{"id":"W1964240941","doi":"10.1115/imece2009-10486","title":"Asymptotic Generalizations of the Lockhart-Martinelli Method for Two Phase Flows","year":2009,"lang":"en","type":"article","venue":"","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Pressure drop; Laminar flow; Turbulence; Mechanics; Open-channel flow; Flow (mathematics); Two-phase flow; Superposition principle; Pipe flow; Mathematics; Physics; Mathematical analysis","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":[0.002319494,0.001049501,0.0008599713,0.001592179,0.0004261284,0.0008177018,0.001727236,0.001140207,0.002630299],"category_scores_gemma":[0.007824413,0.0003600719,0.001180527,0.0007754209,0.001172452,0.001725339,0.001445219,0.002159687,0.001118193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007877376,"about_ca_system_score_gemma":0.001081022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002090431,"about_ca_topic_score_gemma":0.001166247,"domain_scores_codex":[0.9993641,0.0002527379,0.00003540639,0.0000728283,0.0002280779,0.00004698984],"domain_scores_gemma":[0.9975461,0.001493648,0.0001692461,0.0002734526,0.000433113,0.00008445338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009706782,0.0001327452,0.001384952,0.0003969326,0.00004223752,0.0002470625,0.0002339812,0.3870876,0.01920244,0.4206597,0.002806592,0.1677088],"study_design_scores_gemma":[0.00000335608,0.00001547572,0.0001003987,0.00000939353,0.000003234379,0.0000452775,0.000004747561,0.9808862,0.001317683,0.0158624,0.001736404,0.00001554428],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002269975,0.0002102074,0.9958324,0.00004044041,0.00004559365,0.00002372923,0.00001329678,0.0001501146,0.001414246],"genre_scores_gemma":[0.2584038,0.001980899,0.7249008,0.0001697828,0.0002825512,0.0005750139,0.0001836739,0.0004735622,0.01302986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002630299,"threshold_uncertainty_score":0.01226681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712748077846829,"score_gpt":0.3116604228309195,"score_spread":0.2945329420524513,"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."}}