{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,3]],"date-time":"2025-12-03T18:05:31Z","timestamp":1764785131094,"version":"3.40.3"},"publisher-location":"Cham","reference-count":17,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031355066"},{"type":"electronic","value":"9783031355073"}],"license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"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":[[2023]]},"DOI":"10.1007\/978-3-031-35507-3_49","type":"book-chapter","created":{"date-parts":[[2023,6,2]],"date-time":"2023-06-02T21:04:13Z","timestamp":1685739853000},"page":"502-512","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Detecting Urgent Instructor Intervention Need in\u00a0Learning Forums with\u00a0a\u00a0Domain Adaptation"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5839-0273","authenticated-orcid":false,"given":"Antonio Leandro Martins","family":"Candido","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4983-1724","authenticated-orcid":false,"given":"Jos\u00e9 Everardo Bessa","family":"Maia","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,6,3]]},"reference":[{"key":"49_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.compedu.2017.11.002","volume":"118","author":"O Almatrafi","year":"2018","unstructured":"Almatrafi, O., Johri, A., Rangwala, H.: Needle in a haystack: identifying learner posts that require urgent response in MOOC discussion forums. Comput. Educ. 118, 1\u20139 (2018)","journal-title":"Comput. Educ."},{"key":"49_CR2","doi-asserted-by":"crossref","unstructured":"Bakharia, A.: Towards cross-domain MOOC forum post classification. In: Proceedings of the Third (2016) ACM Conference on Learning@ Scale, pp. 253\u2013256 (2016)","DOI":"10.1145\/2876034.2893427"},{"key":"49_CR3","doi-asserted-by":"publisher","first-page":"498","DOI":"10.1016\/j.ins.2021.11.061","volume":"585","author":"S Bashath","year":"2022","unstructured":"Bashath, S., Perera, N., Tripathi, S., Manjang, K., Dehmer, M., Streib, F.E.: A data-centric review of deep transfer learning with applications to text data. Inf. Sci. 585, 498\u2013528 (2022)","journal-title":"Inf. Sci."},{"key":"49_CR4","unstructured":"Brahman, F., Varghese, N., Bhat, S., Chaturvedi, S.: Effective forum curation via multi-task learning. Int. Educ. Data Min. Soc. (2020)"},{"key":"49_CR5","doi-asserted-by":"crossref","unstructured":"Capuano, N.: Transfer learning techniques for cross-domain analysis of posts in massive educational forums. In: Intelligent Systems and Learning Data Analytics in Online Education, pp. 133\u2013152. Elsevier (2021)","DOI":"10.1016\/B978-0-12-823410-5.00014-0"},{"issue":"11","key":"49_CR6","doi-asserted-by":"publisher","first-page":"9977","DOI":"10.1007\/s12652-020-02747-9","volume":"12","author":"N Capuano","year":"2021","unstructured":"Capuano, N., Caball\u00e9, S., Conesa, J., Greco, A.: Attention-based hierarchical recurrent neural networks for MOOC forum posts analysis. J. Ambient. Intell. Humaniz. Comput. 12(11), 9977\u20139989 (2021)","journal-title":"J. Ambient. Intell. Humaniz. Comput."},{"key":"49_CR7","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1007\/978-3-030-52240-7_10","volume-title":"Artificial Intelligence in Education","author":"A Chanaa","year":"2020","unstructured":"Chanaa, A., El Faddouli, N.-E.: BERT and Prerequisite Based Ontology for Predicting Learner\u2019s Confusion in MOOCs Discussion Forums. In: Bittencourt, I.I., Cukurova, M., Muldner, K., Luckin, R., Mill\u00e1n, E. (eds.) AIED 2020. LNCS (LNAI), vol. 12164, pp. 54\u201358. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-52240-7_10"},{"key":"49_CR8","doi-asserted-by":"publisher","first-page":"120522","DOI":"10.1109\/ACCESS.2019.2929211","volume":"7","author":"SX Guo","year":"2019","unstructured":"Guo, S.X., Sun, X., Wang, S.X., Gao, Y., Feng, J.: Attention-based character-word hybrid neural networks with semantic and structural information for identifying of urgent posts in MOOC discussion forums. IEEE Access 7, 120522\u2013120532 (2019)","journal-title":"IEEE Access"},{"key":"49_CR9","doi-asserted-by":"publisher","first-page":"58243","DOI":"10.1109\/ACCESS.2021.3072734","volume":"9","author":"NA Khodeir","year":"2021","unstructured":"Khodeir, N.A.: Bi-GRU urgent classification for MOOC discussion forums based on BERT. IEEE Access 9, 58243\u201358255 (2021)","journal-title":"IEEE Access"},{"key":"49_CR10","doi-asserted-by":"publisher","first-page":"85401","DOI":"10.1109\/ACCESS.2019.2925059","volume":"7","author":"R Liu","year":"2019","unstructured":"Liu, R., Shi, Y., Ji, C., Jia, M.: A survey of sentiment analysis based on transfer learning. IEEE Access 7, 85401\u201385412 (2019)","journal-title":"IEEE Access"},{"key":"49_CR11","unstructured":"Pedregosa, F., et\u00a0al.: Scikit-learn: machine learning in python. J. Mach. Learn. Res. 12, 2825\u20132830 (2011)"},{"key":"49_CR12","doi-asserted-by":"crossref","unstructured":"Pennington, J., Socher, R., Manning, C.D.: Glove: global vectors for word representation. In: Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp. 1532\u20131543 (2014)","DOI":"10.3115\/v1\/D14-1162"},{"key":"49_CR13","series-title":"Lecture Notes in Networks and Systems","doi-asserted-by":"publisher","first-page":"371","DOI":"10.1007\/978-3-030-90677-1_36","volume-title":"Innovations in Learning and Technology for the Workplace and Higher Education","author":"D Rossi","year":"2022","unstructured":"Rossi, D., et al.: CAERS: a conversational agent for intervention in MOOCs\u2019 learning processes. In: Guralnick, D., Auer, M.E., Poce, A. (eds.) TLIC 2021. LNNS, vol. 349, pp. 371\u2013382. Springer, Cham (2022). https:\/\/doi.org\/10.1007\/978-3-030-90677-1_36"},{"key":"49_CR14","doi-asserted-by":"crossref","unstructured":"Rossi, D., Str\u00f6ele, V., Campos, F., Braga, R., David, J.M.N.: Identifying pedagogical intervention in MOOCs learning processes: a conversational agent proposal. In: Anais do XXXII Simp\u00f3sio Brasileiro de Inform\u00e1tica na Educa\u00e7\u00e3o, pp. 849\u2013860. SBC (2021)","DOI":"10.5753\/sbie.2021.218441"},{"key":"49_CR15","doi-asserted-by":"crossref","unstructured":"Wang, J., Chen, Y., Yu, H., Huang, M., Yang, Q.: Easy transfer learning by exploiting intra-domain structures. In: 2019 IEEE International Conference on Multimedia and Expo (ICME), pp. 1210\u20131215. IEEE (2019)","DOI":"10.1109\/ICME.2019.00211"},{"key":"49_CR16","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2021.104402","volume":"178","author":"B Yang","year":"2022","unstructured":"Yang, B., Tang, H., Hao, L., Rose, J.R.: Untangling chaos in discussion forums: a temporal analysis of topic-relevant forum posts in MOOCs. Comput. Educ. 178, 104402 (2022)","journal-title":"Comput. Educ."},{"key":"49_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1007\/978-3-030-80421-3_10","volume-title":"Intelligent Tutoring Systems","author":"J Yu","year":"2021","unstructured":"Yu, J., Alrajhi, L., Harit, A., Sun, Z., Cristea, A.I., Shi, L.: Exploring Bayesian deep learning for urgent instructor intervention need in MOOC forums. In: Cristea, A.I., Troussas, C. (eds.) ITS 2021. LNCS, vol. 12677, pp. 78\u201390. Springer, Cham (2021). https:\/\/doi.org\/10.1007\/978-3-030-80421-3_10"}],"container-title":["Lecture Notes in Networks and Systems","Intelligent Systems Design and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-35507-3_49","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,2]],"date-time":"2023-06-02T21:29:54Z","timestamp":1685741394000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-35507-3_49"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"ISBN":["9783031355066","9783031355073"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-35507-3_49","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"type":"print","value":"2367-3370"},{"type":"electronic","value":"2367-3389"}],"subject":[],"published":{"date-parts":[[2023]]},"assertion":[{"value":"3 June 2023","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ISDA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Systems Design and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2022","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12 December 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 December 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"isda2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.mirlabs.net\/isda22\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}