{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009247768,0.0003143946,0.0003571639,0.0008108452,0.0002154488,0.0007076308,0.001942211,0.0001015575,0.000001722584],"category_scores_gemma":[0.0001777803,0.0002884273,0.00003692921,0.001734582,0.0003984828,0.001023336,0.003079719,0.0008117182,0.00003912171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001742797,"about_ca_system_score_gemma":0.0007124778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001141584,"about_ca_topic_score_gemma":0.0004980564,"domain_scores_codex":[0.9973599,0.00005392441,0.0003399825,0.001381807,0.0003642658,0.000500117],"domain_scores_gemma":[0.9980144,0.0008814388,0.0001276588,0.0008236824,0.00005174899,0.0001010652],"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":[0.000001072509,0.00004140756,0.0005310568,0.00005656034,0.000003666368,0.00005269102,0.0006771062,0.002475667,0.00002320781,0.005756995,0.0001441158,0.9902365],"study_design_scores_gemma":[0.0001819019,0.00005143241,0.0005935358,0.0004654246,0.000003020944,0.00002884124,3.616452e-7,0.972654,0.00006762282,0.01342203,0.01211881,0.0004129429],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00006851745,0.001070734,0.9966851,0.0003020252,0.0005908143,0.0002026216,0.00003804351,0.0001682735,0.0008738255],"genre_scores_gemma":[0.01169729,0.0009515758,0.970924,0.0005379643,0.0008335442,0.00008700953,0.0002789728,0.00009009258,0.0145996],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9898235,"threshold_uncertainty_score":0.9999568,"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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