{"id":"W2047871231","doi":"10.1016/j.watres.2014.06.048","title":"Mechanistic modeling of vacuum UV advanced oxidation process in an annular photoreactor","year":2014,"lang":"en","type":"article","venue":"Water Research","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trojan Technologies (Canada); Western University","funders":"","keywords":"Process (computing); Advanced oxidation process; Oxidation process; Chemistry; Photochemistry; Process engineering; Environmental science; Chemical engineering; Computer science; Engineering; Catalysis; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0008256671,0.00006949495,0.0001128859,0.00001649009,0.00007187749,0.00003125462,0.0002228052,0.00005304301,0.0006233712],"category_scores_gemma":[0.00005301815,0.00004900954,0.00001480917,0.0001543058,0.00003887666,0.0002526091,0.00001248272,0.0001679866,0.00003940276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004807211,"about_ca_system_score_gemma":0.00002560472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004624743,"about_ca_topic_score_gemma":0.0001636967,"domain_scores_codex":[0.9988295,0.00009940224,0.0001616371,0.0002217857,0.0003605075,0.0003271144],"domain_scores_gemma":[0.9995887,0.00002455284,0.00001724921,0.0001734796,0.0001089461,0.00008712352],"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":[0.000211877,0.00007013411,0.03592103,0.0002047541,0.000004573609,0.000008366349,0.001645581,0.06153116,0.8958047,0.0000307294,0.000003875295,0.0045632],"study_design_scores_gemma":[0.0002688356,0.0001677267,0.002050588,0.00003604628,0.000001487016,0.000001386257,0.000407266,0.5366996,0.4564739,0.003729109,0.00005658092,0.0001074913],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982499,0.00001568804,0.0006954619,0.00003541644,0.00002475205,0.0001320031,0.000005947323,0.00001242844,0.0008283532],"genre_scores_gemma":[0.999289,0.000003873644,0.0004543209,0.000008181139,0.00004371665,0.000003760004,0.0001156077,0.000003398232,0.00007814072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4751684,"threshold_uncertainty_score":0.6825477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04827811811779405,"score_gpt":0.3144239941330911,"score_spread":0.266145876015297,"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."}}