{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005758895,0.0005019103,0.0006411335,0.0005143054,0.0008737147,0.0009491904,0.0008001061,0.000817918,0.01570076],"category_scores_gemma":[0.0005879928,0.0002520769,0.0006760061,0.0003032222,0.0001906331,0.001462427,0.0006063672,0.001181528,0.004920367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006173762,"about_ca_system_score_gemma":0.0009128068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001212171,"about_ca_topic_score_gemma":0.001599968,"domain_scores_codex":[0.9997026,0.00002431495,0.00002000538,0.00005391098,0.0001271118,0.00007191789],"domain_scores_gemma":[0.9996958,0.00003739011,0.0000206302,0.00005118729,0.0001529001,0.00004214971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003352076,0.0007028928,0.004508454,0.0002995105,0.00005603818,0.001071776,0.0001953688,0.002074559,0.9122584,0.0009599986,0.009178958,0.06534189],"study_design_scores_gemma":[0.0002739157,0.001672045,0.00829282,0.0000239648,0.00006865312,0.0003805718,0.00006459034,0.01532096,0.9280888,0.0001796258,0.04557345,0.00006043509],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9413667,0.0005998233,0.02539259,0.001092814,0.0007814909,0.0003210036,0.001791152,0.01142946,0.01722497],"genre_scores_gemma":[0.9537684,0.000192765,0.01123087,0.0003539497,0.0001133942,0.00009450599,0.002199912,0.0006489843,0.0313971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01570076,"threshold_uncertainty_score":0.05252427,"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."}}