{"id":"W2892889596","doi":"10.1115/omae2018-77190","title":"Multiphase Flow in a Subsea Hilly Terrain","year":2018,"lang":"en","type":"article","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Multiphase flow; Flow assurance; Slug flow; Flow (mathematics); Stratified flow; Flow measurement; Subsea; Two-phase flow; Volumetric flow rate; Environmental science; Mechanics; Petroleum engineering; Materials science; Geology; Geotechnical engineering; Physics; Chemistry","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":[0.0001104461,0.0001719271,0.0001697003,0.0003669509,0.0003065369,0.0002627814,0.0001240019,0.0002570648,0.0006480885],"category_scores_gemma":[0.0001642962,0.00007776506,0.0001478661,0.0003519295,0.0002754007,0.0002707984,0.0001485582,0.0001937286,0.0001091228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002475778,"about_ca_system_score_gemma":0.0003002661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006253485,"about_ca_topic_score_gemma":0.005905975,"domain_scores_codex":[0.9999117,0.000008293078,0.000003940067,0.00002555145,0.00003093041,0.00001969964],"domain_scores_gemma":[0.9998887,0.00002183431,0.00002957086,0.00001067979,0.0000342633,0.00001506835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004109548,0.0002600193,0.03581792,0.0001224281,0.00001410386,0.001131909,0.0003275583,0.01131551,0.9261078,0.0007133187,0.0003363493,0.0234421],"study_design_scores_gemma":[0.0001571303,0.002247606,0.4286019,0.00004663991,0.0000572248,0.0006171408,0.001588201,0.09797241,0.4605182,0.0008958117,0.007230319,0.00006758095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997443,0.00005084984,0.001487438,0.00001985651,0.000003505936,0.00001677248,0.0001067634,0.00003805695,0.0008338792],"genre_scores_gemma":[0.9967849,0.00006851795,0.002309109,0.00001290466,0.000002820201,0.00001345445,0.0001712456,0.000004714667,0.0006322887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006253485,"threshold_uncertainty_score":0.01243418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005754227588293177,"score_gpt":0.1966504294047852,"score_spread":0.190896201816492,"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."}}