{"id":"W4310731499","doi":"10.1016/j.ijmultiphaseflow.2022.104343","title":"Two-phase flow pattern identification in CAES systems with dimensional analysis coupled with support vector machine","year":2022,"lang":"en","type":"article","venue":"International Journal of Multiphase Flow","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hydro One (Canada); University of Windsor","funders":"","keywords":"Froude number; Reynolds number; Slippage; Mechanics; Flow (mathematics); Dimensionless quantity; Two-phase flow; Phase (matter); Materials science; Physics; Mathematics; Turbulence","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":[0.0004913061,0.0004447681,0.0007303809,0.0004756658,0.0003922913,0.0007266339,0.0004313335,0.0006528476,0.000823702],"category_scores_gemma":[0.001579874,0.0003110592,0.0004533155,0.0004210303,0.0003764116,0.0008344404,0.0005849634,0.000603775,0.0001994292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000219396,"about_ca_system_score_gemma":0.0004205816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514892,"about_ca_topic_score_gemma":0.001801569,"domain_scores_codex":[0.9997522,0.00007763166,0.00002090759,0.00006246701,0.00005735598,0.00002946431],"domain_scores_gemma":[0.9992494,0.0004361046,0.000080095,0.00004695345,0.0001600839,0.00002740767],"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":[0.000598835,0.0002862495,0.006508074,0.000268982,0.0001164488,0.0002381738,0.0001725046,0.7173139,0.02514665,0.005099232,0.0009125228,0.2433384],"study_design_scores_gemma":[0.000001975658,0.00001115364,0.0002148573,0.000001074219,0.000001679709,0.000005161271,0.000003481902,0.9987489,0.0007096668,0.0002538369,0.00004620601,0.000002070043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1166976,0.0002115801,0.8813429,0.0001288989,0.00004735265,0.00005183292,0.00005584925,0.000430295,0.001033566],"genre_scores_gemma":[0.9523105,0.00007789323,0.04667775,0.00002803536,0.00001742967,0.00005622345,0.00006628571,0.00002152668,0.0007442994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002514892,"threshold_uncertainty_score":0.005000532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005645318786855411,"score_gpt":0.2411179899965208,"score_spread":0.2354726712096654,"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."}}