{"id":"W3048081559","doi":"10.1021/acsomega.0c02307","title":"Numerical Simulation of Polymer Dispersion Systems for Polymer Injection on Offshore Platforms","year":2020,"lang":"en","type":"article","venue":"ACS Omega","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China National Offshore Oil Corporation","keywords":"Mixing (physics); Venturi effect; Materials science; Jet (fluid); Dispersion (optics); Polymer; Mechanics; Fluent; Turbulence; Computational fluid dynamics; Mechanical engineering; Composite material; Optics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002524988,0.0005340565,0.0005844062,0.0004189137,0.0006675457,0.000556411,0.0005649703,0.001159,0.002540811],"category_scores_gemma":[0.0007532501,0.0002900552,0.000609691,0.0004531682,0.0004322026,0.0004874588,0.0004969794,0.000524896,0.0002537455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00066104,"about_ca_system_score_gemma":0.001032634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009409505,"about_ca_topic_score_gemma":0.004690053,"domain_scores_codex":[0.9998652,0.00002647131,0.000009038331,0.00001964889,0.00004704632,0.00003249518],"domain_scores_gemma":[0.9997321,0.0001265007,0.00003868403,0.00001407762,0.00006326372,0.00002534578],"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":[0.00004175997,0.00004629271,0.001067141,0.00006299863,0.000009293982,0.0001018625,0.00005655288,0.9855919,0.006578615,0.003439317,0.0002316489,0.002772623],"study_design_scores_gemma":[0.00000796905,0.00001250906,0.0001031839,0.000003013254,0.00000152133,0.000006988822,0.000009302397,0.9986011,0.0007805484,0.0002021543,0.0002681739,0.000003576853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6790148,0.0009320301,0.2762823,0.0007814554,0.0002180288,0.0002770632,0.0009520121,0.0005344558,0.04100782],"genre_scores_gemma":[0.9408112,0.0004256302,0.05093187,0.00006085024,0.00002447395,0.0003364003,0.0003646957,0.0000609212,0.00698397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009409505,"threshold_uncertainty_score":0.01870948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476458838126169,"score_gpt":0.2251508087542461,"score_spread":0.2103862203729844,"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."}}