{"id":"W3162754985","doi":"10.3390/catal11050624","title":"Photocatalytic Degradation of Sulfolane Using a LED-Based Photocatalytic Treatment System","year":2021,"lang":"en","type":"article","venue":"Catalysts","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Sulfolane; Photocatalysis; Ultrapure water; Degradation (telecommunications); Environmental chemistry; Materials science; Chemistry; Environmental science; Environmental engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002333329,0.0005219263,0.000492014,0.000433995,0.0002744222,0.0004139448,0.0006597516,0.000637801,0.0008399127],"category_scores_gemma":[0.0001949101,0.0002561275,0.00050446,0.0004370458,0.0001635483,0.0005207766,0.0003982827,0.0004224289,0.0004384412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004885896,"about_ca_system_score_gemma":0.0003317065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001555708,"about_ca_topic_score_gemma":0.00227336,"domain_scores_codex":[0.9997025,0.00002331391,0.00002797462,0.0000820164,0.0001271109,0.00003693347],"domain_scores_gemma":[0.9999201,0.00001274758,0.0000174755,0.00001111901,0.00002817919,0.00001030122],"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":[0.00003507914,0.00003510906,0.0001031135,0.00006574686,0.000006119687,0.00003698589,0.00001369179,0.0001628152,0.9970253,0.00002900089,0.0000444997,0.002442642],"study_design_scores_gemma":[0.00001278993,0.0001261161,0.0006033332,0.000002988701,0.00001459638,0.00006944788,0.0000105807,0.002466855,0.9956371,0.00001198047,0.00103442,0.000009739686],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733438,0.001783016,0.02074405,0.0001463665,0.00007327311,0.00009579764,0.0003508014,0.0008180574,0.002644855],"genre_scores_gemma":[0.9774392,0.001019384,0.01794711,0.0000862327,0.00001880992,0.000080937,0.0002525265,0.00003705439,0.003118869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001555708,"threshold_uncertainty_score":0.003544986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0272950343768224,"score_gpt":0.2545687637331299,"score_spread":0.2272737293563075,"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."}}