{"id":"W2116178465","doi":"10.1002/aic.12251","title":"Performance evaluation of UV reactor using optical diagnostic techniques","year":2010,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fluence; Inlet; Materials science; Fluorescence; Process engineering; Laser; Nuclear engineering; Chemistry; Analytical Chemistry (journal); Biological system; Optics; Chromatography; Mechanical engineering; Engineering; Physics","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":[0.0009126085,0.0004833724,0.0003710169,0.0003231612,0.0002679481,0.0005866672,0.0005474741,0.000550699,0.0006854169],"category_scores_gemma":[0.001278697,0.0001658271,0.0003084054,0.0002646021,0.0002539788,0.000458471,0.0002964561,0.0003371266,0.0002873722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007970319,"about_ca_system_score_gemma":0.0002815851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00162914,"about_ca_topic_score_gemma":0.0012414,"domain_scores_codex":[0.9993561,0.0001422603,0.00002486279,0.0001199744,0.0003083033,0.00004847284],"domain_scores_gemma":[0.9993673,0.0002411891,0.000130807,0.00005580269,0.0001859721,0.00001899781],"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":[0.000156822,0.00004786541,0.0008691265,0.0001097409,0.00001657723,0.00003333291,0.00003448014,0.001505102,0.9895516,0.0000880823,0.00005907946,0.007528139],"study_design_scores_gemma":[0.000005581669,0.0003702607,0.0008370174,0.000004322873,0.00001446267,0.00003925385,0.00001876616,0.004742562,0.993573,0.00001849681,0.0003678636,0.0000083597],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644417,0.001692223,0.03181276,0.00008189357,0.0000232907,0.00004891179,0.0001572777,0.0003257291,0.001416122],"genre_scores_gemma":[0.98496,0.0006263619,0.01329013,0.00002691752,0.000007536951,0.00002499457,0.00009914777,0.00003420079,0.0009307957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00162914,"threshold_uncertainty_score":0.005782902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02640545739442239,"score_gpt":0.3042457052783024,"score_spread":0.27784024788388,"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."}}