{"id":"W2334920967","doi":"10.1021/ie301860u","title":"Two-Phase Flow in Microchannels: The Case of Binary Mixtures","year":2012,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"Alberta Innovates","keywords":"Pressure drop; Bubble; Bubble point; Two-phase flow; Slug flow; Porosity; Mechanics; Pressure gradient; Thermodynamics; Materials science; Flow (mathematics); Multiphase flow; Chemistry; Composite material","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":[0.001221788,0.0001891625,0.0002457398,0.0001117605,0.00007608523,0.00002295015,0.0002447407,0.0001969952,0.0000432767],"category_scores_gemma":[0.0002512786,0.0001563033,0.00006925991,0.0006243627,0.00009113011,0.00008606041,0.00006372629,0.001193832,0.00000585189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069105,"about_ca_system_score_gemma":0.00003972985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001253505,"about_ca_topic_score_gemma":0.000004639074,"domain_scores_codex":[0.9985253,0.00004177124,0.0003177825,0.0001481194,0.0002279056,0.0007390722],"domain_scores_gemma":[0.9990901,0.0004230161,0.000007131917,0.0002819083,0.00006217119,0.0001356732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002812135,0.0000909821,0.0000958763,0.0002175494,0.00005987335,0.000214006,0.0008497857,0.0391037,0.9563246,0.000009861386,0.0008552917,0.002150333],"study_design_scores_gemma":[0.001525062,0.00002844536,0.00002076408,0.0001480268,0.00001191796,0.0001954096,0.0004523822,0.02138505,0.974629,0.000005169788,0.001398519,0.0002002575],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962636,0.002416946,0.00002752885,0.00007206115,0.0002890445,0.0001922238,0.00003960227,0.00009928057,0.0005996697],"genre_scores_gemma":[0.9987925,0.00006717463,0.00003120239,0.000001578365,0.0009705078,0.00005308415,0.000007544073,0.00003823583,0.00003814255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01830438,"threshold_uncertainty_score":0.6373863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09515810450547162,"score_gpt":0.3599949874942044,"score_spread":0.2648368829887328,"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."}}