{"id":"W7132882485","doi":"","title":"Occurrence, Prediction and Photocatalytic Oxidation of Substituted Polycyclic Aromatic Compounds in Industrial Wastewater.","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Effluent; Petrochemical; Wastewater; Sewage treatment; Pollutant; Industrial wastewater treatment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003639808,0.0005924665,0.0004112982,0.0005918578,0.0002365117,0.0006147109,0.0002911587,0.0005520804,0.0001487999],"category_scores_gemma":[0.000764583,0.0001966565,0.0004416493,0.0007732566,0.0001929236,0.0002937773,0.0001909588,0.0002420731,0.0001530243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001391591,"about_ca_system_score_gemma":0.001054386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1619726,"about_ca_topic_score_gemma":0.1467198,"domain_scores_codex":[0.999728,0.00002622299,0.00002366681,0.00007417332,0.0001208498,0.00002695626],"domain_scores_gemma":[0.9996554,0.00009716713,0.00009261731,0.0000146932,0.0001239744,0.00001621322],"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":[0.0003537939,0.0002865266,0.7884964,0.0004531856,0.0001429818,0.0003713185,0.0003553597,0.03360441,0.08406409,0.0001037337,0.0006391185,0.09112913],"study_design_scores_gemma":[0.00002281138,0.0003890545,0.7375165,0.00002383602,0.0001094608,0.0002233323,0.0005198502,0.2192396,0.03945008,0.0002465001,0.002226785,0.00003211216],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943581,0.0004696864,0.004048525,0.00004038559,0.000006032463,0.00002720454,0.0004893276,0.00004992198,0.000510813],"genre_scores_gemma":[0.9949431,0.0004022753,0.002994847,0.000009725668,0.000002380858,0.00001760824,0.0007816944,0.000004512718,0.0008438396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1619726,"threshold_uncertainty_score":0.3220596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03985088123143613,"score_gpt":0.3055090375147662,"score_spread":0.26565815628333,"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."}}