{"id":"W2773863035","doi":"10.1002/cjce.23112","title":"Experimental investigation on two‐phase flow maldistribution in parallel minichannels with U‐type configuration","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Header; Mechanics; Pressure drop; Two-phase flow; Dimensionless quantity; Materials science; Flow (mathematics); Slug flow; Flow visualization; Open-channel flow; Flow coefficient; Computer science; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001334544,0.0001041468,0.0001337127,0.0000614072,0.00008572474,0.00006155008,0.0001454128,0.00004162957,0.000007450563],"category_scores_gemma":[0.0000618543,0.00007861993,0.00002673919,0.00004866942,0.00005257234,0.00009340479,0.000002295169,0.0002369064,0.000002004975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001867519,"about_ca_system_score_gemma":0.00008216884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002259617,"about_ca_topic_score_gemma":0.0002691817,"domain_scores_codex":[0.9994785,0.000005895177,0.0001836313,0.0000537755,0.00009871017,0.0001794413],"domain_scores_gemma":[0.9996387,0.00002531032,0.00002305669,0.0001106426,0.00004257473,0.0001596659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007306687,0.00001414401,0.0002319487,0.00003394384,0.00006971103,0.00008628482,0.001377937,0.6411902,0.3555399,0.0004184738,0.0001615562,0.0008028063],"study_design_scores_gemma":[0.001719952,0.0001478569,0.0006747221,0.0002639705,0.00001770733,0.00004855215,0.00003650657,0.1147187,0.8820283,0.00005317766,0.0001074044,0.0001830591],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982164,0.0001689412,0.0009216443,0.0002860116,0.0002055629,0.00006223028,0.00000540262,0.00001233889,0.0001214585],"genre_scores_gemma":[0.9996353,0.000001847367,0.0001897531,0.00001807697,0.0001318308,0.000003196599,0.000004754307,0.00001299853,0.00000223311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5264885,"threshold_uncertainty_score":0.3206028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02581887246476585,"score_gpt":0.243676203714264,"score_spread":0.2178573312494982,"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."}}