{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000191751,0.0004208507,0.0002754469,0.001837538,0.0003357798,0.0007732825,0.0002987352,0.0002941803,0.003304875],"category_scores_gemma":[0.0004161205,0.0001765949,0.0002702974,0.0005697396,0.0004307995,0.0007341313,0.0004152599,0.0004397696,0.0003205234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004003396,"about_ca_system_score_gemma":0.0004290058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001571215,"about_ca_topic_score_gemma":0.000594227,"domain_scores_codex":[0.9998895,0.00001314088,0.000006548481,0.00003230914,0.00003421115,0.00002423332],"domain_scores_gemma":[0.9997887,0.00003831541,0.00004009283,0.00002763653,0.00008244799,0.00002287385],"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":[0.001459979,0.0002862145,0.02958093,0.0005555498,0.00006127812,0.000683392,0.0007526193,0.1584608,0.4373758,0.08747646,0.005230245,0.2780768],"study_design_scores_gemma":[0.00004798527,0.0002636473,0.03324526,0.00006634843,0.00003294141,0.0002532197,0.000195125,0.8676028,0.06092275,0.02676441,0.01049921,0.0001064131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5729619,0.0009382488,0.389076,0.0002628849,0.0001449674,0.0003728602,0.001673011,0.002485132,0.03208492],"genre_scores_gemma":[0.9442132,0.0003336708,0.052555,0.00003405156,0.00003870163,0.0001046838,0.0006279604,0.0000672082,0.002025444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003304875,"threshold_uncertainty_score":0.01105589,"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."}}