{"id":"W2056572669","doi":"10.1080/10893950590945049","title":"Two-Phase Flow Regime Transitions in Microchannels: A Comparative Experimental Study","year":2005,"lang":"en","type":"article","venue":"Microscale Thermophysical Engineering","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Pressure drop; Flow (mathematics); Mechanics; Materials science; Two-phase flow; Heat exchanger; Microchannel; Thermodynamics; Nanotechnology; 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":[0.001951516,0.0004951087,0.0006351422,0.001409415,0.0006515339,0.0005935322,0.0007371848,0.0007578957,0.001858882],"category_scores_gemma":[0.001806115,0.0002076422,0.000630005,0.001019318,0.001077559,0.0009568649,0.0005957017,0.0005859793,0.000242328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004104946,"about_ca_system_score_gemma":0.0004558166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00109049,"about_ca_topic_score_gemma":0.001270491,"domain_scores_codex":[0.9989347,0.0002077854,0.00007529545,0.0002467826,0.0003490293,0.0001865054],"domain_scores_gemma":[0.9978923,0.0009872861,0.0002716736,0.0002703988,0.0004806176,0.00009772351],"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":[0.000566144,0.001612141,0.004165252,0.0009149104,0.00002704835,0.0001898621,0.0007677049,0.002033292,0.963508,0.0008440213,0.0002449991,0.02512672],"study_design_scores_gemma":[0.0000574661,0.005689921,0.02400734,0.00006656992,0.00009796377,0.0003696067,0.0009458385,0.01211026,0.951461,0.0004242183,0.004643092,0.0001266571],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796081,0.002330872,0.01489205,0.00005796987,0.00005470412,0.0003379566,0.0005164079,0.0001687226,0.002033295],"genre_scores_gemma":[0.977725,0.001809775,0.01876928,0.0000338512,0.00003776691,0.0003179881,0.0003839261,0.00002609519,0.0008963355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001951516,"threshold_uncertainty_score":0.01032072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01775575758870247,"score_gpt":0.280170520990712,"score_spread":0.2624147634020095,"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."}}