{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003963365,0.000426666,0.0004674423,0.0003454557,0.0004548548,0.000728697,0.0005219867,0.0007742418,0.0007631803],"category_scores_gemma":[0.0009116482,0.0002509369,0.0005448303,0.0002042442,0.0009979488,0.000508009,0.0003875352,0.0003978496,0.0001176851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008327827,"about_ca_system_score_gemma":0.0008687046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003993949,"about_ca_topic_score_gemma":0.001267278,"domain_scores_codex":[0.9998276,0.00003815147,0.000006074664,0.00002973249,0.00005796698,0.00004045729],"domain_scores_gemma":[0.9996889,0.0001619725,0.00005554504,0.00002310426,0.00004812127,0.00002236785],"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":[0.0001150178,0.00008594895,0.001251608,0.00008569947,0.00001845307,0.000272315,0.00009855824,0.8930939,0.09024486,0.009798021,0.000163867,0.00477178],"study_design_scores_gemma":[0.000008792915,0.00005302336,0.0004082477,0.00000334585,0.000004273779,0.00002776865,0.000008408305,0.9927065,0.005945565,0.0005673461,0.0002612284,0.000005581462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5342163,0.0007876608,0.4565813,0.0002159499,0.00005225711,0.0001078731,0.0001089772,0.0003756399,0.007554042],"genre_scores_gemma":[0.9892511,0.0001594314,0.008170529,0.00001932668,0.00001116018,0.00006083193,0.00003460511,0.00002561964,0.002267331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003993949,"threshold_uncertainty_score":0.007941425,"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."}}