{"id":"W2567236786","doi":"10.1002/cjce.22759","title":"Bubble size and bubble velocity distribution in bubble columns under industrial conditions","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Bildung und Forschung","keywords":"Bubble; Mechanics; Materials science; Flow (mathematics); Bubble point; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002033851,0.0001153717,0.0001739377,0.00006844848,0.00004940493,0.00004896929,0.0001425035,0.0001197122,0.00003638541],"category_scores_gemma":[0.0002307089,0.00008828722,0.00004399403,0.0001684861,0.00005839315,0.0001323246,0.00001258625,0.0003291294,0.000002254197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005327435,"about_ca_system_score_gemma":0.0001758758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006911886,"about_ca_topic_score_gemma":0.0009062867,"domain_scores_codex":[0.9992346,0.000008424706,0.0002690178,0.00007088637,0.0001009188,0.000316216],"domain_scores_gemma":[0.9993452,0.0001783088,0.00003311822,0.00009226889,0.00004545346,0.0003056003],"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":[0.00002538678,0.00002160764,0.001659549,0.00007387527,0.0001989627,0.0001082288,0.0003716838,0.1891262,0.7856494,0.01523548,0.005337809,0.002191813],"study_design_scores_gemma":[0.01819268,0.0003279507,0.03727436,0.004262998,0.000416063,0.002029057,0.0003130246,0.5730828,0.300645,0.01898037,0.0406247,0.003851039],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995637,0.0002388009,0.002876942,0.0006669164,0.000330044,0.00006802314,0.00007081915,0.00002104393,0.00009038211],"genre_scores_gemma":[0.9996508,0.0000119276,0.0001010789,0.00001964653,0.00016267,0.000003122009,0.000004244604,0.00002034964,0.00002620035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4850044,"threshold_uncertainty_score":0.3600248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007993226911241687,"score_gpt":0.1727873152174913,"score_spread":0.1647940883062496,"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."}}