{"id":"W1517014511","doi":"10.5772/26468","title":"Computational Fluid Dynamics (CFD) Modeling of Photochemical Reactors","year":2012,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Leachate; Environmental chemistry; Pesticide; Chemistry; Wastewater; Organic matter; Pollutant; Xenobiotic; Waste management; Environmental science; Environmental engineering; Organic chemistry; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001857359,0.0002407953,0.0003273868,0.00006886869,0.00004360056,0.00001352122,0.0002710774,0.0002706035,0.0003837904],"category_scores_gemma":[0.00001088796,0.0002301113,0.0002228888,0.00001226138,0.000202958,0.00003508952,0.0002238922,0.000322888,0.0001684803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002871062,"about_ca_system_score_gemma":0.00001287213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003386004,"about_ca_topic_score_gemma":0.000006291922,"domain_scores_codex":[0.9985994,0.00001270101,0.000432874,0.0002898226,0.0004657388,0.0001994943],"domain_scores_gemma":[0.999383,0.00004419072,0.0001636615,0.0002830329,0.00002471326,0.000101411],"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":[0.0002896497,0.000495855,0.002954499,0.0006374543,0.002192694,0.00006760537,0.005797587,0.03383037,0.8369715,0.03399545,0.001388213,0.08137914],"study_design_scores_gemma":[0.0008512127,0.0002147435,0.00003088494,0.001402415,0.001038215,0.00005739691,0.0002286058,0.2928811,0.4296923,0.2489795,0.02137895,0.003244662],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07366392,0.00009000296,0.03135142,0.0000614493,0.0003913369,0.000371978,0.0001613374,0.0001902707,0.8937183],"genre_scores_gemma":[0.9367537,0.000003176782,0.00139355,0.00001418627,0.000111656,0.000005693385,0.00007555911,0.00003841048,0.06160404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8630898,"threshold_uncertainty_score":0.9383664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0304924034926714,"score_gpt":0.2495150988399372,"score_spread":0.2190226953472658,"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."}}