{"id":"W85041577","doi":"10.1016/s0065-2377(09)00405-0","title":"Photocatalytic Reactor Configurations for Water Purification","year":2009,"lang":"en","type":"book-chapter","venue":"Advances in chemical engineering","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Photocatalysis; Chemical reactor; Reactor design; Mixing (physics); Catalysis; Continuous stirred-tank reactor; Chemical reaction engineering; Materials science; Chemical engineering; Tube (container); Continuous reactor; Waste management; Environmental engineering; Nuclear engineering; Chemistry; Environmental science; Engineering; Organic chemistry; Composite material; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007969638,0.0003216451,0.0004039268,0.0001251179,0.0000201747,0.00002760694,0.0002147613,0.0003144698,0.0001569006],"category_scores_gemma":[0.00004154854,0.00029092,0.0001795434,0.00003156807,0.00002157841,0.0002005425,0.00001925989,0.0003130169,0.00008259964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000154931,"about_ca_system_score_gemma":0.00001390128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005862623,"about_ca_topic_score_gemma":0.000006889169,"domain_scores_codex":[0.9986538,0.000001923579,0.0004756018,0.000417376,0.0001531487,0.0002981401],"domain_scores_gemma":[0.999306,0.0001043264,0.00007948672,0.0003849106,0.00005085711,0.00007441952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002895123,0.00003151871,1.456001e-7,0.0001969012,0.00004469945,0.000005826646,0.0001012584,0.01336102,0.8627483,0.1045571,0.00005949583,0.01886475],"study_design_scores_gemma":[0.0001963078,0.00001062478,2.157372e-7,0.00009938311,0.00003031948,0.000002308584,0.000001374587,0.002748794,0.4246154,0.004633633,0.5673602,0.0003014674],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001312042,0.00692011,0.00922579,0.0002094882,0.0009212572,0.00279805,0.0001323983,0.0006010611,0.9778798],"genre_scores_gemma":[0.7034009,0.003373218,0.01783078,0.0003483629,0.002673111,0.001737207,0.01014842,0.0008219862,0.259666],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7182138,"threshold_uncertainty_score":0.9999543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009948873520883235,"score_gpt":0.2252465243465128,"score_spread":0.2152976508256296,"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."}}