{"id":"W2941393763","doi":"10.3390/catal9040380","title":"Numerical Evaluation of Potential Catalyst Savings for Ventilation Air Methane Catalytic Combustion in Helical Coil Reactors with Selective Wall Coating","year":2019,"lang":"en","type":"article","venue":"Catalysts","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Shandong University of Science and Technology","keywords":"Catalysis; Methane; Materials science; Coating; Combustion; Catalytic combustion; Ventilation (architecture); Electromagnetic coil; Tube (container); Waste management; Environmental science; Mechanical engineering; Chemistry; Composite material; Engineering; Electrical engineering; Organic chemistry","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":[0.000585491,0.0001706966,0.0003034373,0.0002180165,0.00002542326,0.00001147907,0.0001049604,0.0001179108,0.000008389155],"category_scores_gemma":[0.0001150193,0.0001742116,0.00007519943,0.000471539,0.0000291543,0.0002056854,0.00001561786,0.0001772179,0.00001549117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000433757,"about_ca_system_score_gemma":0.00008527857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001512416,"about_ca_topic_score_gemma":0.0001470265,"domain_scores_codex":[0.9986954,0.00004676182,0.000370845,0.0002551141,0.0004074028,0.000224447],"domain_scores_gemma":[0.9991856,0.00009061169,0.0001276231,0.0002252017,0.0003113542,0.00005960772],"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":[0.0003695436,0.0001703252,0.01139227,0.0004925207,0.000158943,0.000002908544,0.001657946,0.9019373,0.0738685,0.0001310812,0.0001151115,0.009703556],"study_design_scores_gemma":[0.001947315,0.0001106632,0.04751433,0.0001353426,0.000189773,0.00001544029,0.0001586182,0.9069561,0.04264306,0.00005466703,0.00001958846,0.0002550819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878029,0.00005621967,0.01086043,0.0000263074,0.0001998917,0.0007594121,0.00001891117,0.00008540313,0.0001904915],"genre_scores_gemma":[0.9985221,0.000002666224,0.0002750151,0.000008655229,0.00002990093,0.0000613288,0.001034853,0.00003770899,0.00002776569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03612205,"threshold_uncertainty_score":0.7104145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01038475526919434,"score_gpt":0.239657723303265,"score_spread":0.2292729680340707,"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."}}