{"id":"W612784360","doi":"10.1007/b135410","title":"Analysis, Control and Optimization of Complex Dynamic Systems","year":2005,"lang":"en","type":"book","venue":"","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Group for Research in Decision Analysis","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00008122528,0.000185016,0.0005080132,0.0003482412,0.00001915791,0.0000338516,0.00007639161,0.0002096439,0.000186708],"category_scores_gemma":[0.00000547224,0.0001843073,0.00008584442,0.0001494793,0.00002864798,0.00003800142,0.000007986063,0.0001052463,0.000005426715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007587612,"about_ca_system_score_gemma":0.00002376309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005264731,"about_ca_topic_score_gemma":0.000008179033,"domain_scores_codex":[0.999227,0.00001345498,0.0003606844,0.0001501757,0.0001441581,0.0001044812],"domain_scores_gemma":[0.9995337,0.00004751595,0.00009044597,0.0001823342,0.00009244677,0.00005360328],"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":[0.000001415031,0.000003289931,0.000007132928,0.0000850869,0.0006720281,3.624106e-7,0.00001303363,0.9980535,0.000001450401,0.0001937262,0.0005565048,0.0004124619],"study_design_scores_gemma":[0.0003076633,0.000007562257,0.00002420762,0.00002869152,0.0006495483,0.000001818314,0.0000100729,0.9973992,3.696673e-7,0.000002811049,0.001392337,0.0001757545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.000002797454,0.002059467,0.8975579,0.000008535456,0.0001212036,0.0001639849,0.00007900548,0.0002184888,0.0997886],"genre_scores_gemma":[0.02870309,0.002521713,0.3322921,0.00006918392,0.0003182747,0.00002922813,0.002798459,0.0002051837,0.6330628],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5652659,"threshold_uncertainty_score":0.7515833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006891500120197882,"score_gpt":0.2078783477264049,"score_spread":0.200986847606207,"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."}}