{"id":"W2326131474","doi":"10.1021/ie3007775","title":"Bubble Size and Frequency in Corrugated-Wall Bubbling Fluidized Beds—Image Analysis and Neural Network Correlations","year":2012,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Bubble; Fluidization; Mechanics; Fluidized bed; Materials science; Geometry; Mathematics; Physics; Thermodynamics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001286721,0.000283969,0.0004337759,0.0002469919,0.0001338802,0.0001397476,0.0001916229,0.0004294103,0.0001090283],"category_scores_gemma":[0.0006135833,0.0003190032,0.00008246314,0.002006698,0.0000930165,0.0003032658,0.0001104757,0.001440642,0.000006020678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001456496,"about_ca_system_score_gemma":0.00003681628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002573382,"about_ca_topic_score_gemma":0.00001083299,"domain_scores_codex":[0.9977537,0.00006054063,0.000432547,0.0003048741,0.0003863569,0.001061923],"domain_scores_gemma":[0.9985417,0.00064562,0.00002330993,0.0003097946,0.00008123139,0.0003983467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002500479,0.00003086254,0.03754929,0.0001002816,0.0002151604,0.00002196214,0.0002170434,0.02631629,0.9346454,0.00002571785,0.000490472,0.0003625625],"study_design_scores_gemma":[0.004701195,0.00005352528,0.01197818,0.0002439823,0.0004092497,0.00006905543,0.0001500574,0.6986428,0.2803537,0.00007993781,0.001981949,0.001336269],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960106,0.002586744,0.0002796006,0.000077758,0.0002263051,0.0002405032,0.00002026661,0.0002171023,0.0003411025],"genre_scores_gemma":[0.9985245,0.0001532583,0.0003690699,0.000004252997,0.0007363317,0.0000494747,0.00004370123,0.00005784537,0.0000615028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6723266,"threshold_uncertainty_score":0.9999262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04002102201551822,"score_gpt":0.28084804588666,"score_spread":0.2408270238711417,"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."}}