{"id":"W1520037681","doi":"","title":"Photocatalytic degradation of Reactive Black 8 in UV/TiO2 /H2O2 system: Optimization and modeling using a response surface methodology (RSM)","year":2013,"lang":"en","type":"article","venue":"RACO (Revistes Catalanes amb Accés Obert) (Consorci de Serveis Universitaris de Catalunya)","topic":"Dye analysis and toxicity","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Response surface methodology; Degradation (telecommunications); Photocatalysis; Box–Behnken design; Reactive dye; Chemistry; Stoichiometry; Chemical engineering; Nuclear chemistry; Chromatography; Catalysis; Organic chemistry; Dyeing; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001205483,0.0004587116,0.0009017215,0.000399433,0.0001797958,0.00009986907,0.0004735337,0.0004278096,0.0001875113],"category_scores_gemma":[0.0004929358,0.0005134965,0.0002159113,0.0006984101,0.0002203752,0.0009858254,0.000262992,0.0003948297,0.00001542486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101631,"about_ca_system_score_gemma":0.0002899148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01662683,"about_ca_topic_score_gemma":0.0004451568,"domain_scores_codex":[0.997007,0.0005415778,0.0007845251,0.0007689769,0.0002887955,0.000609168],"domain_scores_gemma":[0.9970348,0.000911167,0.0006060828,0.0007511426,0.0004456301,0.0002511198],"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":[0.0009457254,0.000228153,0.02837184,0.001723043,0.0005165717,0.000113987,0.003268865,0.6209492,0.3432664,0.0002431767,0.00008431521,0.0002887276],"study_design_scores_gemma":[0.001168775,0.00004089839,0.001168718,0.0004662665,0.0005808988,0.0001514352,0.01270827,0.9364032,0.04669342,0.00003668833,0.00002669404,0.0005547581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872115,0.0008070511,0.01069557,0.0001358329,0.0000244907,0.0004190601,0.0001077577,0.00008336325,0.000515409],"genre_scores_gemma":[0.9875088,0.0002152249,0.01087529,0.00004320477,0.00002759084,0.000009262037,0.0005527919,0.00006016803,0.0007076862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.315454,"threshold_uncertainty_score":0.9997317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04153020390386383,"score_gpt":0.2627930931045915,"score_spread":0.2212628892007277,"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."}}