{"id":"W2941502192","doi":"","title":"Liquid Heater Upgrade for Improved Operation with Ethane Feed","year":2019,"lang":"en","type":"article","venue":"2019 Spring Meeting and 15th Global Congress on Process Safety","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Chemicals (Canada)","funders":"","keywords":"Upgrade; Environmental science; Waste management; Process engineering; Business; Computer science; Engineering; Operating system","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":[0.0002112267,0.0002755144,0.000304872,0.00003913822,0.0001056882,0.00009967702,0.000129364,0.0001293147,0.000005872816],"category_scores_gemma":[0.00001811467,0.0002290374,0.00004405205,0.0001108347,0.00003327045,0.0001676045,0.00002826298,0.0001488999,0.00001377163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007809958,"about_ca_system_score_gemma":0.00003743749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006477675,"about_ca_topic_score_gemma":0.00006687374,"domain_scores_codex":[0.9988243,0.00001499257,0.0002666214,0.0003667589,0.000138193,0.0003891136],"domain_scores_gemma":[0.9994872,0.00003910078,0.00005449075,0.0002121261,0.00009507978,0.0001120585],"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":[0.01307518,0.0002768386,0.05871219,0.004417817,0.0007562454,0.00001549297,0.001051659,0.8416371,0.0580369,0.009012615,0.0008529064,0.01215501],"study_design_scores_gemma":[0.008457512,0.002185929,0.008216249,0.00134411,0.0001625008,0.00003174376,0.0002739426,0.9391921,0.02780542,0.0001330656,0.01018786,0.002009545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926946,0.0004219797,0.002242465,0.000136201,0.0007173856,0.0006437005,0.00009266347,0.0002921385,0.002758901],"genre_scores_gemma":[0.998611,0.000115468,0.0008031827,0.0001058473,0.00008661709,0.00002954599,0.00003201893,0.00004410911,0.0001722238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09755497,"threshold_uncertainty_score":0.9339873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003519829571759535,"score_gpt":0.2179441943723577,"score_spread":0.2144243648005982,"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."}}