{"id":"W2024209745","doi":"10.1115/1.4001973","title":"Laminar Flow in Microchannels With Noncircular Cross Section","year":2010,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rhombus; Equilateral triangle; Rectangle; Laminar flow; Ellipse; Cross section (physics); Geometry; Pressure drop; Flow (mathematics); Mechanics; Physics; Optics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004391347,0.0007790133,0.0004832635,0.0005203265,0.0002845842,0.0007250179,0.0005592766,0.0005719212,0.000772976],"category_scores_gemma":[0.00101313,0.0003120161,0.0004200291,0.0002751065,0.0006833017,0.0008317822,0.000483545,0.0004145075,0.0001869837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000548115,"about_ca_system_score_gemma":0.0004298644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006111667,"about_ca_topic_score_gemma":0.0007166929,"domain_scores_codex":[0.9998381,0.00003880886,0.00001107021,0.00003414036,0.00005430232,0.0000235226],"domain_scores_gemma":[0.9995279,0.0002538992,0.00009634427,0.0000278486,0.00007416379,0.00001985092],"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":[0.0002176197,0.0001145656,0.001610116,0.0006145942,0.00004616145,0.0004702549,0.000395478,0.6084046,0.2439457,0.08813617,0.001325959,0.05471885],"study_design_scores_gemma":[0.00002219599,0.00008685275,0.0003752028,0.00002554677,0.000008730638,0.0001463461,0.00003106926,0.9683842,0.02480801,0.004589295,0.001499366,0.00002321995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09888899,0.001642952,0.893766,0.0001360111,0.00006482514,0.00009671685,0.0001193721,0.000336655,0.004948499],"genre_scores_gemma":[0.7834248,0.002003589,0.2074441,0.0001100944,0.00007741468,0.0002905301,0.0002093877,0.00008113097,0.006358892],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0007790133,"threshold_uncertainty_score":0.003976822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003569608750505147,"score_gpt":0.1880417691351098,"score_spread":0.1844721603846046,"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."}}