{"id":"W4409108826","doi":"10.2139/ssrn.5202106","title":"Comprehensive Evaluation and Optimization of Photocatalytic Oxidation Reactors: Balancing Voc Degradation, By-Product Generation, and Infectious Aerosol Removal","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Photocatalysis; Degradation (telecommunications); Aerosol; Environmental science; Process engineering; Waste management; Product (mathematics); Computer science; Chemistry; Catalysis; Engineering; Organic chemistry; Telecommunications","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":[0.001470804,0.001013838,0.001227054,0.000363897,0.0003659411,0.001441711,0.0008098825,0.000926008,0.000505572],"category_scores_gemma":[0.001192299,0.0003209726,0.0007619882,0.0003683201,0.0003139479,0.0005262094,0.0006664002,0.0006534561,0.000229947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008607933,"about_ca_system_score_gemma":0.0009555725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002064431,"about_ca_topic_score_gemma":0.003154609,"domain_scores_codex":[0.9991197,0.0001234693,0.00006034596,0.0001754572,0.0003879442,0.0001331188],"domain_scores_gemma":[0.9995921,0.0001350236,0.00007155011,0.00004967535,0.0001192458,0.00003241804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007005507,0.0005791572,0.001276431,0.0004988618,0.0001005714,0.00004767151,0.00002927253,0.01549601,0.9521278,0.000182347,0.0001337873,0.02882761],"study_design_scores_gemma":[0.00003382103,0.001492791,0.002066653,0.00001350297,0.0001179446,0.00004832462,0.00002432982,0.0170795,0.978062,0.00007795201,0.0009677832,0.00001542018],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766397,0.003270595,0.01786122,0.0001139716,0.00003717732,0.0001785099,0.0003847882,0.000168354,0.001345595],"genre_scores_gemma":[0.9841403,0.001721041,0.01294715,0.0000261023,0.00000845943,0.00008680186,0.0002843204,0.00002659347,0.0007592617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002064431,"threshold_uncertainty_score":0.007778466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01820374757012619,"score_gpt":0.2680068074479348,"score_spread":0.2498030598778086,"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."}}