{"id":"W3104454499","doi":"10.1002/cjce.23938","title":"Validation of the new mechanistic scale‐up of gas‐solid fluidized beds using advanced non‐invasive measurement techniques","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dimensionless quantity; Mechanics; Turbulence; Fluidization; Dynamic similarity; Particle (ecology); Scale (ratio); Fluidized bed; Physics; Thermodynamics; Geology","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":[0.0002754414,0.0001638815,0.0003431771,0.00008856692,0.0000343755,0.00001687592,0.0003986167,0.00008394093,0.00001522591],"category_scores_gemma":[0.0003248216,0.0001213365,0.0001794837,0.0003054038,0.00003923161,0.00008019675,0.0000192709,0.00029636,4.569431e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002232186,"about_ca_system_score_gemma":0.000413513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001605685,"about_ca_topic_score_gemma":0.00002978405,"domain_scores_codex":[0.998818,0.00001675517,0.0005068282,0.00007456134,0.0003515129,0.0002323717],"domain_scores_gemma":[0.9991279,0.00003988494,0.0001257086,0.0001722826,0.0002137071,0.0003205592],"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":[0.00001155717,0.000001990589,0.000006998446,0.0001056855,0.00006053393,0.000002422284,0.0004568554,0.01503565,0.9837385,0.00003667784,0.00009799282,0.0004451303],"study_design_scores_gemma":[0.0003607038,0.0000292086,0.000003088049,0.0003440056,0.0001012673,0.00002539202,0.00001965902,0.01795193,0.9808822,0.00009272902,0.00007661634,0.0001131901],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619783,0.0005979796,0.03642529,0.0003549742,0.0003547364,0.0002144666,0.00001100253,0.00002920625,0.00003402117],"genre_scores_gemma":[0.9969506,0.000009947846,0.002820593,0.00003045062,0.0001497426,0.000001574448,8.300936e-7,0.00003562608,5.80227e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03497233,"threshold_uncertainty_score":0.494796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0150525758614529,"score_gpt":0.1955672950682238,"score_spread":0.180514719206771,"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."}}