{"id":"W650622419","doi":"","title":"2nd North American Conference on Multiphase Technology, Banff, Canada, 21-23 June, 2000","year":2000,"lang":"en","type":"book","venue":"Professional Engineering eBooks","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiphase flow; Slug flow; Underbalanced drilling; Slugging; Petroleum engineering; Pipeline transport; Flow (mathematics); Two-phase flow; Geology; Environmental science; Geotechnical engineering; Mechanics; Drilling; Drilling fluid; Engineering; Environmental engineering; Mechanical engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000917015,0.0008177044,0.0008230248,0.0006608622,0.0001259821,0.00003381902,0.0005545862,0.0003220667,0.0002146437],"category_scores_gemma":[0.00002305944,0.0008063104,0.0001732975,0.0002164134,0.0001018961,0.00003935035,0.00006205911,0.001530437,0.0001001336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008847328,"about_ca_system_score_gemma":0.001291052,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002081005,"about_ca_topic_score_gemma":0.05238907,"domain_scores_codex":[0.9974009,0.00001602133,0.0005483668,0.0005395276,0.0007786948,0.0007164502],"domain_scores_gemma":[0.9988665,0.00007280775,0.0001118712,0.0005790188,0.0001046546,0.0002651419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001998973,0.0001820655,0.0004707981,0.001631419,0.002833341,0.0008177388,0.0004572178,0.3734195,0.002572484,0.00288233,0.5270442,0.0874889],"study_design_scores_gemma":[0.001025143,0.00008778062,0.0003720825,0.002036913,0.000286853,0.00001375923,0.00002876854,0.1039482,0.001240835,0.0001026244,0.8882677,0.00258936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04610179,0.002914609,0.001760534,0.0009542892,0.01109914,0.003114103,0.002045685,0.007399311,0.9246106],"genre_scores_gemma":[0.1501619,0.00006680952,0.0006456121,0.0001237474,0.0005020167,0.0001835913,0.0004393914,0.0003025203,0.8475744],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3612235,"threshold_uncertainty_score":0.9994388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00938533095403002,"score_gpt":0.1960297902383393,"score_spread":0.1866444592843093,"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."}}