{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008486054,0.0005766983,0.0007446301,0.0004479638,0.0004975887,0.001017626,0.0009178577,0.001350989,0.00090011],"category_scores_gemma":[0.0008222324,0.0002883913,0.001072191,0.0005800361,0.0003303694,0.0005406291,0.0004715979,0.0008257582,0.000268577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097406,"about_ca_system_score_gemma":0.001495339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01095587,"about_ca_topic_score_gemma":0.004736571,"domain_scores_codex":[0.9997653,0.00003287927,0.00002111216,0.00004855238,0.00009831844,0.0000338508],"domain_scores_gemma":[0.9994837,0.000258372,0.00006784976,0.00003819567,0.0001389081,0.00001294478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006537952,0.0002564302,0.002257427,0.0003409683,0.00002006863,0.0001064641,0.0001014901,0.9399958,0.04491751,0.001471992,0.0001500282,0.01031638],"study_design_scores_gemma":[0.000009182912,0.0001196429,0.0004513081,0.0000110317,0.000009968023,0.00001299971,0.00002644859,0.9735051,0.02519931,0.0001642165,0.000480115,0.00001071832],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8756398,0.0008391482,0.1168508,0.0001683176,0.00004465562,0.0004012296,0.0007821084,0.0003089294,0.004964954],"genre_scores_gemma":[0.9361151,0.001560525,0.0583423,0.00002498344,0.000009957761,0.0006501027,0.000448282,0.00003400947,0.00281482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01095587,"threshold_uncertainty_score":0.02178419,"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."}}