{"id":"W2312254461","doi":"10.1115/fedsm2003-45537","title":"Estimation of Interfacial Area Concentration for Two-Phase Slug Flow From Dual-Probe Hot-Film Measurements","year":2003,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Slug flow; Bubble; Materials science; Two-phase flow; Mechanics; Flow (mathematics); Porosity; Thermodynamics; Analytical Chemistry (journal); Chemistry; Chromatography; Composite material; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007110965,0.0007875256,0.0007943935,0.002420224,0.0002713964,0.0005511217,0.0008009925,0.0005827381,0.000809955],"category_scores_gemma":[0.002101426,0.0003456883,0.0002954635,0.0008433512,0.000328609,0.0008799173,0.0006547107,0.0009860538,0.0004289172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004860158,"about_ca_system_score_gemma":0.000231747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001299681,"about_ca_topic_score_gemma":0.00132026,"domain_scores_codex":[0.9994423,0.00007662769,0.00002171325,0.0001171202,0.000303045,0.00003914961],"domain_scores_gemma":[0.998923,0.0004515779,0.0001888106,0.00009113859,0.0002798232,0.00006556058],"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":[0.00007288327,0.00003246038,0.002041192,0.0001011288,0.00001213316,0.00003875851,0.00004515506,0.0005606461,0.9788261,0.0003224246,0.00008282285,0.01786428],"study_design_scores_gemma":[0.00001227083,0.0001320839,0.009801039,0.00001249482,0.0000317415,0.0002215733,0.00003700807,0.0906283,0.8973186,0.0003679209,0.001398664,0.00003822958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3707522,0.003431067,0.6210517,0.00008633407,0.0001107326,0.0002236425,0.000481124,0.001748195,0.002115102],"genre_scores_gemma":[0.7584344,0.001345641,0.2381051,0.00006810111,0.00005860435,0.0002801593,0.000480006,0.0001135901,0.001114444],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002420224,"threshold_uncertainty_score":0.003760695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02719703936679717,"score_gpt":0.2586270110869659,"score_spread":0.2314299717201687,"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."}}