{"id":"W3113157950","doi":"10.1002/cjce.23979","title":"Styrene hydrogenation in inclined packed‐bed bubble reactors: A reaction‐transport model for the catalytic hydrogenation of pyrolysis gasoline on‐board floating reactors","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Packed bed; Bubble; Trickle-bed reactor; Materials science; Drop (telecommunication); Mechanics; Wetting; Catalysis; Chemical engineering; Chemistry; Chromatography; Composite material; Organic chemistry; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004589912,0.0001906553,0.0003281942,0.000186371,0.00004025943,0.00001479909,0.0002855597,0.0001105919,0.000003176782],"category_scores_gemma":[0.0003817211,0.000144591,0.0001632271,0.0003794316,0.0000351588,0.0001337809,0.000004194108,0.0004811941,7.104543e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000306824,"about_ca_system_score_gemma":0.0002324404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005701869,"about_ca_topic_score_gemma":0.0008673118,"domain_scores_codex":[0.9986449,0.00001008638,0.000661146,0.0001010166,0.0002687032,0.0003141148],"domain_scores_gemma":[0.9990423,0.0002796619,0.00008834912,0.0001592417,0.0001123103,0.0003181321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003153934,0.000007766088,0.00007825797,0.00008400679,0.00009789167,0.000005059359,0.002177723,0.543169,0.4536982,0.00009566019,0.00004451273,0.0005103494],"study_design_scores_gemma":[0.0004832289,0.00002758123,0.00005630467,0.00009362322,0.0000922511,0.00000812061,0.00004284102,0.6831482,0.3156985,0.00005346283,0.0001662198,0.000129669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915769,0.0001627452,0.006491552,0.001248497,0.0001864943,0.0002308037,0.00003210222,0.00003021425,0.00004067015],"genre_scores_gemma":[0.9991391,0.00002464014,0.0004100792,0.0000684713,0.0002680734,0.00001104587,0.00002304012,0.00005290792,0.000002608843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1399793,"threshold_uncertainty_score":0.5896251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01834780831977944,"score_gpt":0.2065683777507361,"score_spread":0.1882205694309567,"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."}}