{"id":"W1976045376","doi":"10.1081/ese-100000468","title":"WEIBULL MODELING OF THE FENTON'S OXIDATION PROCESS","year":2001,"lang":"en","type":"article","venue":"Journal of Environmental Science and Health Part A","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Weibull distribution; Process (computing); Oxidation process; Computer science; Process engineering; Environmental science; Chemical engineering; Engineering; Statistics; Mathematics","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":[0.0008473615,0.00007909115,0.0001243695,0.00003695691,0.0002986571,0.00001364943,0.0002397555,0.0000175964,0.0002298358],"category_scores_gemma":[0.00001490483,0.00004978839,0.00003029243,0.0002352283,0.0004199747,0.0006056746,0.0001080357,0.00008625042,0.0000115047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004334311,"about_ca_system_score_gemma":0.00005575304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002887017,"about_ca_topic_score_gemma":0.00001653827,"domain_scores_codex":[0.9984654,0.00002574622,0.0003687099,0.0001494991,0.0007747251,0.0002159355],"domain_scores_gemma":[0.99931,0.000007516205,0.0003953302,0.0001249034,0.00000885587,0.0001534257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009777556,0.000873506,0.7434684,0.00003523536,0.0000176954,0.000008701737,0.005037277,0.09315745,0.08509845,0.00007073629,0.0004847542,0.07165002],"study_design_scores_gemma":[0.002088271,0.001145128,0.9242174,0.0002295763,0.00004439973,0.0004458745,0.003013501,0.02335798,0.02512476,0.002654227,0.01727708,0.0004018006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962755,0.00009404597,0.0005283431,0.002469445,0.00009300374,0.0001559238,0.000001484921,0.000002166239,0.0003800445],"genre_scores_gemma":[0.998375,0.0004188236,0.0006626426,0.0004221218,0.00002617556,0.000002227689,3.339923e-7,0.000003959067,0.00008873566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.180749,"threshold_uncertainty_score":0.2516541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02702588427914391,"score_gpt":0.2996035248279241,"score_spread":0.2725776405487801,"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."}}