{"id":"W2047688037","doi":"10.1115/ipc2004-0721","title":"A Simple Two-Phase Frictional Multiplier Calculation Method","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mass flux; Correlation; Homogeneous; Physics; Thermodynamics; Mathematics; Geometry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001641498,0.0001815983,0.0001822666,0.0002051761,0.00008498522,0.00009529713,0.0001310629,0.00006746339,0.0005727104],"category_scores_gemma":[0.00004304469,0.0001798393,0.0000940821,0.0001480298,0.0000262286,0.0002349849,0.00002454643,0.0001416001,0.00006667103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009572061,"about_ca_system_score_gemma":0.00004350343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001554692,"about_ca_topic_score_gemma":0.0001891754,"domain_scores_codex":[0.9989192,0.00001659938,0.0003115042,0.0002324734,0.0003345595,0.0001856983],"domain_scores_gemma":[0.999481,0.00002169083,0.0000451901,0.0001119301,0.0002427544,0.00009746101],"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":[0.0001646212,0.000746717,0.01493169,0.0001005385,0.001114472,0.00004018817,0.001097049,0.6708024,0.05149882,0.05316292,0.01936271,0.1869778],"study_design_scores_gemma":[0.003068432,0.00002302249,0.001813876,0.00002916191,0.00005986675,0.000009098681,0.00005703971,0.9671875,0.001107203,0.004735279,0.02164122,0.0002682845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1017781,0.000349336,0.887141,0.0003897483,0.0005889258,0.0001387175,0.00008944188,0.0002210771,0.009303688],"genre_scores_gemma":[0.9915639,0.00009878995,0.006316276,0.00008430886,0.0004879285,0.00001696848,0.0002995148,0.00001938195,0.001112972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8897858,"threshold_uncertainty_score":0.7333636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967940323518631,"score_gpt":0.2926100170570187,"score_spread":0.2729306138218324,"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."}}