{"id":"W2965101954","doi":"10.1002/cjce.23617","title":"Effect of phase maldistribution on performance of two‐phase catalytic monolith reactor and its comparison with trickle bed reactor","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bayer","keywords":"Monolith; Trickle-bed reactor; TRICKLE; Phase (matter); Continuous reactor; Catalysis; Materials science; Chemical engineering; Nuclear engineering; Chemistry; Computer science; Engineering","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":[0.0002056005,0.0001289278,0.0003845672,0.0001281571,0.00001482179,0.00001137848,0.0001027039,0.00003621088,0.000006429037],"category_scores_gemma":[0.00005731118,0.0000884388,0.00005113962,0.0001915982,0.00002672524,0.00008596786,0.000006226942,0.0001951836,0.00000121176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000111153,"about_ca_system_score_gemma":0.00004391679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006356615,"about_ca_topic_score_gemma":0.00001293464,"domain_scores_codex":[0.9993086,0.000007673679,0.0003181217,0.00006429057,0.0001440613,0.0001572481],"domain_scores_gemma":[0.9994248,0.0001090293,0.0001236157,0.0001167411,0.00007544636,0.0001504059],"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":[0.0004097908,0.00004677001,0.001348275,0.0006321742,0.0003567312,0.00000737668,0.0005662261,0.0795119,0.9148952,0.0001149621,0.00006583654,0.002044702],"study_design_scores_gemma":[0.00222731,0.0004801708,0.0001048214,0.0001832136,0.0001018326,0.00002294723,0.00000585318,0.143301,0.8534,4.680097e-7,0.00007739941,0.00009500827],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991898,0.0004742199,0.00007065164,0.00001800248,0.00005919817,0.0001037137,0.00003900467,0.000008519552,0.00003692436],"genre_scores_gemma":[0.9999009,0.00001028481,0.00001489837,0.0000017882,0.00003960804,0.000001733662,0.00001185111,0.00001609517,0.000002788425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0637891,"threshold_uncertainty_score":0.360643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007235180978754151,"score_gpt":0.2250889772586221,"score_spread":0.217853796279868,"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."}}