-0170-8","DOI":"10.1007\/s10257-011-0170-8"},{"key":"228_CR49","doi-asserted-by":"crossref","unstructured":"Wang HY, Liao C, Kao CH (2012) A credit assessment mechanism for wireless telecommunication debt collection: an empirical study. Inf Syst E-Bus Manage 1\u201319. doi: 10.1007\/s10257-012-0192-x","DOI":"10.1007\/s10257-012-0192-x"},{"key":"228_CR50","doi-asserted-by":"crossref","DOI":"10.4135\/9781412983488","volume-title":"Basic content analysis","author":"RP Weber","year":"1990","unstructured":"Weber RP (1990) Basic content analysis, 2nd edn. Sage Publications, Newbury Park, CA","edition":"2"},{"key":"228_CR51","doi-asserted-by":"crossref","unstructured":"Wei CP, Chen YM, Yang CS, Yang C (2010) Understanding what concerns consumers: a semantic approach to product feature extraction from consumer reviews. Inf Syst E-Bus Manage 8:149\u2013167. doi: 10.1007\/s10257-009-0113-9","DOI":"10.1007\/s10257-009-0113-9"},{"issue":"5","key":"228_CR52","doi-asserted-by":"crossref","first-page":"786","DOI":"10.1016\/j.ipm.2011.01.011","volume":"47","author":"CP Wei","year":"2011","unstructured":"Wei CP, Lin YT, Yang CC (2011) Cross-lingual text categorization: conquering language boundaries in globalized environments. Inf Process Manage 47(5):786\u2013804","journal-title":"Inf Process Manage"},{"issue":"5","key":"228_CR53","doi-asserted-by":"crossref","first-page":"647","DOI":"10.1016\/j.ipm.2009.12.003","volume":"47","author":"HC Yang","year":"2011","unstructured":"Yang HC, Hsiao HW, Lee CH (2011) Multilingual document mining and navigation using self-organizing maps. Inf Process Manage 47(5):647\u2013666","journal-title":"Inf Process Manage"},{"key":"228_CR54","unstructured":"Yen CC, Chi DJ, Lin SJ (2008) A study for detecting enterprise financial statement fraud. Asian J Manag Humanit Sci 3(1\u20134):15\u201330. In Chinese. http:\/\/www.asia.edu.tw\/ajmhs\/vol%203\/02.pdf"},{"key":"228_CR55","unstructured":"Yen CC, Lo LK, Chi DJ, Huang YJ (2009) The integrated methodology of classification and regression trees and random forest for information disclosure prediction: consideration of corporate governance indicator. In: Sixth conferences on operations research society of Taiwan. In Chinese. http:\/\/edoc.ypu.edu.tw:8080\/paper\/antai\/2009%E5%B9%B4--%E7%AC%AC%E5%85%AD%E5%B1%86%E5%8F%B0%E7%81%A3%E4%BD%9C%E6%A5%AD%E7%A0%94%E7%A9%B6%E5%AD%B8%E6%9C%83%E7%90%86%E8%AB%96%E8%88%87%E5%AF%A6%E5%8B%99%E5%AD%B8%E8%A1%93%E7%A0%94%E8%A8%8E%E6%9C%83\/(42)%E6%95%B4%E5%90%88%E5%88%86%E9%A1%9E%E8%BF%B4%E6%AD%B8%E6%A8%B9%E8%88%87%E9%9A%A8%E6%A9%9F%E6%A3%AE%E6%9E%97%E6%96%BC%E8%B3%87%E8%A8%8A%E6%8F%AD%E9%9C%B2%E9%A0%90%E6%B8%AC%E4%B9%8B%E7%A0%94%E7%A9%B6.pdf"}],"container-title":["Information Systems and e-Business Management"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10257-013-0228-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10257-013-0228-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10257-013-0228-x","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,3,5]],"date-time":"2022-03-05T02:32:39Z","timestamp":1646447559000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10257-013-0228-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,8,30]]},"references-count":55,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2014,8]]}},"alternative-id":["228"],"URL":"https:\/\/doi.org\/10.1007\/s10257-013-0228-x","relation":{},"ISSN":["1617-9846","1617-9854"],"issn-type":[{"value":"1617-9846","type":"print"},{"value":"1617-9854","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013,8,30]]}}}