{"id":"W2012871851","doi":"10.1016/j.cej.2013.08.113","title":"Modeling the heterogeneous peroxymonosulfate/Co-MCM41 process for the degradation of caffeine and the study of influence of cobalt sources","year":2013,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":260,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Hong Kong Polytechnic University; Public Health Agency of Canada","keywords":"Cobalt; Chemistry; Leaching (pedology); Bicarbonate; Degradation (telecommunications); Catalysis; Aqueous solution; Inorganic chemistry; Phosphate; Nuclear chemistry; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001733654,0.00007986616,0.0001225212,0.00001082457,0.00006467596,0.00001231809,0.0002109055,0.00001828538,0.00001046042],"category_scores_gemma":[0.00008510113,0.00003592681,0.0000324616,0.00006121843,0.0001194501,0.0001049656,0.00004316996,0.00008509599,3.896817e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002589689,"about_ca_system_score_gemma":0.000003802111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005996317,"about_ca_topic_score_gemma":9.064564e-7,"domain_scores_codex":[0.9993527,0.00001289245,0.0002687527,0.00007830263,0.00018976,0.00009761685],"domain_scores_gemma":[0.9995402,0.0001497154,0.00012638,0.0001186689,0.00003645863,0.00002854126],"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":[0.00002173854,0.00003920381,0.001172787,0.00001219891,0.00002829471,7.846318e-8,0.001145815,0.919475,0.07756322,0.000002859132,8.887789e-7,0.0005378928],"study_design_scores_gemma":[0.001222116,0.00008700447,0.00155272,0.00002790886,0.00005718193,0.00002767738,0.0007043264,0.7539821,0.2421308,0.0001390987,0.000003641148,0.00006537666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755256,0.0001117679,0.02385768,0.0001011733,0.00001043749,0.0003862545,0.000001427402,0.000003964816,0.000001656819],"genre_scores_gemma":[0.9991359,0.00001800462,0.0007724995,0.000007428074,0.00001130915,0.00004210136,5.066698e-7,0.000006972606,0.000005237583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1654929,"threshold_uncertainty_score":0.1465053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009268050611828175,"score_gpt":0.2263736593575841,"score_spread":0.217105608745756,"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."}}