{"id":"W2042048692","doi":"10.1021/ie010478r","title":"Integrated Genetic Algorithm−Artificial Neural Network Strategy for Modeling Important Multiphase-Flow Characteristics","year":2002,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Artificial neural network; Curse of dimensionality; Computer science; Algorithm; Generalization; Function (biology); Mathematical optimization; Mathematics; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008727699,0.0009954689,0.0007768154,0.0008129219,0.000308036,0.0007521868,0.000946713,0.001135527,0.001070437],"category_scores_gemma":[0.001019271,0.0003504252,0.0006081985,0.0007697762,0.0005012731,0.0004548873,0.0006344398,0.0007218445,0.0001991414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008205597,"about_ca_system_score_gemma":0.001157083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008451395,"about_ca_topic_score_gemma":0.008292065,"domain_scores_codex":[0.9997577,0.00009564558,0.000009844533,0.00003542128,0.00007756652,0.00002374883],"domain_scores_gemma":[0.9997312,0.0001431176,0.00002939498,0.00001469995,0.00007016687,0.00001126502],"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":[0.000006395203,0.000006814361,0.0001140731,0.000007376947,0.000009125391,0.00001441998,0.000005234028,0.9946401,0.000248792,0.001263115,0.00005186731,0.003632696],"study_design_scores_gemma":[0.000001073597,0.000003775222,0.00001706798,0.00000118379,0.000001693476,0.000001756304,8.519476e-7,0.9993991,0.00005691715,0.0004452156,0.00007050216,9.633516e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0419392,0.000582787,0.9493336,0.0001759492,0.00003921778,0.0000877758,0.00006986594,0.0002403446,0.007531255],"genre_scores_gemma":[0.6934879,0.000531801,0.2996053,0.0001167739,0.00003307516,0.0005603605,0.0002295582,0.00006351621,0.005371635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008451395,"threshold_uncertainty_score":0.0168044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1353226775830744,"score_gpt":0.3164860885325929,"score_spread":0.1811634109495185,"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."}}