{"id":"W2017112791","doi":"10.1002/cjce.21854","title":"Prediction of bed fluctuation and expansion ratios for homogeneous ternary mixtures of spherical glass bead particles in a three‐phase fluidised bed","year":2013,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ternary operation; Homogeneous; Bead; Particle (ecology); Materials science; Thermodynamics; Phase (matter); Series (stratigraphy); Mechanics; Particle size; Mineralogy; Chemistry; Composite material; Physics; 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":[0.0001374138,0.0001022306,0.000217182,0.00009347278,0.00001736043,0.00001521281,0.0001030416,0.00007788189,0.000009784618],"category_scores_gemma":[0.0001121885,0.00008339278,0.00006453082,0.0001130992,0.00004170414,0.0001034709,0.000005420791,0.0001267576,1.970841e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006158825,"about_ca_system_score_gemma":0.00005949979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003167172,"about_ca_topic_score_gemma":0.0001136489,"domain_scores_codex":[0.9992496,0.000008575756,0.0004010554,0.00005801094,0.0001109676,0.0001717993],"domain_scores_gemma":[0.9995373,0.00007895393,0.00005295365,0.00008792547,0.00007912843,0.0001637415],"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":[0.00002364526,0.00001045407,0.0003091172,0.0000715749,0.00003183341,0.000003284994,0.0003515427,0.00683025,0.9892334,0.00002189323,0.00005143552,0.003061567],"study_design_scores_gemma":[0.0008915812,0.00006285252,0.0004328112,0.00007367762,0.00002795884,0.00002346425,0.00001367409,0.3037499,0.6944581,0.0001989406,0.000009355523,0.00005766053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872826,0.0009372472,0.01138522,0.00007107881,0.0000990472,0.000196244,0.00001710615,0.000009935288,0.0000015723],"genre_scores_gemma":[0.9980968,0.000008450591,0.001777633,0.000005814676,0.00007491458,0.00001248566,0.000005141148,0.00001853453,2.227237e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2969197,"threshold_uncertainty_score":0.3400659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01008126176222079,"score_gpt":0.1881157136745354,"score_spread":0.1780344519123146,"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."}}