{"id":"W3037524854","doi":"10.1007/s12273-020-0659-5","title":"An improved numerical model of a UV-PCO reactor for air purification applications","year":2020,"lang":"en","type":"article","venue":"Building Simulation","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Mass transfer; Computational fluid dynamics; Coating; Materials science; Kinetics; Airflow; Photocatalysis; Mechanics; Porosity; Radiation; Chemical kinetics; Chemical engineering; Chemistry; Thermodynamics; Physics; Nanotechnology; Optics; Composite material; Organic chemistry; Engineering; Catalysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002028662,0.0005069055,0.0008813785,0.0002868445,0.001055238,0.0010151,0.001592792,0.002046403,0.005696684],"category_scores_gemma":[0.0006251858,0.0004211776,0.0006720226,0.0005313222,0.0006752387,0.0005914586,0.000629572,0.0008817855,0.0006747012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084344,"about_ca_system_score_gemma":0.001917394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02912701,"about_ca_topic_score_gemma":0.01221205,"domain_scores_codex":[0.9998542,0.00003152722,0.000005326859,0.00002535792,0.00005499892,0.00002863398],"domain_scores_gemma":[0.9997956,0.00008669242,0.00001962562,0.00002326815,0.00004893654,0.00002574356],"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":[0.00001920172,0.00002314019,0.0002269809,0.00002182797,0.000004320122,0.00004906989,0.00001398729,0.9939486,0.001785237,0.002671693,0.0002366532,0.0009992819],"study_design_scores_gemma":[0.000008887826,0.000006031891,0.00007974845,0.000001862759,0.000002060872,0.00000772285,0.000004572156,0.9988495,0.0004372331,0.0002464989,0.0003526532,0.000003160634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3766994,0.0007696633,0.453796,0.001336479,0.0003624756,0.0002772577,0.001997957,0.001672327,0.1630885],"genre_scores_gemma":[0.9412475,0.0002770044,0.03865886,0.0001543759,0.00004884906,0.0002867177,0.0004294208,0.000195017,0.01870244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02912701,"threshold_uncertainty_score":0.05791491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04086656561911787,"score_gpt":0.3256397223423039,"score_spread":0.284773156723186,"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."}}