{"id":"W2054250780","doi":"10.1002/cjce.21661","title":"An engineering analysis of transient laminar flows in long microchannels","year":2012,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Laminar flow; Microchannel; Transient (computer programming); Mechanics; Transient flow; Channel (broadcasting); Flow (mathematics); Open-channel flow; Viscosity; Transient analysis; Materials science; Transient response; Thermodynamics; Engineering; Physics; Surge; Computer science; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003893842,0.0001625738,0.0004009707,0.0005531047,0.00001902361,0.00001548231,0.0002378147,0.00008062738,0.00001354813],"category_scores_gemma":[0.00003341481,0.0001372536,0.0001702874,0.0006954057,0.00002190233,0.0001533351,0.000003232609,0.0003472148,5.844371e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691187,"about_ca_system_score_gemma":0.00004335973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003459438,"about_ca_topic_score_gemma":0.0007522365,"domain_scores_codex":[0.9989065,0.000008985927,0.0004313726,0.00006098669,0.000138235,0.0004539374],"domain_scores_gemma":[0.9993677,0.00006923759,0.00001786468,0.0001363907,0.00004705741,0.0003617366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002759908,0.00001013534,0.001250657,0.00007223937,0.000371957,0.00001335904,0.002619518,0.8071374,0.1881917,0.00003979587,0.000006650231,0.0002837894],"study_design_scores_gemma":[0.0005660505,0.00005195686,0.02752599,0.0003283249,0.0009214132,0.00008651857,0.0001232621,0.5651354,0.4043408,0.00000545504,0.0003517844,0.0005630602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900724,0.002143823,0.007406705,0.0000372315,0.0002375733,0.00004616298,0.00001071345,0.00001968624,0.00002566501],"genre_scores_gemma":[0.9993705,0.00001481433,0.0004314616,0.000007524161,0.0001426963,0.000002165319,0.000002521891,0.00002760387,7.806382e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.242002,"threshold_uncertainty_score":0.5597041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007363598088046336,"score_gpt":0.1931821472451473,"score_spread":0.1858185491571009,"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."}}