{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002106614,0.00008841374,0.0001342131,0.0001554672,0.00005067381,0.00002602951,0.0001636259,0.00007202334,0.000102609],"category_scores_gemma":[0.00001708313,0.00006724436,0.00009556179,0.00002298831,0.00003939026,0.0001273924,0.00002543105,0.00006147521,0.00002077931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000659698,"about_ca_system_score_gemma":0.000003210971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008575819,"about_ca_topic_score_gemma":0.000002684297,"domain_scores_codex":[0.9992377,0.00002344305,0.0003137709,0.0001219249,0.0001941698,0.0001089872],"domain_scores_gemma":[0.9996099,0.00001460758,0.0001914594,0.00009756642,0.00004442035,0.00004205657],"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":[0.0001476766,0.00009155326,0.000196087,0.00000327904,0.0001745206,0.000001118246,0.00009794497,0.004895281,0.9184879,0.001116922,0.0001844503,0.07460324],"study_design_scores_gemma":[0.0008218362,0.0001619454,0.0001229136,0.000008156851,0.00005319076,0.00003204461,0.00002824901,0.001337333,0.6200571,0.002433393,0.3748478,0.0000959985],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539732,0.0005054735,0.04250629,0.002214259,0.000326589,0.0001548495,0.00001746649,0.00001185113,0.0002900456],"genre_scores_gemma":[0.9980108,0.0003183562,0.001017875,0.0001101314,0.0001321,0.00001621194,0.00006668767,0.00001023505,0.0003176143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3746634,"threshold_uncertainty_score":0.2742145,"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."}}