{"id":"W4399461022","doi":"10.1016/j.automatica.2024.111758","title":"Online dynamic submodular optimization","year":2024,"lang":"en","type":"article","venue":"Automatica","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Institut de Valorisation des Données","keywords":"Submodular set function; Mathematical optimization; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004874252,0.00008918603,0.00007455069,0.00009712523,0.00001597268,0.00005431545,0.00008240766,0.00003171053,0.0002325346],"category_scores_gemma":[0.000008480228,0.00008813784,0.00003018144,0.0002083875,0.000009631011,0.00009934767,0.00002262795,0.00005799735,0.0002215702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000730355,"about_ca_system_score_gemma":0.000005149574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000178432,"about_ca_topic_score_gemma":0.000003706272,"domain_scores_codex":[0.9995206,0.000006809257,0.0001291706,0.0001035121,0.0001038299,0.0001360723],"domain_scores_gemma":[0.9997574,0.00002087942,0.000004186692,0.0001805743,0.00000669674,0.00003023928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[1.238169e-7,0.000009500867,0.000002407228,0.0001248752,0.00004536979,0.00001499243,0.0000419007,0.9907838,0.00008846412,0.001262146,0.003003399,0.00462301],"study_design_scores_gemma":[0.00003869364,0.00000600424,0.0004910405,0.00004854786,0.00002054727,0.000003154442,0.000009969445,0.9892209,0.00005938782,0.0001825,0.009821173,0.00009813088],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05625657,0.001063133,0.9214372,0.0006034709,0.001931098,0.0001639066,0.00001090701,0.006294199,0.01223953],"genre_scores_gemma":[0.9630166,0.0001071647,0.0360399,0.00004574846,0.00008726769,0.00002014549,0.00008071914,0.00005777886,0.0005447246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.90676,"threshold_uncertainty_score":0.3594157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004172722539743211,"score_gpt":0.2044040303971274,"score_spread":0.2002313078573842,"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."}}