{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001355846,0.001591815,0.001647409,0.0005594168,0.000538396,0.001336875,0.002081229,0.001530524,0.00436771],"category_scores_gemma":[0.004429372,0.0006376034,0.0007685668,0.001146167,0.001059815,0.001958537,0.002026828,0.00247264,0.001052707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00123272,"about_ca_system_score_gemma":0.001821184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002120459,"about_ca_topic_score_gemma":0.003159381,"domain_scores_codex":[0.9987691,0.0004233159,0.0000386895,0.0002815074,0.0002860654,0.0002012741],"domain_scores_gemma":[0.9980551,0.001129552,0.0002036914,0.000329631,0.0001646194,0.0001174268],"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":[0.0001779409,0.000258886,0.0004705086,0.0001641886,0.00005489637,0.00009248848,0.00005707111,0.8165149,0.001800896,0.05638361,0.01140734,0.1126172],"study_design_scores_gemma":[0.00001990338,0.00002608614,0.00003893078,0.000005544834,0.000003045963,0.00001705934,0.000005719777,0.9835451,0.0002842802,0.01512391,0.0009264273,0.000003979104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006874382,0.0002892403,0.9870759,0.000380987,0.00006342354,0.00008408883,0.0001179261,0.0008306697,0.004283413],"genre_scores_gemma":[0.4592415,0.0004845223,0.5314827,0.0007104885,0.0001615992,0.0005120747,0.0006549319,0.0003991434,0.006353048],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00436771,"threshold_uncertainty_score":0.01461142,"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."}}