{"id":"W4245810917","doi":"10.1007/978-94-007-2521-8_3","title":"Hybrid Model","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","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":[0.00001754925,0.0002019842,0.0002074918,0.0000628177,0.00001146737,0.000007187137,0.00009065888,0.0001186151,0.0004234922],"category_scores_gemma":[0.000001510109,0.0002066361,0.00005948066,0.000002972034,0.000008327731,0.00007167275,0.00001389028,0.0001295313,0.0004604569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005741069,"about_ca_system_score_gemma":0.000007398394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001265193,"about_ca_topic_score_gemma":0.00000219975,"domain_scores_codex":[0.9994956,7.312074e-7,0.0001814978,0.0001306445,0.0000785063,0.0001130046],"domain_scores_gemma":[0.999637,0.000005413093,0.00002978618,0.000254457,0.00003090749,0.00004245122],"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":[0.000001139262,4.909622e-7,2.961565e-8,0.00002427704,0.00003515396,0.000003099358,0.000007412712,0.7246542,0.00001564323,0.2693904,0.002771872,0.003096288],"study_design_scores_gemma":[0.00009627906,0.000004213317,3.203523e-8,0.00003576469,0.00001989436,0.000004940016,1.473673e-7,0.8733816,0.00004358659,0.07792816,0.04820816,0.0002772919],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.014091e-7,0.0002195054,0.4693896,0.000001142633,0.000104138,0.00008387358,0.000007733394,0.0003748087,0.529819],"genre_scores_gemma":[0.005597962,0.0001672321,0.008324977,0.0000235202,0.0001081288,0.00001166122,0.00002625411,0.0001515588,0.9855887],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4610647,"threshold_uncertainty_score":0.8426377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428480439920558,"score_gpt":0.1781410910079134,"score_spread":0.1638562866087078,"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."}}