{"id":"W2190490654","doi":"","title":"Advanced technology for water purification by heterogeneous photocatalysis","year":2014,"lang":"en","type":"article","venue":"International Journal of Environment and Pollution","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Degradation (telecommunications); Volumetric flow rate; Photocatalysis; Chemistry; Pollutant; Reaction rate constant; Pentachlorophenol; Oxygen; Environmental engineering; Nitrogen; Kinetics; Environmental chemistry; Chemical engineering; Nuclear chemistry; Chromatography; Catalysis; Environmental science; Organic chemistry; Thermodynamics","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":[0.0008197794,0.0006979473,0.0007997257,0.0007935427,0.0003802775,0.0008773617,0.0008369839,0.001007237,0.004584408],"category_scores_gemma":[0.000339532,0.0004296258,0.000626227,0.0007932014,0.0005158817,0.001183786,0.001183281,0.002121416,0.004346443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433463,"about_ca_system_score_gemma":0.0007415529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008560291,"about_ca_topic_score_gemma":0.0008965313,"domain_scores_codex":[0.999353,0.00006943922,0.00003207059,0.00009058439,0.0003756717,0.00007933128],"domain_scores_gemma":[0.9998757,0.00001702412,0.00001626518,0.00001897176,0.00005882209,0.00001339735],"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":[0.000132859,0.0001924552,0.0003495176,0.001645529,0.00008783412,0.000475036,0.0001469353,0.002082432,0.6112538,0.05199898,0.02130545,0.3103292],"study_design_scores_gemma":[0.0001100273,0.0004882058,0.001222407,0.000235265,0.00005302934,0.0008152099,0.00004807934,0.009142408,0.3520425,0.02136661,0.6143997,0.000076618],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06804579,0.4425441,0.3582793,0.009661248,0.006935574,0.0007011705,0.001161832,0.003224526,0.1094465],"genre_scores_gemma":[0.4538873,0.2076406,0.2101809,0.002895426,0.001540413,0.001265205,0.002971114,0.0004179948,0.119201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004584408,"threshold_uncertainty_score":0.01533633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004466740154872782,"score_gpt":0.2082945273523727,"score_spread":0.2038277871974999,"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."}}