{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007027626,0.00007247536,0.00007710141,0.00002892988,0.00007132001,0.00001361001,0.0001081882,0.00004489957,0.001295767],"category_scores_gemma":[0.0002950378,0.00005643588,0.00002834522,0.00007850714,0.0000890185,0.0003699808,0.00004743932,0.0002034934,0.00005158862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001756407,"about_ca_system_score_gemma":0.00002508447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001086072,"about_ca_topic_score_gemma":0.000007796918,"domain_scores_codex":[0.9990382,0.00003846962,0.000200913,0.00009625636,0.0004969501,0.0001291792],"domain_scores_gemma":[0.9995398,0.00006940062,0.0001375819,0.0001374803,0.0000435148,0.00007220998],"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":[0.000009472619,0.000104818,0.2101957,0.000001885207,0.000009412432,0.000002825701,0.000155914,0.001213748,0.678881,0.00001287168,0.00007045051,0.1093419],"study_design_scores_gemma":[0.0003622385,0.0001128461,0.3574278,0.0000277788,0.00008996865,0.0002023975,0.00002360212,0.009799444,0.630617,0.0005236901,0.0006920986,0.0001210936],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962688,0.000007543793,0.001294585,0.00007579934,0.0001221976,0.0001239593,6.678475e-7,0.00001189103,0.002094531],"genre_scores_gemma":[0.9478747,0.00001964667,0.05197974,0.0000207851,0.00007034471,0.000005175288,0.000001160192,0.000007410164,0.00002100109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1472322,"threshold_uncertainty_score":0.9996172,"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."}}