{"id":"W1985211330","doi":"10.1016/j.cherd.2012.03.002","title":"Performance evaluation of a continuous flow Photo-Impinging Streams Cyclone Reactor for phenol degradation","year":2012,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Phenol; Photocatalysis; Degradation (telecommunications); STREAMS; Chemical engineering; Materials science; Irradiation; Environmental science; Catalysis; Chemistry; Waste management; Pulp and paper industry; Organic chemistry; Computer science; Engineering","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":[0.0006729945,0.0001344601,0.0001682312,0.0000519579,0.0001693754,0.00001172405,0.00004348588,0.00008667197,0.00009762263],"category_scores_gemma":[0.00002574864,0.0001288451,0.00004862849,0.000074353,0.00003508977,0.0005188467,0.00001667214,0.00008042315,0.000006003305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001298204,"about_ca_system_score_gemma":0.00000937676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009647683,"about_ca_topic_score_gemma":0.0000120682,"domain_scores_codex":[0.9990032,0.00004847036,0.0002732152,0.0001929073,0.0002824691,0.0001997291],"domain_scores_gemma":[0.9995962,0.00001530332,0.00019803,0.000115491,0.0000222798,0.00005268398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006855076,0.0003651812,0.004241887,0.0002936175,0.00008711631,3.976194e-8,0.002353498,0.02276688,0.2221556,0.00003673719,0.000001148047,0.7470127],"study_design_scores_gemma":[0.001813347,0.0002252211,0.01086333,0.00007333163,0.000243337,0.000009929174,0.001176303,0.6969676,0.2866205,0.0001301944,0.001579232,0.0002976206],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821777,0.0003086454,0.01534084,0.00001220466,0.00008329558,0.001161852,0.00002120481,0.00002807146,0.0008661819],"genre_scores_gemma":[0.9988796,0.0001286823,0.0002620699,0.000007597225,0.00009004074,0.0003716286,0.0001893833,0.00002019773,0.00005083465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7467151,"threshold_uncertainty_score":0.5254151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879229533744324,"score_gpt":0.2281843963573467,"score_spread":0.2093921010199035,"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."}}