{"id":"W2330367244","doi":"10.2166/wst.2011.191","title":"Evaluation of model parameters for simulating TiO2 coated UV reactors","year":2011,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Photocatalysis; Computational fluid dynamics; Mass transfer; Environmental science; Materials science; Chemical engineering; Nuclear engineering; Mechanics; Chemistry; Engineering; Physics; 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":[0.002640735,0.00009414774,0.0001411057,0.0002820336,0.0001686279,0.00001276561,0.0004947938,0.00008556844,0.00004216409],"category_scores_gemma":[0.0001956823,0.00006748837,0.00004573507,0.0007019644,0.0009276527,0.0002537432,0.0001913599,0.00006572231,0.00002761614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001589646,"about_ca_system_score_gemma":0.0000227497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002822492,"about_ca_topic_score_gemma":0.000006000886,"domain_scores_codex":[0.9984121,0.00003315097,0.0002486897,0.0003695938,0.0005827148,0.0003537334],"domain_scores_gemma":[0.9993932,0.00001272347,0.00008901051,0.0003620975,0.00009939628,0.00004351794],"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":[0.000006504693,0.00006495963,0.01556458,0.000003744816,0.000009549986,2.427328e-7,0.002591965,0.04749306,0.9251001,0.0001134772,0.000008628138,0.009043144],"study_design_scores_gemma":[0.0001227316,0.00005189484,0.000312182,0.000004472338,0.00004558987,5.25244e-7,0.0001660422,0.2806225,0.707729,0.0108553,0.00001130216,0.00007849945],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921629,0.000002576835,0.006805417,0.000104576,0.00006933532,0.0001739464,0.000001850711,0.00007917015,0.000600228],"genre_scores_gemma":[0.9894231,4.708394e-7,0.01044857,0.000008016636,0.000003898649,0.0000308839,0.000001750843,0.000006103324,0.00007718362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2331294,"threshold_uncertainty_score":0.3417975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1245902682747547,"score_gpt":0.3170498133352151,"score_spread":0.1924595450604604,"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."}}