{"id":"W4251526716","doi":"10.1115/icnmm2009-82228","title":"Effect of Channel Length on the Gas-Liquid Two-Phase Flow Phenomena in a Microchannel","year":2009,"lang":"en","type":"article","venue":"ASME 2009 7th International Conference on Nanochannels, Microchannels, and Minichannels","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microchannel; Inlet; Hydraulic diameter; Materials science; Reducer; Mechanics; Two-phase flow; Porosity; Flow (mathematics); Analytical Chemistry (journal); Chemistry; Thermodynamics; Composite material; Physics; Chromatography; Reynolds number; Mechanical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001185618,0.001019531,0.001115001,0.0008090189,0.0002261314,0.0001128722,0.0009174701,0.0003038699,0.0001236667],"category_scores_gemma":[0.0001550876,0.0007977536,0.0003069709,0.0005191469,0.000232713,0.0002831178,0.00008968941,0.0007826287,0.00007360754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001473694,"about_ca_system_score_gemma":0.00006861523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005065654,"about_ca_topic_score_gemma":0.0000464186,"domain_scores_codex":[0.9959763,0.0002390025,0.001113926,0.0009425075,0.0006441222,0.001084117],"domain_scores_gemma":[0.9981943,0.0005804388,0.0001536514,0.000530529,0.0002825554,0.0002584837],"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":[0.01950094,0.004879964,0.00002207023,0.001431394,0.002842354,0.0005476546,0.04198844,0.05708996,0.5953465,0.04206789,0.01580666,0.2184762],"study_design_scores_gemma":[0.01517116,0.01665841,0.00004164547,0.002853131,0.0001948792,0.0001215445,0.002525773,0.1537594,0.79926,0.005440706,0.00158523,0.002388114],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680171,0.002620972,0.002724987,0.004947613,0.002962539,0.001968096,0.000892413,0.0004085451,0.01545773],"genre_scores_gemma":[0.995007,0.002776492,0.0000502834,0.0008708801,0.0007459202,0.0001698881,0.0000865334,0.00008577925,0.0002072322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2160881,"threshold_uncertainty_score":0.9994473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260557496078504,"score_gpt":0.2843292240501312,"score_spread":0.2617236490893462,"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."}}