{"id":"W2948550943","doi":"10.1002/cjce.23517","title":"Experimental methods in chemical engineering: Reactors—fluidized beds","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Fluidization; Fluidized bed; Exothermic reaction; Materials science; Chemistry; Chemical engineering; Waste management; Engineering; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005242243,0.0002973277,0.0004775011,0.0003220169,0.00001752902,0.00006273773,0.0005216641,0.0002147408,0.0001307013],"category_scores_gemma":[0.0001544217,0.0002566587,0.0002112703,0.0003833863,0.00003572793,0.0001643373,0.00002441446,0.00088684,0.00001943664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005256361,"about_ca_system_score_gemma":0.0001410894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001648605,"about_ca_topic_score_gemma":0.000005437656,"domain_scores_codex":[0.9984446,0.00002125641,0.000572464,0.0001413065,0.00022507,0.0005953049],"domain_scores_gemma":[0.9989337,0.0001642554,0.00004553999,0.0002796884,0.00004688124,0.000529917],"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":[0.000009441983,0.000007577334,0.00007645337,0.0000360203,0.00005050867,0.00003568386,0.000316376,0.005922603,0.9928796,0.0002766693,0.0001539704,0.0002351559],"study_design_scores_gemma":[0.0007593257,0.00001925551,0.00002746799,0.0001025445,0.00001832196,0.00017066,0.00001535442,0.03992576,0.9556276,0.00001877116,0.003025038,0.0002899003],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949172,0.002300999,0.001310282,0.00009099766,0.0009529951,0.000138195,0.000003769576,0.00006570722,0.0002198417],"genre_scores_gemma":[0.9917639,0.000003701189,0.007863952,0.00003132555,0.0002394748,0.000006639619,0.000003417891,0.00008246951,0.000005110502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03725194,"threshold_uncertainty_score":0.9999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009040296482181066,"score_gpt":0.2275803454926353,"score_spread":0.2185400490104542,"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."}}