{"id":"W2801171776","doi":"10.3390/catal8050179","title":"Photocatalytic Degradation of Commercial Acetaminophen: Evaluation, Modeling, and Scaling-Up of Photoreactors","year":2018,"lang":"en","type":"article","venue":"Catalysts","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS)","keywords":"Degradation (telecommunications); Environmental science; Photocatalysis; Chemistry; Environmental chemistry; Chemical engineering; Pulp and paper industry; Computer science; Organic chemistry; Engineering","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":[0.0003899559,0.0006067436,0.0005461999,0.0002663791,0.0002180029,0.0005374139,0.0005650268,0.0005291203,0.0003505014],"category_scores_gemma":[0.0004715253,0.0002040714,0.0006326766,0.0003533446,0.0001577082,0.0003343822,0.0001879232,0.0004260594,0.0001985367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005920389,"about_ca_system_score_gemma":0.0004645041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007977176,"about_ca_topic_score_gemma":0.006514699,"domain_scores_codex":[0.9997539,0.00002477567,0.00001768348,0.00005017373,0.000128357,0.00002518881],"domain_scores_gemma":[0.9998105,0.00006118629,0.00003002837,0.00002447252,0.00006480136,0.000008985807],"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":[0.0001761666,0.0003309593,0.003380705,0.0004038281,0.00003834605,0.0002269465,0.00007041405,0.1116909,0.8600975,0.0001861123,0.0001177982,0.0232804],"study_design_scores_gemma":[0.000021056,0.0009307589,0.005509938,0.00001229731,0.00008377533,0.00009322063,0.00007524784,0.4315799,0.5604289,0.0001212448,0.001110048,0.00003345299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622632,0.0006644453,0.03521136,0.00006493887,0.00002580502,0.0001114047,0.0002852801,0.0001897084,0.001183965],"genre_scores_gemma":[0.9805341,0.0008016509,0.01776029,0.00001098729,0.000005772918,0.00009981221,0.0001581463,0.00001637095,0.0006128192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007977176,"threshold_uncertainty_score":0.01586151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04852631178019771,"score_gpt":0.3132391546771094,"score_spread":0.2647128428969117,"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."}}