{"id":"W4360985784","doi":"10.1007/978-3-031-26422-1","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":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Oak Ridge National Laboratory; Instituto Superior Técnico; Leibniz-Gemeinschaft; Microsoft Research Asia; University of California, Riverside; University of Illinois at Urbana-Champaign; Insight SFI Research Centre for Data Analytics; Région Normandie; Technische Universität Dortmund; Basque Center for Applied Mathematics; Universität Kassel; Stockholms Universitet; University of Science and Technology of China; Shenzhen University; Zhejiang University of Technology; Rheinische Friedrich-Wilhelms-Universität Bonn; Southeast University; Nanjing University; Universidade Federal de Minas Gerais; Aristotle University of Thessaloniki; Universidad de Oviedo; Universitat de Barcelona; Ludwig-Maximilians-Universität München; Université de Liège; Turun Yliopisto; National and Kapodistrian University of Athens; Universiteit Utrecht; Temple University; Nankai University; Universidade Federal de Uberlândia; Centre National de la Recherche Scientifique; Universiteit Gent; Sapienza Università di Roma; Renmin University of China; Université de Caen Normandie; Umeå Universitet; Politechnika Poznańska; University of Southern California; Masdar Institute of Science and Technology; Gottfried Wilhelm Leibniz Universität Hannover; Universität Potsdam; Universitetet i Stavanger; King Abdulaziz University; University of Oxford; King Abdullah University of Science and Technology; Università degli Studi di Trento; Harokopio University; Università di Pisa; Scuola IMT Alti Studi Lucca; Universidad Autónoma de Madrid; Linköpings Universitet; Università degli Studi di Padova; Euskal Herriko Unibertsitatea; Universität Wien; Dalhousie University; Abu Dhabi National Oil Company; Humboldt-Universität zu Berlin; Sun Yat-sen University; Institut National des Sciences Appliquées de Lyon; Università degli Studi di Milano-Bicocca; Tsinghua University; Chinese Academy of Sciences; Masarykova Univerzita; Universiteit van Amsterdam; Central European Institute of Technology; University of South Australia; Technische Universität Kaiserslautern; Monash University; Technische Universiteit Delft; University of Technology Sydney; Itä-Suomen Yliopisto; Eberhard Karls Universität Tübingen; Aix-Marseille Université; Universiteit Leiden; University College Cork; Université de La Réunion; Brown University; Jilin University; National University of Singapore; Indian Institute of Technology Palakkad; Commonwealth Scientific and Industrial Research Organisation; Institut National des Sciences Appliquées Rouen; Danmarks Tekniske Universitet; Shenzhen Technology University; Sorbonne Université; Kungliga Tekniska Högskolan; Ulster University; Universidade do Porto; Utah State University; Indian Institute of Technology, Patna; Beihang University; University of Twente; University of Bristol; University of Macedonia; Shandong University; Politechnika Warszawska; Université Bretagne Sud; Institut \"Jožef Stefan\"; University College London; Universität Passau; Deakin University; Universiti Kuala Lumpur; Helsingin Yliopisto; Arizona State University; Università degli Studi di Cagliari; Université Catholique de Louvain; Politecnico di Torino; Universität Bielefeld; Université Grenoble Alpes; Peking University; KU Leuven; Kyungpook National University; University of New South Wales; National University of Ireland; Institut National Polytechnique de Toulouse; Microsoft Research; Högskolan i Halmstad; University of Alberta; Università degli Studi di Napoli Federico II; New Mexico State University; Università degli Studi di Milano; Université du Luxembourg; Universidad de Zaragoza; University of Waikato; Georgia State University; University of Texas at San Antonio; TU Graz, Internationale Beziehungen und Mobilitätsprogramme; Zhejiang University; Université Paris-Saclay; Aalto-Yliopisto; University of Galway; Beijing Normal University; Philipps-Universität Marburg; Georgia Institute of Technology; Technische Universiteit Eindhoven; University of Ottawa; Indian National Science Academy; Universita degli Studi di Bari Aldo Moro; Université de Neuchâtel; University College Dublin; Université de Lyon; Yonsei University","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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