{"id":"W2051353054","doi":"10.1115/icmm2003-1013","title":"Unique Characteristics of Adiabatic Gas-Liquid Flows in Microchannels: Diameter and Shape Effects on Flow Patterns, Void Fraction and Pressure Drop","year":2003,"lang":"en","type":"article","venue":"","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Microchannel; Pressure drop; Slug flow; Materials science; Two-phase flow; Adiabatic process; Microfluidics; Hydraulic diameter; Mechanics; Flow (mathematics); Heat exchanger; Microreactor; Nanotechnology; Thermodynamics; Chemistry; Reynolds number; Physics","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":[0.0004287417,0.0004111003,0.0002755614,0.000656831,0.0001738535,0.0004617264,0.0003170602,0.0003793444,0.0005602171],"category_scores_gemma":[0.0009638926,0.0002603812,0.0002284705,0.0004715341,0.0004115392,0.0005601115,0.0002687374,0.0004470409,0.0001468583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002736285,"about_ca_system_score_gemma":0.0001873394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003236851,"about_ca_topic_score_gemma":0.0003509555,"domain_scores_codex":[0.9997178,0.00002635361,0.0000182926,0.00007342478,0.0001350446,0.00002918211],"domain_scores_gemma":[0.9989902,0.0004844299,0.0002954594,0.00004283519,0.0001480941,0.00003883145],"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":[0.00009237356,0.00002974829,0.001523448,0.0003416484,0.00001407701,0.0001267667,0.0001548838,0.0007582079,0.9737781,0.0006133404,0.0001852693,0.02238219],"study_design_scores_gemma":[0.00001126264,0.0001027337,0.01263403,0.00002145533,0.00004587919,0.000475356,0.00009053568,0.006712112,0.977044,0.0003071792,0.002510457,0.00004490038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8937287,0.0338881,0.06314695,0.0002587653,0.0001215513,0.0000831318,0.000661768,0.0007527585,0.007358189],"genre_scores_gemma":[0.9812688,0.00586785,0.01124403,0.0001078173,0.00005619346,0.00007078349,0.000208984,0.00007393969,0.001101513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000656831,"threshold_uncertainty_score":0.00226742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005445962145984476,"score_gpt":0.2009058324687481,"score_spread":0.1954598703227636,"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."}}