{"id":"W2945648301","doi":"10.1002/aic.16672","title":"A consolidated flow regime map of upward gas fluidization","year":2019,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Fluidization; Turbulence; Flow (mathematics); Fluidized bed; Mechanics; Materials science; Thermodynamics; Physics","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":[0.0002232452,0.0001097055,0.0001952951,0.000109771,0.00003041447,0.00002940788,0.0001294938,0.00009102221,0.0006362863],"category_scores_gemma":[0.00001656853,0.0001000995,0.00008571342,0.000130097,0.00001731497,0.0001445783,0.00001416986,0.0002283589,0.0003930687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003318971,"about_ca_system_score_gemma":0.00003007564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001901339,"about_ca_topic_score_gemma":6.18051e-7,"domain_scores_codex":[0.9992349,0.00003264175,0.0002795215,0.00007296179,0.0001849376,0.0001950602],"domain_scores_gemma":[0.9995755,0.00002162421,0.00004785464,0.0001686415,0.0001025146,0.00008388213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005171796,0.00003646763,0.002868818,0.0001262428,0.0001862153,0.00002564746,0.0006273456,0.004953456,0.9354829,0.0002159023,0.05156747,0.003857841],"study_design_scores_gemma":[0.004431968,0.0002834459,0.001493573,0.0003384852,0.000179902,0.0006816694,0.0002391441,0.1922735,0.6879612,0.001320128,0.1100882,0.000708845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767478,0.001312239,0.01782474,0.0002221394,0.001241769,0.0001285144,0.000008212606,0.0001167819,0.002397778],"genre_scores_gemma":[0.9968113,0.0002042784,0.002456527,0.00004499708,0.0001513895,0.00000115253,0.00001257944,0.00003340381,0.0002843332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2475217,"threshold_uncertainty_score":0.6966888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00454797487867145,"score_gpt":0.183631792133221,"score_spread":0.1790838172545495,"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."}}