{"id":"W4403188102","doi":"10.2139/ssrn.4978075","title":"Comprehensive Modeling of Voc Degradation and By-Product Generation in the Ultraviolet Photocatalytic Oxidation Process","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Degradation (telecommunications); Photocatalysis; Ultraviolet; Process engineering; Process (computing); Oxidation process; Environmental science; Product (mathematics); Chemical engineering; Environmental chemistry; Chemistry; Materials science; Photochemistry; Computer science; Organic chemistry; Catalysis; Engineering; Optoelectronics; Telecommunications; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002301503,0.0006734232,0.0009059704,0.0002896918,0.0004568192,0.001030158,0.0007149592,0.001239817,0.001415948],"category_scores_gemma":[0.0005566792,0.0003144314,0.0008599132,0.0004540789,0.0003062907,0.0007500087,0.0003656728,0.0004938766,0.0002650364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065912,"about_ca_system_score_gemma":0.001063359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02729917,"about_ca_topic_score_gemma":0.01274727,"domain_scores_codex":[0.9998807,0.00001479964,0.000004492265,0.00002392223,0.00004377688,0.0000322997],"domain_scores_gemma":[0.9998333,0.00008495936,0.00001658743,0.0000136558,0.00004097387,0.00001042491],"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":[0.00004557151,0.00005386799,0.0006414695,0.00006023666,0.00002315071,0.00007714806,0.0000230782,0.9881551,0.006016573,0.001579231,0.0001928099,0.003131689],"study_design_scores_gemma":[0.000004903968,0.00001645665,0.0003286675,0.000002194648,0.000008470332,0.000009435263,0.00000733868,0.9972952,0.00166343,0.0004760829,0.0001837931,0.000004144816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8383041,0.002029615,0.1128948,0.0004452205,0.0001110776,0.000134276,0.001538108,0.0004285041,0.04411429],"genre_scores_gemma":[0.9905415,0.0004207382,0.002486811,0.00003209358,0.0000141283,0.00005273247,0.0002659722,0.00004876655,0.006137208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02729917,"threshold_uncertainty_score":0.05428052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138764815609401,"score_gpt":0.2657325782708434,"score_spread":0.2443449301147494,"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."}}