{"id":"W4360982002","doi":"10.1007/978-3-031-26419-1","title":"Machine Learning and Knowledge Discovery in Databases","year":2023,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Microsoft Research Asia; Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; Insight SFI Research Centre for Data Analytics; Région Normandie; Stockholms Universitet; University of Science and Technology of China; Univerza v Ljubljani; University of Alberta; Korea Advanced Institute of Science and Technology; Harokopio University; Scuola IMT Alti Studi Lucca; Università di Pisa; Central European Institute of Technology; Universidad de Oviedo; Université Grenoble Alpes; Universität Bielefeld; Ludwig-Maximilians-Universität München; College of Engineering, Michigan State University; University of Wyoming; Danmarks Tekniske Universitet; Temple University; Universiteit Utrecht; Nankai University; Centre National de la Recherche Scientifique; Universiteit Gent; Sapienza Università di Roma; Technische Universität Wien; Universita degli Studi di Bari Aldo Moro; Université de Caen Normandie; Politechnika Poznańska; Masdar Institute of Science and Technology; Microsoft Research; Institut National Polytechnique de Toulouse; King Abdulaziz University; National and Kapodistrian University of Athens; Johannes Gutenberg-Universität Mainz; Leibniz-Gemeinschaft; Simon Fraser University; Università degli Studi di Padova; Euskal Herriko Unibertsitatea; Albert-Ludwigs-Universität Freiburg; Dalhousie University; University of Waikato; Universidad de Zaragoza; Shanghai Educational Development Foundation; Chalmers Tekniska Högskola; Rijksuniversiteit Groningen; Aalborg Universitet; Abu Dhabi National Oil Company; University of Texas at Dallas; Zhejiang University; Université Paris-Saclay; Aalto-Yliopisto; Sun Yat-sen University; Technische Universität München; Institut National des Sciences Appliquées de Lyon; Università degli Studi di Milano-Bicocca; Tsinghua University; Chinese Academy of Sciences; TU Graz, Internationale Beziehungen und Mobilitätsprogramme; University of Minnesota; Monash University; Julius-Maximilians-Universität Würzburg; University of Technology Sydney; KU Leuven; University of New South Wales; Gottfried Wilhelm Leibniz Universität Hannover; Aix-Marseille Université; Universiteit Leiden; University of Texas at San Antonio; Indian Council of Agricultural Research; Jilin University; National University of Singapore; Indian Institute of Technology Palakkad; Commonwealth Scientific and Industrial Research Organisation; Universiti Kuala Lumpur; Helsingin Yliopisto; Deakin University; Blekinge Tekniska Högskola; Beihang University; University of Twente; University of Bristol; University of Oxford; Southeast University; Kungliga Tekniska Högskolan; Ulster University; Universidade do Porto; Indian Institute of Technology, Patna; Carl von Ossietzky Universität Oldenburg; Itä-Suomen Yliopisto; Shandong University; Politechnika Warszawska; Université Bretagne Sud; Universidad de Córdoba; Institut \"Jožef Stefan\"; Université Catholique de Louvain; Politecnico di Torino; Indian National Science Academy; Università degli Studi di Milano; Purdue University; Università degli Studi di Trento; Michigan State University; Università degli Studi di Cagliari; Georgia State University; Deutsches Krebsforschungszentrum; University of Ottawa; Syracuse University; Masarykova Univerzita; Universiteit van Amsterdam; Aristotle University of Thessaloniki; University College Dublin","keywords":"Computer science; Knowledge extraction; Database; Artificial intelligence; Information retrieval","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001022348,0.0008426523,0.001649705,0.002555282,0.0005124831,0.004103264,0.001435065,0.000854361,0.0142267],"category_scores_gemma":[0.004309662,0.0006751852,0.0008427624,0.007102247,0.001109268,0.005740982,0.001413877,0.002098941,0.00938921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007953959,"about_ca_system_score_gemma":0.0008812106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008395439,"about_ca_topic_score_gemma":0.0008051551,"domain_scores_codex":[0.9990596,0.0001895291,0.00008884657,0.0001424977,0.0004867103,0.0000327372],"domain_scores_gemma":[0.9975062,0.001847225,0.00008280166,0.000264167,0.0002390092,0.000060691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006038981,0.00008315391,0.0004350962,0.001863255,0.000103939,0.0001453796,0.0001579449,0.004602468,0.001251043,0.1552054,0.1371093,0.6989827],"study_design_scores_gemma":[0.0000277433,0.00004617351,0.0008203212,0.0006190834,0.0000770086,0.0008593547,0.0001124556,0.02755396,0.001625417,0.3994712,0.5687559,0.0000313995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004635329,0.2597681,0.5984489,0.007553297,0.004335407,0.0003002367,0.002028052,0.002176714,0.120754],"genre_scores_gemma":[0.04537189,0.1812095,0.545715,0.003071049,0.00414011,0.0004037424,0.005208564,0.0007422207,0.214138],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0142267,"threshold_uncertainty_score":0.04759306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02444514451208298,"score_gpt":0.2906166420676732,"score_spread":0.2661714975555902,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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