{"id":"W1980619950","doi":"10.1016/s1672-2515(07)60251-6","title":"The serial model in liquid fluidization and its limitations","year":2006,"lang":"en","type":"article","venue":"China PARTICUOLOGY","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fluidization; Ternary operation; Binary number; Fluidized bed; Materials science; Mechanics; Thermodynamics; Statistical physics; Computer science; Mathematics; 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":[0.004124589,0.001608236,0.002864495,0.0009845622,0.001145644,0.001993758,0.005009871,0.002860153,0.006481523],"category_scores_gemma":[0.008318779,0.001082082,0.001841855,0.001857478,0.002789343,0.01036747,0.00259881,0.003590336,0.001731282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001756638,"about_ca_system_score_gemma":0.002584185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007600983,"about_ca_topic_score_gemma":0.00360578,"domain_scores_codex":[0.9984018,0.0006382611,0.0001169454,0.0002825414,0.0004544846,0.0001058055],"domain_scores_gemma":[0.9948167,0.002684462,0.000373651,0.001134988,0.000732886,0.0002572679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002634999,0.0003889006,0.001151124,0.0003705199,0.00008237421,0.0001865418,0.000110132,0.5083551,0.002138002,0.4512787,0.004962736,0.03071229],"study_design_scores_gemma":[0.00003495277,0.00005053998,0.00008568957,0.000008386513,0.0000126169,0.00002011659,0.00000727563,0.9657291,0.0005512847,0.03197569,0.001513953,0.00001034899],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04898561,0.003955875,0.9044858,0.003837437,0.001324537,0.0001925361,0.0003275444,0.0005850202,0.03630567],"genre_scores_gemma":[0.7303163,0.006166002,0.2018253,0.002055244,0.001792421,0.0008745597,0.0005508916,0.0005588061,0.05586053],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007600983,"threshold_uncertainty_score":0.02181321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01282107093461362,"score_gpt":0.2000929793030735,"score_spread":0.1872719083684599,"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."}}