{"id":"W2939002480","doi":"","title":"Fouling and Foaming in a Caustic Tower","year":2019,"lang":"en","type":"article","venue":"2019 Spring Meeting and 15th Global Congress on Process Safety","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Caustic (mathematics); Fouling; Tower; Environmental science; Forensic engineering; Waste management; Engineering; Chemistry; Mathematics; Civil engineering","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":[0.000254849,0.0002544845,0.000319624,0.00007659441,0.00007005746,0.00005741047,0.00009821295,0.0000894066,0.000007150988],"category_scores_gemma":[0.00009125649,0.000247355,0.00002581497,0.0001698677,0.00002925318,0.0001141701,0.0000879113,0.0002285691,0.000008949667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006291107,"about_ca_system_score_gemma":0.00001336631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00010775,"about_ca_topic_score_gemma":0.00007237128,"domain_scores_codex":[0.9988443,0.00001173907,0.0002698182,0.0003256277,0.0001572598,0.0003912962],"domain_scores_gemma":[0.9996026,0.00009663135,0.00003621239,0.0001489991,0.00003512536,0.00008044674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001477962,0.00003808251,0.7331388,0.002429246,0.000142698,0.00005138812,0.0006347856,0.2331937,0.0001669399,0.002214855,0.0001663426,0.02767541],"study_design_scores_gemma":[0.006077034,0.0003872972,0.466519,0.007741261,0.0001576598,0.00007983922,0.001654598,0.4948412,0.001443876,0.0007357949,0.0170939,0.003268474],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756472,0.003417039,0.0002027844,0.00004649721,0.0006884187,0.0001938898,0.000008005646,0.0002518845,0.01954432],"genre_scores_gemma":[0.9989303,0.0004953308,0.0002767666,0.00003275807,0.00005741556,0.000009427888,0.000001677533,0.00002534269,0.000170937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2666198,"threshold_uncertainty_score":0.9999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003275843702767049,"score_gpt":0.2113768424491608,"score_spread":0.2081009987463938,"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."}}