{"id":"W2107225507","doi":"10.1109/stherm.2009.4810751","title":"Pressure drop for laminar flow in microchannels of arbitrary cross-sections","year":2009,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Laminar flow; Rectangle; Pressure drop; Aspect ratio (aeronautics); Mechanics; Flow (mathematics); Microchannel; Materials science; Drop (telecommunication); Laminar flow reactor; Geometry; Physics; Mathematics; Open-channel flow; Mechanical engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.00004092574,0.00005763677,0.00008554161,0.00006082303,0.00001595189,0.000009022577,0.00004034144,0.0000622107,0.00002720706],"category_scores_gemma":[0.000003797892,0.00005853226,0.00003417271,0.0001084129,0.000006788749,0.00009621464,0.000001145123,0.0000480974,0.000001437155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006904713,"about_ca_system_score_gemma":0.000006173175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006545763,"about_ca_topic_score_gemma":0.00001773549,"domain_scores_codex":[0.9996522,0.000003419049,0.0001359062,0.00006774807,0.00003237233,0.0001083352],"domain_scores_gemma":[0.9998756,0.00001455157,0.000002302129,0.00006459064,0.00002243584,0.00002049842],"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":[0.00001210213,0.00004298407,0.0002493147,0.00009834376,0.00001153947,5.254639e-7,0.0003782196,0.9789202,0.01849349,0.0004363022,0.0003735924,0.0009833486],"study_design_scores_gemma":[0.0005914379,0.00008292547,0.007753895,0.00002458524,0.00001110714,0.000002016763,0.00002010791,0.8222072,0.1673766,0.0006258412,0.001178373,0.0001259506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1681204,0.0003191335,0.8212826,0.00006566555,0.0001429899,0.0003300951,0.00004576601,0.0001779599,0.009515443],"genre_scores_gemma":[0.9900762,0.00003335819,0.009475445,0.00003039117,0.00003279242,0.0000107564,0.00001578946,0.000009491547,0.0003158079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8219558,"threshold_uncertainty_score":0.2386876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008488147546930475,"score_gpt":0.2381960042630478,"score_spread":0.2297078567161173,"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."}}