{"id":"W2914484733","doi":"10.1021/acs.iecr.8b05709","title":"Development and Optimization of an Immobilized Photocatalytic System within a Stacked Frame Photoreactor (SFPR) Using Light Distribution and Fluid Mixing Simulation Coupled with Experimental Validation","year":2019,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Queen's University; Queen's University Belfast","keywords":"Mixing (physics); Photocatalysis; Frame (networking); Distribution (mathematics); Biological system; Materials science; Computer science; Process engineering; Chemistry; Physics; Catalysis; Mathematics; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004734337,0.0004619157,0.0003671696,0.0001506238,0.0002539924,0.0004265058,0.0005270311,0.0004919398,0.0005210092],"category_scores_gemma":[0.0002875935,0.0001850644,0.0005404529,0.0001404474,0.0001910107,0.0003048076,0.0002205466,0.0004505365,0.0003363228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005914067,"about_ca_system_score_gemma":0.0005490028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002193373,"about_ca_topic_score_gemma":0.003058419,"domain_scores_codex":[0.9998091,0.00001752531,0.00001327179,0.00005178705,0.0000821674,0.00002630537],"domain_scores_gemma":[0.9998919,0.00002628485,0.00002197797,0.00001521848,0.00003457283,0.00001005825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003629629,0.00004534385,0.0001851318,0.00004976155,0.000006286487,0.00003056979,0.000011834,0.005146788,0.9913629,0.00009179385,0.00002740151,0.003005836],"study_design_scores_gemma":[0.00001267489,0.0003260973,0.0008600755,0.000002680273,0.00001528576,0.0000283761,0.00001498459,0.03312188,0.9646409,0.00002888165,0.000938125,0.000009957434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9106441,0.0003321008,0.08665796,0.0001244487,0.00003757954,0.0001693643,0.000314788,0.0005423552,0.001177299],"genre_scores_gemma":[0.9241352,0.0003554714,0.07375588,0.00002132562,0.000006345253,0.0001449156,0.0002445042,0.00004592845,0.001290339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002193373,"threshold_uncertainty_score":0.004361272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04590305270472345,"score_gpt":0.2956125067069078,"score_spread":0.2497094540021843,"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."}}