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Here, we present two new datasets, which we gathered from the linguistically rich domain of physician reviews, as other investigations have mainly concentrated on commercial reviews and social media reviews so far. To give readers a better understanding of the underlying datasets, we describe the annotation process and inter-annotator agreement in detail. In our research, we automatically assess implicit mentions or indications of specific aspects. To do this, we propose and utilize neural network models that perform the here-defined aspect phrase extraction and classification task, achieving F1-score values of about 80% and accuracy values of more than 90%. As we apply our models to a comparatively complex domain, we obtain promising results. ","lang":"eng"}],"user_id":"58701","ddc":["000"],"citation":{"ieee":"J. Kersting and M. 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Rumlich, European Journal of Applied Linguistics 9 (2021) 391–416.","ieee":"P. Meer, J. Hartmann, and D. Rumlich, “Folklinguistic perceptions of Global Englishes among German learners of English,” European Journal of Applied Linguistics, vol. 9, no. 2, pp. 391–416, 2021, doi: 10.1515/eujal-2020-0014."},"_id":"21914","intvolume":" 9","date_updated":"2022-10-28T05:39:57Z","issue":"2","doi":"10.1515/eujal-2020-0014"},{"title":"Crossraods of Collective Memory. 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Bridges and Barriers: Perspectives of Progress and Preservation, Interdisciplinary and International Conference.","ama":"Jende YK. Truth Be Told, ... or Not? Reality and Perspective in New Sincerity Memoir. In: Bridges and Barriers: Perspectives of Progress and Preservation, Interdisciplinary and International Conference. ; 2021.","ieee":"Y. K. Jende, “Truth Be Told, ... or Not? Reality and Perspective in New Sincerity Memoir.,” presented at the Bridges and Barriers: Perspectives of Progress and Preservation, Interdisciplinary and International Conference, 2021.","short":"Y.K. Jende, in: Bridges and Barriers: Perspectives of Progress and Preservation, Interdisciplinary and International Conference, Paderborn University, 2021."},"type":"conference","language":[{"iso":"eng"}],"_id":"44221","date_updated":"2023-04-27T11:33:47Z","conference":{"end_date":"2021-02-12","name":"Bridges and Barriers: Perspectives of Progress and Preservation, Interdisciplinary and International Conference","start_date":"2021-01-15"}},{"user_id":"50527","title":"Bridges and Barriers, Interdisziplinäre studentische Konferenz","date_created":"2023-04-28T07:55:33Z","status":"public","editor":[{"first_name":"Felix","full_name":"Behler, Felix","last_name":"Behler","id":"50527"},{"first_name":"Yvonne Kristin","full_name":"Jende, Yvonne Kristin","last_name":"Jende","id":"24615"},{"first_name":"Lisa-Marie","full_name":"Büsken, Lisa-Marie","last_name":"Büsken"},{"last_name":"Rasmussen","first_name":"Cecilie","full_name":"Rasmussen, Cecilie"}],"department":[{"_id":"381"}],"conference":{"end_date":"2021.02.12","name":"Bridges and Barriers, Interdisziplinäre studentische Konferenz","start_date":"2021.01.15","location":"Paderborn"},"date_updated":"2023-04-28T07:55:46Z","_id":"44263","language":[{"iso":"eng"}],"year":"2021","citation":{"bibtex":"@book{Behler_Jende_Büsken_Rasmussen_2021, title={Bridges and Barriers, Interdisziplinäre studentische Konferenz}, year={2021} }","mla":"Behler, Felix, et al., editors. Bridges and Barriers, Interdisziplinäre Studentische Konferenz. 2021.","chicago":"Behler, Felix, Yvonne Kristin Jende, Lisa-Marie Büsken, and Cecilie Rasmussen, eds. Bridges and Barriers, Interdisziplinäre Studentische Konferenz, 2021.","apa":"Behler, F., Jende, Y. K., Büsken, L.-M., & Rasmussen, C. (Eds.). (2021). Bridges and Barriers, Interdisziplinäre studentische Konferenz.","ama":"Behler F, Jende YK, Büsken L-M, Rasmussen C, eds. Bridges and Barriers, Interdisziplinäre Studentische Konferenz.; 2021.","ieee":"F. Behler, Y. K. Jende, L.-M. Büsken, and C. Rasmussen, Eds., Bridges and Barriers, Interdisziplinäre studentische Konferenz. 2021.","short":"F. Behler, Y.K. Jende, L.-M. Büsken, C. Rasmussen, eds., Bridges and Barriers, Interdisziplinäre Studentische Konferenz, 2021."},"type":"conference_editor"},{"_id":"32488","citation":{"short":"R. Schmidt, I. Mindt, in: I. Neiske, J. Osthushenrich, N. Schaper, U. Trier, N. Vöing (Eds.), Hochschule Auf Abstand. Ein Multiperspektivischer Zugang Zur Digitalen Lehre , transcript Verlag, Bielefeld, Germany, 2021, pp. 117–140.","ieee":"R. Schmidt and I. Mindt, “Student engagement in digitalen Lehr-Lern-Szenarien,” in Hochschule auf Abstand. Ein multiperspektivischer Zugang zur digitalen Lehre , I. Neiske, J. Osthushenrich, N. Schaper, U. Trier, and N. Vöing, Eds. Bielefeld, Germany: transcript Verlag, 2021, pp. 117–140.","chicago":"Schmidt, Rebekka, and Ilka Mindt. “Student Engagement in Digitalen Lehr-Lern-Szenarien.” In Hochschule Auf Abstand. Ein Multiperspektivischer Zugang Zur Digitalen Lehre , edited by Iris Neiske, Judith Osthushenrich, Niclas Schaper, Ulrike Trier, and Nerea Vöing, 117–40. Hochschulbildung: Lehre Und Forschung. Bielefeld, Germany: transcript Verlag, 2021. https://doi.org/10.14361/9783839456903-009.","ama":"Schmidt R, Mindt I. Student engagement in digitalen Lehr-Lern-Szenarien. In: Neiske I, Osthushenrich J, Schaper N, Trier U, Vöing N, eds. Hochschule Auf Abstand. Ein Multiperspektivischer Zugang Zur Digitalen Lehre . Hochschulbildung: Lehre und Forschung. transcript Verlag; 2021:117-140. doi:10.14361/9783839456903-009","apa":"Schmidt, R., & Mindt, I. (2021). Student engagement in digitalen Lehr-Lern-Szenarien. In I. Neiske, J. Osthushenrich, N. Schaper, U. Trier, & N. Vöing (Eds.), Hochschule auf Abstand. Ein multiperspektivischer Zugang zur digitalen Lehre (pp. 117–140). transcript Verlag. https://doi.org/10.14361/9783839456903-009","mla":"Schmidt, Rebekka, and Ilka Mindt. “Student Engagement in Digitalen Lehr-Lern-Szenarien.” Hochschule Auf Abstand. Ein Multiperspektivischer Zugang Zur Digitalen Lehre , edited by Iris Neiske et al., transcript Verlag, 2021, pp. 117–40, doi:10.14361/9783839456903-009.","bibtex":"@inbook{Schmidt_Mindt_2021, place={Bielefeld, Germany}, series={Hochschulbildung: Lehre und Forschung}, title={Student engagement in digitalen Lehr-Lern-Szenarien}, DOI={10.14361/9783839456903-009}, booktitle={Hochschule auf Abstand. Ein multiperspektivischer Zugang zur digitalen Lehre }, publisher={transcript Verlag}, author={Schmidt, Rebekka and Mindt, Ilka}, editor={Neiske, Iris and Osthushenrich, Judith and Schaper, Niclas and Trier, Ulrike and Vöing, Nerea}, year={2021}, pages={117–140}, collection={Hochschulbildung: Lehre und Forschung} }"},"year":"2021","type":"book_chapter","page":"117-140","main_file_link":[{"url":"https://www.transcript-verlag.de/978-3-8376-5690-9/hochschule-auf-abstand/?number=978-3-8394-5690-3&c=311025825","open_access":"1"}],"user_id":"58565","abstract":[{"lang":"eng","text":"In diesem Beitrag wird das Konzept des student engagement mit den drei Dimensionen Verhalten, Emotion und Kognition skizziert und in Bezug auf die unterstützenden Faktoren für Lehre auf Distanz in digitalen Lehr-Lernsettings untersucht. Ein Abgleich der theoretischen Grundlagen mit Forschungsergebnissen verschiedener Studien zum Onlinesemester 2020 sowie eine Konkretisierung durch Evaluationen aus Seminaren der englischen Sprachwissenschaft und der Kunstdidaktik gibt Aufschluss darüber, wie ein geeignetes how to engage auch in digitalen Lehr-Lernsettings gelingen kann. Darüber hinaus lassen die Ausführungen erkennen, dass die unterstützenden Faktoren häufig in ähnlich priorisiert werden. Daraus ergibt sich eine Reihenfolge mit dem unterstützenden Umfeld an erster, aktivem und kollaborativem Lernen an zweiter, Erleben von Kompetenz an dritter und akademischer Herausforderung an vierter Stelle. Die Ergebnisse können damit einen Weg aufzeigen, wie auch in ungewohnten Lehr-Lernsettings sukzessive ein geeignetes how to engage entwickelt werden kann, um student engagement zu fördern."}],"alternative_title":["Zwei Fachdisziplinen berichten"],"status":"public","date_created":"2022-08-02T10:21:21Z","author":[{"id":"58565","last_name":"Schmidt","full_name":"Schmidt, Rebekka","first_name":"Rebekka"},{"first_name":"Ilka","full_name":"Mindt, Ilka","last_name":"Mindt","id":"32079"}],"quality_controlled":"1","publisher":"transcript Verlag","publication":"Hochschule auf Abstand. Ein multiperspektivischer Zugang zur digitalen Lehre ","doi":"10.14361/9783839456903-009","oa":"1","date_updated":"2024-01-23T08:23:01Z","language":[{"iso":"eng"}],"series_title":"Hochschulbildung: Lehre und Forschung","title":"Student engagement in digitalen Lehr-Lern-Szenarien","place":"Bielefeld, Germany","editor":[{"full_name":"Neiske, Iris","first_name":"Iris","last_name":"Neiske"},{"first_name":"Judith","full_name":"Osthushenrich, Judith","last_name":"Osthushenrich"},{"last_name":"Schaper","full_name":"Schaper, Niclas","first_name":"Niclas"},{"first_name":"Ulrike","full_name":"Trier, Ulrike","last_name":"Trier"},{"last_name":"Vöing","first_name":"Nerea","full_name":"Vöing, Nerea"}],"publication_status":"published","publication_identifier":{"issn":["2749-7623","2749-7631"]},"department":[{"_id":"1"},{"_id":"384"}]},{"series_title":"Communications in Computer and Information Science","language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:53:08Z","doi":"https://doi.org/10.1007/978-3-030-59506-7_30","department":[{"_id":"579"},{"_id":"1"},{"_id":"36"}],"project":[{"name":"SFB 901","_id":"1"},{"_id":"3","name":"SFB 901 - Project Area B"},{"name":"SFB 901 - Subproject B1","_id":"9"}],"editor":[{"last_name":"Audrius","first_name":"Lopata","full_name":"Audrius, Lopata"},{"first_name":"Butkienė","full_name":"Rita, Butkienė","last_name":"Rita"},{"first_name":"Gudonienė","full_name":"Daina, Gudonienė","last_name":"Daina"},{"full_name":"Vilma, Sukackė","first_name":"Sukackė","last_name":"Vilma"}],"publication_status":"published","title":"Tag Me If You Can: Insights into the Challenges of Supporting Unrestricted P2P News Tagging","year":"2020","type":"book_chapter","citation":{"bibtex":"@inbook{Bäumer_Kersting_Buff_Geierhos_2020, series={Communications in Computer and Information Science}, title={Tag Me If You Can: Insights into the Challenges of Supporting Unrestricted P2P News Tagging}, volume={1283}, DOI={https://doi.org/10.1007/978-3-030-59506-7_30}, booktitle={Information and Software Technologies}, publisher={Springer}, author={Bäumer, Frederik Simon and Kersting, Joschka and Buff, Bianca and Geierhos, Michaela}, editor={Audrius, Lopata and Rita, Butkienė and Daina, Gudonienė and Vilma, SukackėEditors}, year={2020}, pages={368--382}, collection={Communications in Computer and Information Science} }","mla":"Bäumer, Frederik Simon, et al. “Tag Me If You Can: Insights into the Challenges of Supporting Unrestricted P2P News Tagging.” Information and Software Technologies, edited by Lopata Audrius et al., vol. 1283, Springer, 2020, pp. 368--382, doi:https://doi.org/10.1007/978-3-030-59506-7_30.","chicago":"Bäumer, Frederik Simon, Joschka Kersting, Bianca Buff, and Michaela Geierhos. “Tag Me If You Can: Insights into the Challenges of Supporting Unrestricted P2P News Tagging.” In Information and Software Technologies, edited by Lopata Audrius, Butkienė Rita, Gudonienė Daina, and Sukackė Vilma, 1283:368--382. Communications in Computer and Information Science. Springer, 2020. https://doi.org/10.1007/978-3-030-59506-7_30.","apa":"Bäumer, F. S., Kersting, J., Buff, B., & Geierhos, M. (2020). Tag Me If You Can: Insights into the Challenges of Supporting Unrestricted P2P News Tagging. In L. Audrius, B. Rita, G. Daina, & S. Vilma (Eds.), Information and Software Technologies (Vol. 1283, pp. 368--382). Kaunas, Litauen: Springer. https://doi.org/10.1007/978-3-030-59506-7_30","ama":"Bäumer FS, Kersting J, Buff B, Geierhos M. Tag Me If You Can: Insights into the Challenges of Supporting Unrestricted P2P News Tagging. In: Audrius L, Rita B, Daina G, Vilma S, eds. Information and Software Technologies. Vol 1283. Communications in Computer and Information Science. Springer; 2020:368--382. doi:https://doi.org/10.1007/978-3-030-59506-7_30","ieee":"F. S. Bäumer, J. Kersting, B. Buff, and M. Geierhos, “Tag Me If You Can: Insights into the Challenges of Supporting Unrestricted P2P News Tagging,” in Information and Software Technologies, vol. 1283, L. Audrius, B. Rita, G. Daina, and S. Vilma, Eds. Springer, 2020, pp. 368--382.","short":"F.S. Bäumer, J. Kersting, B. Buff, M. Geierhos, in: L. Audrius, B. Rita, G. Daina, S. Vilma (Eds.), Information and Software Technologies, Springer, 2020, pp. 368--382."},"page":"368--382","intvolume":" 1283","_id":"17347","conference":{"location":"Kaunas, Litauen","start_date":"2020-10-15","name":"26th International Conference on Information and Software Technologies (ICIST 2020)","end_date":"2020-10-17"},"file":[{"access_level":"closed","date_created":"2020-11-07T19:47:30Z","file_name":"Bäumer et al. (2020), Baeumer2020.pdf .pdf","relation":"main_file","success":1,"content_type":"application/pdf","date_updated":"2020-11-07T19:47:30Z","file_id":"20309","creator":"jkers","file_size":599881}],"publisher":"Springer","author":[{"full_name":"Bäumer, Frederik Simon","first_name":"Frederik Simon","id":"38837","last_name":"Bäumer"},{"first_name":"Joschka","full_name":"Kersting, Joschka","last_name":"Kersting","id":"58701"},{"last_name":"Buff","full_name":"Buff, Bianca","first_name":"Bianca"},{"first_name":"Michaela","full_name":"Geierhos, Michaela","orcid":"0000-0002-8180-5606","last_name":"Geierhos","id":"42496"}],"file_date_updated":"2020-11-07T19:47:30Z","publication":"Information and Software Technologies","status":"public","has_accepted_license":"1","date_created":"2020-06-26T14:23:52Z","volume":1283,"abstract":[{"text":"Peer-to-Peer news portals allow Internet users to write news articles and make them available online to interested readers. Despite the fact that authors are free in their choice of topics, there are a number of quality characteristics that an article must meet before it is published. In addition to meaningful titles, comprehensibly written texts and meaning- ful images, relevant tags are an important criteria for the quality of such news. In this case study, we discuss the challenges and common mistakes that Peer-to-Peer reporters face when tagging news and how incorrect information can be corrected through the orchestration of existing Natu- ral Language Processing services. Lastly, we use this illustrative example to give insight into the challenges of dealing with bottom-up taxonomies.","lang":"eng"}],"user_id":"58701","ddc":["004"]},{"date_updated":"2022-01-06T06:54:40Z","_id":"20860","page":"7-22","year":"2020","type":"book_chapter","citation":{"mla":"Strauß, Sara, and Sarah Schäfer-Althaus. “Transient Bodies, Bodies in Transition: An Introduction.” Transient Bodies in Anglophone Literature and Culture, edited by Sara Strauß and Sarah Schäfer-Althaus, Winter, 2020, pp. 7–22.","bibtex":"@inbook{Strauß_Schäfer-Althaus_2020, place={Heidelberg}, title={Transient Bodies, Bodies in Transition: An Introduction}, booktitle={Transient Bodies in Anglophone Literature and Culture}, publisher={Winter}, author={Strauß, Sara and Schäfer-Althaus, Sarah}, editor={Strauß, Sara and Schäfer-Althaus, Sarah Editors}, year={2020}, pages={7–22} }","chicago":"Strauß, Sara, and Sarah Schäfer-Althaus. “Transient Bodies, Bodies in Transition: An Introduction.” In Transient Bodies in Anglophone Literature and Culture, edited by Sara Strauß and Sarah Schäfer-Althaus, 7–22. Heidelberg: Winter, 2020.","apa":"Strauß, S., & Schäfer-Althaus, S. (2020). Transient Bodies, Bodies in Transition: An Introduction. In S. Strauß & S. Schäfer-Althaus (Eds.), Transient Bodies in Anglophone Literature and Culture (pp. 7–22). Heidelberg: Winter.","ama":"Strauß S, Schäfer-Althaus S. Transient Bodies, Bodies in Transition: An Introduction. In: Strauß S, Schäfer-Althaus S, eds. Transient Bodies in Anglophone Literature and Culture. Heidelberg: Winter; 2020:7-22.","ieee":"S. Strauß and S. Schäfer-Althaus, “Transient Bodies, Bodies in Transition: An Introduction,” in Transient Bodies in Anglophone Literature and Culture, S. Strauß and S. Schäfer-Althaus, Eds. Heidelberg: Winter, 2020, pp. 7–22.","short":"S. Strauß, S. Schäfer-Althaus, in: S. Strauß, S. 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Setúbal, Portugal: SCITEPRESS, 2020.","apa":"Kersting, J., & Geierhos, M. (2020). Aspect Phrase Extraction in Sentiment Analysis with Deep Learning. In Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) -- Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020) (pp. 391--400). Setúbal, Portugal: SCITEPRESS.","ama":"Kersting J, Geierhos M. Aspect Phrase Extraction in Sentiment Analysis with Deep Learning. In: Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) -- Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020). Setúbal, Portugal: SCITEPRESS; 2020:391--400.","ieee":"J. Kersting and M. Geierhos, “Aspect Phrase Extraction in Sentiment Analysis with Deep Learning,” in Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) -- Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020), Valetta, Malta, 2020, pp. 391--400.","short":"J. Kersting, M. Geierhos, in: Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) -- Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020), SCITEPRESS, Setúbal, Portugal, 2020, pp. 391--400."},"year":"2020","type":"conference","conference":{"location":"Valetta, Malta","name":"International Conference on Agents and Artificial Intelligence (ICAART) -- Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI)"},"_id":"15580","date_created":"2020-01-15T08:35:07Z","status":"public","has_accepted_license":"1","keyword":["Deep Learning","Natural Language Processing","Aspect-based Sentiment Analysis"],"file_date_updated":"2020-09-18T09:27:00Z","publication":"Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) -- Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020)","publisher":"SCITEPRESS","author":[{"last_name":"Kersting","id":"58701","first_name":"Joschka","full_name":"Kersting, Joschka"},{"first_name":"Michaela","full_name":"Geierhos, Michaela","orcid":"0000-0002-8180-5606","last_name":"Geierhos","id":"42496"}],"file":[{"access_level":"closed","file_name":"Kersting & Geierhos (2020), Kersting2020.pdf","date_created":"2020-09-18T09:27:00Z","date_updated":"2020-09-18T09:27:00Z","content_type":"application/pdf","success":1,"relation":"main_file","file_size":421780,"file_id":"19576","creator":"jkers"}],"ddc":["000"],"user_id":"58701","abstract":[{"text":"This paper deals with aspect phrase extraction and classification in sentiment analysis. We summarize current approaches and datasets from the domain of aspect-based sentiment analysis. This domain detects sentiments expressed for individual aspects in unstructured text data. So far, mainly commercial user reviews for products or services such as restaurants were investigated. We here present our dataset consisting of German physician reviews, a sensitive and linguistically complex field. Furthermore, we describe the annotation process of a dataset for supervised learning with neural networks. Moreover, we introduce our model for extracting and classifying aspect phrases in one step, which obtains an F1-score of 80%. By applying it to a more complex domain, our approach and results outperform previous approaches.","lang":"eng"}]},{"year":"2020","type":"conference","citation":{"short":"B. Buff, J. Kersting, M. Geierhos, in: Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020), SCITEPRESS, Setúbal, Portugal, 2020, pp. 630--637.","ieee":"B. Buff, J. Kersting, and M. Geierhos, “Detection of Privacy Disclosure in the Medical Domain: A Survey,” in Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020), Valetta, Malta, 2020, pp. 630--637.","apa":"Buff, B., Kersting, J., & Geierhos, M. (2020). Detection of Privacy Disclosure in the Medical Domain: A Survey. In Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020) (pp. 630--637). Setúbal, Portugal: SCITEPRESS.","ama":"Buff B, Kersting J, Geierhos M. Detection of Privacy Disclosure in the Medical Domain: A Survey. In: Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020). Setúbal, Portugal: SCITEPRESS; 2020:630--637.","chicago":"Buff, Bianca, Joschka Kersting, and Michaela Geierhos. “Detection of Privacy Disclosure in the Medical Domain: A Survey.” In Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020), 630--637. Setúbal, Portugal: SCITEPRESS, 2020.","bibtex":"@inproceedings{Buff_Kersting_Geierhos_2020, place={Setúbal, Portugal}, title={Detection of Privacy Disclosure in the Medical Domain: A Survey}, booktitle={Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020)}, publisher={SCITEPRESS}, author={Buff, Bianca and Kersting, Joschka and Geierhos, Michaela}, year={2020}, pages={630--637} }","mla":"Buff, Bianca, et al. “Detection of Privacy Disclosure in the Medical Domain: A Survey.” Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020), SCITEPRESS, 2020, pp. 630--637."},"page":"630--637","_id":"15582","conference":{"name":"International Conference on Pattern Recognition Applications and Methods (ICPRAM)","location":"Valetta, Malta"},"status":"public","has_accepted_license":"1","date_created":"2020-01-15T08:49:25Z","file":[{"content_type":"application/pdf","date_updated":"2020-09-18T09:25:30Z","relation":"main_file","success":1,"file_size":287956,"file_id":"19574","creator":"jkers","access_level":"closed","file_name":"Buff et al. (2020), Buff2020.pdf","date_created":"2020-09-18T09:25:30Z"}],"author":[{"last_name":"Buff","full_name":"Buff, Bianca","first_name":"Bianca"},{"first_name":"Joschka","full_name":"Kersting, Joschka","last_name":"Kersting","id":"58701"},{"orcid":"0000-0002-8180-5606","full_name":"Geierhos, Michaela","first_name":"Michaela","id":"42496","last_name":"Geierhos"}],"publisher":"SCITEPRESS","file_date_updated":"2020-09-18T09:25:30Z","publication":"Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020)","keyword":["Identity Disclosure","Privacy Protection","Physician Review Website","De-Anonymization","Medical Domain"],"user_id":"58701","ddc":["000"],"abstract":[{"lang":"eng","text":"When it comes to increased digitization in the health care domain, privacy is a relevant topic nowadays. This relates to patient data, electronic health records or physician reviews published online, for instance. There exist different approaches to the protection of individuals’ privacy, which focus on the anonymization and masking of personal information subsequent to their mining. In the medical domain in particular, measures to protect the privacy of patients are of high importance due to the amount of sensitive data that is involved (e.g. age, gender, illnesses, medication). While privacy breaches in structured data can be detected more easily, disclosure in written texts is more difficult to find automatically due to the unstructured nature of natural language. Therefore, we take a detailed look at existing research on areas related to privacy protection. Likewise, we review approaches to the automatic detection of privacy disclosure in different types of medical data. We provide a survey of several studies concerned with privacy breaches in the medical domain with a focus on Physician Review Websites (PRWs). Finally, we briefly develop implications and directions for further research."}],"language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:52:30Z","project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - Subproject B1","_id":"9"}],"department":[{"_id":"579"}],"title":"Detection of Privacy Disclosure in the Medical Domain: A Survey","place":"Setúbal, Portugal"},{"_id":"15635","conference":{"end_date":"2020-05-20","start_date":"2020-05-17","name":"The 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference","location":"North Miami Beach, FL, USA"},"type":"conference","citation":{"short":"J. Kersting, M. Geierhos, in: Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference, AAAI, North Miami Beach, FL, USA, 2020, pp. 282--285.","ieee":"J. Kersting and M. Geierhos, “Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis,” in Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference, North Miami Beach, FL, USA, 2020, pp. 282--285.","chicago":"Kersting, Joschka, and Michaela Geierhos. “Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis.” In Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference, 282--285. North Miami Beach, FL, USA: AAAI, 2020.","ama":"Kersting J, Geierhos M. Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis. In: Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference. North Miami Beach, FL, USA: AAAI; 2020:282--285.","apa":"Kersting, J., & Geierhos, M. (2020). Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis. 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While many studies investigate product reviews and online labour markets with service providers delivering intangible products “over the wire”, we focus on websites where providers offer multiple distinct services that can be booked, paid and reviewed online but are performed locally offline. This type of service providers has so far been neglected in the literature. This paper analyses reviews and applies sentiment analysis. It aims to gain new insights into local multi-service providers’ performance. There is a broad literature range presented with regard to the topics addressed. The results show, among other things, that providers with good ratings continue to perform well over time. We find that many positive reviews seem to encourage sales. On average, quantitative star ratings and qualitative ratings in the form of review texts match. Further results are also achieved in this study.","lang":"eng"}],"user_id":"58701","ddc":["000"]},{"issue":"2","oa":"1","_id":"27371","date_updated":"2022-01-16T11:43:47Z","intvolume":" 9","type":"review","citation":{"chicago":"Mildorf, Jarmila. “Book Review: Fictional Dialogue as Poiesis: Elizabeth Alsop’s Making Conversation in Modernist Fiction.” Diegesis, 2020.","ama":"Mildorf J. Book review: Fictional Dialogue as Poiesis: Elizabeth Alsop’s Making Conversation in Modernist Fiction. Diegesis. 2020;9(2).","apa":"Mildorf, J. (2020). Book review: Fictional Dialogue as Poiesis: Elizabeth Alsop’s Making Conversation in Modernist Fiction. 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