{"id":"W219338155","doi":"","title":"Disinfection and advanced oxidation of highly absorbing fluids by UV/VUV light: process modeling and validation","year":2015,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mitacs","keywords":"Process (computing); Process engineering; Advanced oxidation process; Chemistry; Materials science; Environmental science; Computer science; Engineering; Catalysis; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003648437,0.0001527171,0.0001793762,0.000131525,0.0001419051,0.0001018842,0.000141047,0.00009149498,0.000003058072],"category_scores_gemma":[0.00002935232,0.0001628954,0.00003089681,0.0002933218,0.00006525756,0.001977869,0.000144633,0.0001303606,0.00001216708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001313151,"about_ca_system_score_gemma":0.000009488899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003779624,"about_ca_topic_score_gemma":0.0000333729,"domain_scores_codex":[0.9988366,0.000122399,0.0001915319,0.0003672715,0.0003055796,0.000176667],"domain_scores_gemma":[0.9994755,0.00001875932,0.000126151,0.0001681154,0.00004581607,0.0001656866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003414624,0.00003739767,0.8442948,0.00003056643,0.00001544827,0.000002440551,0.0008560673,0.002055516,0.1520501,0.000003376198,2.405855e-7,0.0006199114],"study_design_scores_gemma":[0.001948466,0.0002873104,0.2462768,0.000253766,0.0002479918,0.00001331257,0.001986019,0.0002980244,0.7471856,0.0006187264,0.0001834199,0.000700492],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959996,0.00004090176,0.003589427,0.0001122181,0.00005585786,0.0001015167,0.000004506657,0.00005387264,0.00004203517],"genre_scores_gemma":[0.999359,0.00003114781,0.00006888697,0.000009083749,0.0000210648,6.625947e-7,0.00001989361,0.00001306437,0.0004772059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.598018,"threshold_uncertainty_score":0.6642682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06716489768720892,"score_gpt":0.3008260147727588,"score_spread":0.2336611170855499,"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."}}