{"id":"W2523983893","doi":"10.1007/s11783-016-0876-4","title":"Benzene degradation in waste gas by photolysis and photolysis-ozonation: experiments and modeling","year":2016,"lang":"en","type":"article","venue":"Frontiers of Environmental Science & Engineering","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Benzene; Chemistry; Ozone; Photodissociation; Degradation (telecommunications); Photochemistry; Condensation; Ultraviolet; Environmental chemistry; Thermodynamics; Materials science; 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":[0.000135399,0.00009563371,0.0001109998,0.00002102275,0.00006340651,0.00001930264,0.0001057002,0.00002799441,0.0001329006],"category_scores_gemma":[0.00001185795,0.00007705296,0.00001426458,0.0001207831,0.0001768372,0.0004770431,0.00002205262,0.00003309753,0.000001390668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002239711,"about_ca_system_score_gemma":0.000006069232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007802631,"about_ca_topic_score_gemma":0.000003502413,"domain_scores_codex":[0.9992007,0.000004432251,0.0001462921,0.0002450758,0.0002165049,0.0001870131],"domain_scores_gemma":[0.9997764,0.00001157621,0.00003875305,0.00007825275,0.000001972069,0.00009300142],"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":[0.000008182467,0.00001159951,0.06638002,0.000003250391,0.000005095678,9.875602e-7,0.0001143212,0.0106735,0.9101484,0.000001678274,0.00001199593,0.01264091],"study_design_scores_gemma":[0.0005306417,0.00004665029,0.01873704,0.00004158522,0.0000106204,0.000005895819,0.0008761,0.4476312,0.5316734,0.00002043894,0.0001537894,0.0002726791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937431,0.001325409,0.004692336,0.00002766306,0.00004414622,0.00006076342,0.00002011153,0.000006865353,0.00007958543],"genre_scores_gemma":[0.9956694,0.0002856288,0.003967528,0.000004964335,0.000008681924,0.00000156058,0.000006683067,0.000002326576,0.00005318866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4369577,"threshold_uncertainty_score":0.3142128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004771969659097158,"score_gpt":0.1634764364504989,"score_spread":0.1587044667914018,"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."}}