{"id":"W4323647102","doi":"10.1007/978-3-031-25599-1","title":"Machine Learning, Optimization, and Data Science","year":2023,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Sobolev Institute of Mathematics, Siberian Branch, Russian Academy of Sciences; Leibniz-Gemeinschaft; University of Ioannina; Lobachevsky State University of Nizhny Novgorod; National Technical University of Athens; Institut Teknologi Bandung; Università di Pisa; RWTH Aachen University; Università degli Studi di Verona; Ural Federal University; Università di Bologna; University College Dublin; North-West University; Kungliga Tekniska Högskolan; Ulster University; Universidad de Granada; National and Kapodistrian University of Athens; Universite Angers; National Research University Higher School of Economics; Technische Universität Wien; Università di Catania; Universidade de Coimbra; Universität Passau; Arizona State University; Vysoká Škola Ekonomická v Praze; University of Crete; Università degli Studi di Udine; Queen Mary University of London; Università della Calabria; Università degli Studi di Padova; Leibniz-Rechenzentrum; University of Reading; York University; Universiteit Leiden; Jyväskylän Yliopisto; Polytechnique Montréal; Akademia Górniczo-Hutnicza im. Stanislawa Staszica; McMaster University; University of Oxford; University of Alberta; Università degli Studi di Urbino Carlo Bo; University of Western Macedonia; Université de Lille; Università degli Studi di Parma; Queensland University of Technology; Chinese University of Hong Kong; Università Ca' Foscari Venezia; University of Minnesota; Centre National de la Recherche Scientifique; Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional; Università degli Studi di Cagliari; Universidade de Aveiro; Università degli Studi di Torino; Università degli Studi di Milano","keywords":"Computer science; Artificial intelligence; Machine learning","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":[0.00119049,0.001561385,0.002311434,0.001712748,0.0004281527,0.003461582,0.000864133,0.001020562,0.01743262],"category_scores_gemma":[0.003850814,0.0007181779,0.0005626829,0.004159588,0.002053016,0.00394211,0.001072594,0.003535508,0.007039822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001159843,"about_ca_system_score_gemma":0.001239339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001948768,"about_ca_topic_score_gemma":0.0025437,"domain_scores_codex":[0.9992151,0.0001854447,0.00004598903,0.0001327373,0.0003898795,0.00003084614],"domain_scores_gemma":[0.9976715,0.001834482,0.00008734969,0.0001708677,0.0001782685,0.00005754596],"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":[0.00005777756,0.0000669857,0.0004153844,0.0009567199,0.0001026621,0.0000451651,0.00007621433,0.01363971,0.0006047884,0.3067976,0.3056339,0.3716031],"study_design_scores_gemma":[0.00001973167,0.00003024769,0.0005683881,0.000280478,0.00002902058,0.0001104759,0.00004585477,0.02902503,0.0003883304,0.6510749,0.3184036,0.00002405682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.002804443,0.3838145,0.3844298,0.02020161,0.006282798,0.00009848613,0.001256066,0.001383045,0.1997292],"genre_scores_gemma":[0.08696631,0.2500262,0.2652304,0.006019183,0.01323364,0.0003943351,0.002439389,0.001701602,0.3739889],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01743262,"threshold_uncertainty_score":0.05831784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05834937058826425,"score_gpt":0.2946248138208917,"score_spread":0.2362754432326274,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}