{"id":"W2020793192","doi":"10.1002/aic.12052","title":"Comparison of decoupling methods for analyzing pressure fluctuations in gas‐fluidized beds","year":2009,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Decoupling (probability); Bubble; Amplitude; Fluidized bed; Mechanics; Fluidization; Statistical physics; Chemistry; Physics; Thermodynamics; Optics; Engineering","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":[0.001046272,0.0001368274,0.0003999863,0.0002724507,0.00008700166,0.0000394496,0.000175439,0.0001068744,0.00003633514],"category_scores_gemma":[0.0001651048,0.0001322397,0.00015797,0.0003017629,0.00001336428,0.0001564812,0.00000869893,0.0003373148,0.000001298147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003562509,"about_ca_system_score_gemma":0.00002846042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002071446,"about_ca_topic_score_gemma":0.000004181791,"domain_scores_codex":[0.9988564,0.0000584446,0.0005957856,0.00009750155,0.0001193561,0.0002724681],"domain_scores_gemma":[0.9994019,0.0001859301,0.00008269426,0.0001423911,0.0001018598,0.00008520021],"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":[0.00004819479,0.00009157055,0.005771539,0.00005652638,0.0001430295,0.00000172567,0.001184671,0.03545436,0.8779339,0.000285047,0.0009726681,0.07805683],"study_design_scores_gemma":[0.00214751,0.0001516299,0.004827014,0.0001267327,0.0002609225,0.00002539304,0.0001766863,0.6670286,0.3171358,0.003882879,0.003943264,0.0002935234],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2843111,0.008749512,0.7061815,0.0001230216,0.0002609583,0.0001633525,0.000003311866,0.0000492313,0.0001580297],"genre_scores_gemma":[0.8361452,0.000179583,0.1635101,0.00001684351,0.000114458,0.000004702882,0.000004415044,0.0000178632,0.00000687619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6315743,"threshold_uncertainty_score":0.5392576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02673584297144285,"score_gpt":0.3751256888613836,"score_spread":0.3483898458899408,"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."}}