{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,9]],"date-time":"2024-09-09T08:04:34Z","timestamp":1725869074713},"publisher-location":"Cham","reference-count":27,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319478791"},{"type":"electronic","value":"9783319478807"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-47880-7_31","type":"book-chapter","created":{"date-parts":[[2016,10,22]],"date-time":"2016-10-22T06:54:40Z","timestamp":1477119280000},"page":"494-509","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Semi-supervised Knowledge Extraction for Detection of Drugs and Their Effects"],"prefix":"10.1007","author":[{"given":"Fabio","family":"Del Vigna","sequence":"first","affiliation":[]},{"given":"Marinella","family":"Petrocchi","sequence":"additional","affiliation":[]},{"given":"Alessandro","family":"Tommasi","sequence":"additional","affiliation":[]},{"given":"Cesare","family":"Zavattari","sequence":"additional","affiliation":[]},{"given":"Maurizio","family":"Tesconi","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,10,23]]},"reference":[{"key":"31_CR1","unstructured":"Attardi, G., Gull, A., Sebastiani, F.: Theseus: categorization by context. Univ. Comput. Sci. (1998)"},{"key":"31_CR2","doi-asserted-by":"crossref","unstructured":"Bellandi, A., Nasoni, S., Tommasi, A., Zavattari, C.: Ontology-driven relation extraction by pattern discovery. In: Information, Process, and Knowledge Management, pp. 1\u20136. IEEE Computer Society (2010)","DOI":"10.1109\/eKNOW.2010.17"},{"key":"31_CR3","doi-asserted-by":"crossref","unstructured":"Blum, A., Mitchell, T.: Combining labeled and unlabeled data with co-training. In: Computational Learning Theory. pp. 92\u2013100. ACM (1998)","DOI":"10.1145\/279943.279962"},{"key":"31_CR4","doi-asserted-by":"crossref","unstructured":"Carlson, A., Betteridge, J., Wang, R.C., Hruschka Jr., E.R., Mitchell, T.M.: Coupled semi-supervised learning for information extraction. In: Web Search and Data Mining, pp. 101\u2013110. ACM (2010)","DOI":"10.1145\/1718487.1718501"},{"issue":"3","key":"31_CR5","doi-asserted-by":"publisher","first-page":"27:1","DOI":"10.1145\/1961189.1961199","volume":"2","author":"CC Chang","year":"2011","unstructured":"Chang, C.C., Lin, C.J.: LIBSVM: a library for support vector machines. ACM Trans. Intell. Syst. Technol. 2(3), 27:1\u201327:27 (2011)","journal-title":"ACM Trans. Intell. Syst. Technol."},{"key":"31_CR6","unstructured":"Chang, M.W., Ratinov, L., Roth, D.: Guiding semi-supervision with constraint-driven learning. In: Annual Meeting - Association for Computational Linguistics, pp. 280\u2013287 (2007)"},{"issue":"4","key":"31_CR7","doi-asserted-by":"publisher","first-page":"386","DOI":"10.3109\/09638237.2012.682265","volume":"21","author":"Z Davey","year":"2012","unstructured":"Davey, Z., Schifano, F., Corazza, O., Deluca, P.: e-Psychonauts: conducting research in online drug forum communities. J. Ment. Health 21(4), 386\u2013394 (2012)","journal-title":"J. Ment. Health"},{"issue":"7","key":"31_CR8","doi-asserted-by":"publisher","first-page":"489","DOI":"10.1093\/qjmed\/hcq056","volume":"103","author":"S Davies","year":"2010","unstructured":"Davies, S., et al.: Purchasing legal highs on the Internet - is there consistency in what you get? QJM 103(7), 489\u2013493 (2010)","journal-title":"QJM"},{"key":"31_CR9","doi-asserted-by":"crossref","unstructured":"Del Vigna, F., Avvenuti, M., Bacciu, C., Deluca, P., Marchetti, A., Petrocchi, M., Tesconi, M.: Spotting the diffusion of new psychoactive substances over the internet. arXiv preprint arXiv:1605.03817 (2016)","DOI":"10.1007\/978-3-319-46349-0_8"},{"issue":"1","key":"31_CR10","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1016\/j.artint.2005.03.001","volume":"165","author":"O Etzioni","year":"2005","unstructured":"Etzioni, O., Cafarella, M., Downey, D., Popescu, A.M., Shaked, T., Soderland, S., Weld, D.S., Yates, A.: Unsupervised named-entity extraction from the web: an experimental study. Artif. Intell. 165(1), 91\u2013134 (2005)","journal-title":"Artif. Intell."},{"issue":"5","key":"31_CR11","doi-asserted-by":"publisher","first-page":"343","DOI":"10.1007\/s40264-014-0155-x","volume":"37","author":"CC Freifeld","year":"2014","unstructured":"Freifeld, C.C., Brownstein, J.S., Menone, C.M., Bao, W., Filice, R., Kass-Hout, T., Dasgupta, N.: Digital drug safety surveillance: monitoring pharmaceutical products in Twitter. Drug Saf. 37(5), 343\u2013350 (2014)","journal-title":"Drug Saf."},{"issue":"12","key":"31_CR12","doi-asserted-by":"crossref","first-page":"e280","DOI":"10.2196\/jmir.5144","volume":"17","author":"Takeo Katsuki","year":"2015","unstructured":"Katsuki, T., Mackey, T.K., Cuomo, R.: Establishing a link between prescription drug abuse and illicit online pharmacies: analysis of Twitter data. J. Med. Internet Res. 17(12) (2015)","journal-title":"Journal of Medical Internet Research"},{"issue":"7","key":"31_CR13","doi-asserted-by":"publisher","first-page":"e143","DOI":"10.2196\/jmir.2464","volume":"15","author":"TK Mackey","year":"2013","unstructured":"Mackey, T.K., Liang, B.A., Strathdee, S.A.: Digital social media, youth, and nonmedical use of prescription drugs: the need for reform. J. Med. Internet Res. 15(7), e143 (2013)","journal-title":"J. Med. Internet Res."},{"key":"31_CR14","unstructured":"Marsh, E., Perzanowski, D.: MUC-7 evaluation of IE technology: overview of results. In: Seventh Message Understanding Conference (MUC-7) (1998)"},{"issue":"3","key":"31_CR15","doi-asserted-by":"crossref","first-page":"671","DOI":"10.1093\/jamia\/ocu041","volume":"22","author":"A Nikfarjam","year":"2015","unstructured":"Nikfarjam, A., Sarker, A., OConnor, K., Ginn, R., Gonzalez, G.: Pharmacovigilance from social media: mining adverse drug reaction mentions using sequence labeling with word embedding cluster features. J. Am. Med. Inform. Assoc. 22(3), 671\u2013681 (2015)","journal-title":"J. Am. Med. Inform. Assoc."},{"key":"31_CR16","unstructured":"Penas, A., Verdejo, F., Gonzalo, J.: Corpus-based terminology extraction applied to information access. In: Corpus Linguistics, pp. 458\u2013465 (2001)"},{"key":"31_CR17","unstructured":"Riloff, E., Jones, R., et al.: Learning dictionaries for information extraction by multi-level bootstrapping. In: AAAI\/IAAI, pp. 474\u2013479 (1999)"},{"key":"31_CR18","unstructured":"Rosenfeld, B., Feldman, R.: Using corpus statistics on entities to improve semi-supervised relation extraction from the web. In: Annual Meeting - Association for Computational Linguistics, pp. 600\u2013607 (2007)"},{"issue":"5","key":"31_CR19","doi-asserted-by":"publisher","first-page":"513","DOI":"10.1016\/0306-4573(88)90021-0","volume":"24","author":"G Salton","year":"1988","unstructured":"Salton, G., Buckley, C.: Term-weighting approaches in automatic text retrieval. Inf. Process. Manag. 24(5), 513\u2013523 (1988)","journal-title":"Inf. Process. Manag."},{"issue":"2","key":"31_CR20","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1080\/17542860903350888","volume":"2","author":"F Schifano","year":"2009","unstructured":"Schifano, F., Corazza, O., Deluca, P., Davey, Z., Furia, L.D., Farre\u2019, M., Flesland, L., Mannonen, M., Pagani, S., Peltoniemi, T., Pezzolesi, C., Scherbaum, N., Siemann, H., Skutle, A., Torrens, M., Kreeft, P.V.D.: Psychoactive drug or mystical incense? Overview of the online available information on Spice products. Int. J. Cult. Ment. Health 2(2), 137\u2013144 (2009)","journal-title":"Int. J. Cult. Ment. Health"},{"issue":"1","key":"31_CR21","doi-asserted-by":"publisher","first-page":"92","DOI":"10.1016\/j.forsciint.2010.06.030","volume":"206","author":"MM Schmidt","year":"2011","unstructured":"Schmidt, M.M., Sharma, A., Schifano, F., Feinmann, C.: Legal highs on the net-Evaluation of UK-based websites, products and product information. Forensic Sci. Int. 206(1), 92\u201397 (2011)","journal-title":"Forensic Sci. Int."},{"key":"31_CR22","doi-asserted-by":"crossref","unstructured":"Smith, N.A., Eisner, J.: Contrastive estimation: training log-linear models on unlabeled data. In: Annual Meeting - Association for Computational Linguistics, pp. 354\u2013362 (2005)","DOI":"10.3115\/1219840.1219884"},{"issue":"1","key":"31_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/1477-7517-11-25","volume":"11","author":"C Soussan","year":"2014","unstructured":"Soussan, C., Kjellgren, A.: Harm reduction and knowledge exchange\u2013a qualitative analysis of drug-related Internet discussion forums. Harm Reduct. J. 11(1), 1\u20139 (2014)","journal-title":"Harm Reduct. J."},{"key":"31_CR24","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1007\/978-3-642-35362-8_7","volume-title":"Cyberspace Safety and Security","author":"PA Watters","year":"2012","unstructured":"Watters, P.A., Phair, N.: Detecting illicit drugs on social media using automated social media intelligence analysis (ASMIA). In: Xiang, Y., Lopez, J., Kuo, C.-C.J., Zhou, W. (eds.) CSS 2012. LNCS, vol. 7672, pp. 66\u201376. Springer, Heidelberg (2012)"},{"issue":"1","key":"31_CR25","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1007\/s00799-003-0066-4","volume":"4","author":"HI Witten","year":"2004","unstructured":"Witten, H.I., Don, J.K., Dewsnip, M., Tablan, V.: Text mining in a digital library. Int. J. Digit. Libr. 4(1), 56\u201359 (2004)","journal-title":"Int. J. Digit. Libr."},{"key":"31_CR26","unstructured":"Xie, J., Xiong, T.: Stochastic semi-supervised learning on partially labeled imbalanced data. In: Active Learning Challenge Challenges in Machine Learning (2011)"},{"issue":"1","key":"31_CR27","doi-asserted-by":"publisher","first-page":"2:1","DOI":"10.1145\/2576233","volume":"5","author":"CC Yang","year":"2014","unstructured":"Yang, C.C., Yang, H., Jiang, L.: Postmarketing drug safety surveillance using publicly available health-consumer-contributed content in social media. ACM Trans. Manage. Inf. Syst. 5(1), 2:1\u20132:21 (2014)","journal-title":"ACM Trans. Manage. Inf. Syst."}],"container-title":["Lecture Notes in Computer Science","Social Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-47880-7_31","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,7]],"date-time":"2024-03-07T11:49:09Z","timestamp":1709812149000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-47880-7_31"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319478791","9783319478807"],"references-count":27,"URL":"http:\/\/dx.doi.org\/10.1007\/978-3-319-47880-7_31","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"23 October 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"SocInfo","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Social Informatics","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Bellevue","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"USA","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11 November 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 November 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"socinfo2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}