{"id":"W4386806337","doi":"10.1007/978-3-031-43430-3","title":"Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track","year":2023,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences; Télécom Paris; University of Illinois at Urbana-Champaign; Malaviya National Institute of Technology, Jaipur; Région Normandie; Instituto Superior Técnico; Shanghai University of Electric Power; Université de Lyon; University of Thessaly; Stockholms Universitet; University of Science and Technology of China; Julius-Maximilians-Universität Würzburg; Instituto Federal Goiás; Universidade Federal de Pernambuco; Shandong Academy of Sciences; Southeast University; Nanjing University; Univerza v Ljubljani; Université de Rennes 1; Universidad de Castilla-La Mancha; Universidade Federal de Minas Gerais; Università della Calabria; Wuhan University; Universität zu Köln; Università degli Studi di Torino; Aristotle University of Thessaloniki; Anschutz Medical Campus, University of Colorado; Syddansk Universitet; Universitat Politècnica de València; Humboldt-Universität zu Berlin; Malmö Högskola; International Institute of Information Technology, Hyderabad; Ludwig-Maximilians-Universität München; Uniwersytet Warszawski; Universität Bielefeld; Technische Universität Darmstadt; University of Electronic Science and Technology of China; Université de Versailles Saint-Quentin-en-Yvelines; Universität Paderborn; National Central University; Rheinische Friedrich-Wilhelms-Universität Bonn; Westfälische Wilhelms-Universität Münster; Centre National de la Recherche Scientifique; Shandong University; Politechnika Warszawska; Universiteit Gent; Sapienza Università di Roma; Renmin University of China; Zhejiang University; Keele University; Università degli Studi di Verona; Universität Potsdam; AstraZeneca; Gottfried Wilhelm Leibniz Universität Hannover; University College Cork; Shanghai Jiao Tong University; Leibniz-Gemeinschaft; Simon Fraser University; Università degli Studi di Padova; Université de Namur; Universität Wien; Itä-Suomen Yliopisto; Amazon Web Services; Universidad Complutense de Madrid; China University of Petroleum, Beijing; Université Paris-Saclay; Aalto-Yliopisto; KU Leuven; Kyungpook National University; Universiteit Maastricht; University of Technology Sydney; Technische Universiteit Delft; Queensland University of Technology; University of South Australia; RMIT University; Technische Universität Kaiserslautern; Monash University; Jilin University; National University of Singapore; Université de Strasbourg; Conservatoire National des Arts et Métiers; Blekinge Tekniska Högskola; Beihang University; Chongqing University; University of Twente; University of Bristol; University of Bath; University of Oxford; Universidad Carlos III de Madrid; Tsinghua University; Indian National Science Academy; University of Exeter; Sorbonne Université; Kungliga Tekniska Högskolan; Iowa State University; Universidade do Porto; Indian Institute of Technology, Patna; Boise State University; Institut \"Jožef Stefan\"; Amherst College; Department for Enterprise, Trade and Investment, UK Government; Universiteit van Amsterdam; Universität Heidelberg; Politecnico di Torino; Indian Institute of Technology Gandhinagar; Indian Institute of Technology Jodhpur; University of Waikato; University of Ottawa; West Virginia University; Università degli Studi di Firenze; Université du Luxembourg; Heilongjiang University; College of Engineering, Michigan State University; University of Wyoming; Eidgenössische Technische Hochschule Zürich; Università Degli Studi di Modena e Reggio Emila; Nara Institute of Science and Technology; University of Notre Dame; Université de Caen Normandie; Umeå Universitet; Helsingin Yliopisto; Università di Pisa; Universidad Autónoma de Madrid; Scuola IMT Alti Studi Lucca; Carnegie Mellon University; Högskolan i Halmstad; Universität Osnabrück; Korea Advanced Institute of Science and Technology; Università degli Studi di Napoli Federico II; Università degli Studi di Trento; Michigan State University; Universiteit Utrecht; Temple University; Zhengzhou University; Indian Council of Agricultural Research; Griffith University; Università degli Studi di Cagliari; Arizona State University; Xidian University; Florida Atlantic University; University College Dublin; Univerzita Karlova v Praze; Tongji University; Aarhus Universitet; Universiteit Leiden; George Mason University; Carl von Ossietzky Universität Oldenburg; Universitetet i Oslo; Philipps-Universität Marburg; Universidad del Atlántico; Università di Macerata; University of Minnesota","keywords":"Computer science; Track (disk drive); Knowledge extraction; Database; Information retrieval; Data science; World Wide Web; Artificial intelligence; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.003556811,0.0004154435,0.0004634541,0.001163708,0.000561466,0.001640848,0.00563066,0.0001131247,0.000001105076],"category_scores_gemma":[0.0004733512,0.0003819911,0.00001716429,0.003562699,0.002015775,0.002954917,0.01167341,0.0009792083,0.00001714986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002397853,"about_ca_system_score_gemma":0.002169584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009053347,"about_ca_topic_score_gemma":0.0004189244,"domain_scores_codex":[0.994984,0.00004384924,0.00045397,0.00292785,0.0008446363,0.0007457085],"domain_scores_gemma":[0.9964157,0.0009720626,0.0001893866,0.002105084,0.00011251,0.0002052295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002123464,0.00004489551,0.0002288496,0.00007408799,0.000003581739,0.00002549041,0.0007117011,0.0006050618,0.0001681507,0.006501823,0.0001170526,0.9915172],"study_design_scores_gemma":[0.0002765451,0.00004213452,0.0007123752,0.0003104575,0.000006472174,0.00004523929,0.000001636454,0.9833667,0.0001086307,0.00604542,0.00856636,0.0005179734],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002017606,0.00104487,0.9960108,0.0003076638,0.0004350424,0.0003989764,0.0001312886,0.000163654,0.001305935],"genre_scores_gemma":[0.03984609,0.001351133,0.9551281,0.0006645164,0.0006117492,0.00007272279,0.0004700662,0.00009076099,0.001764875],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9909992,"threshold_uncertainty_score":0.9998632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03690926658876365,"score_gpt":0.3015205930331806,"score_spread":0.2646113264444169,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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