{"id":"W1486355877","doi":"10.4271/2000-01-2322","title":"Transient Convection Flow in Super-Imposed Fluid and Porous Layers","year":2000,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transient (computer programming); Mechanics; Fluid dynamics; Porosity; Transient flow; Convection; Flow (mathematics); Transient analysis; Porous medium; Materials science; Geology; Computer science; Transient response; Physics; Composite material; Surge; Engineering; Electrical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001554148,0.000226653,0.0003512222,0.0002001989,0.0002268951,0.0004740599,0.0003220405,0.0004499668,0.0006886537],"category_scores_gemma":[0.0006244471,0.0001678612,0.0003285767,0.0001697126,0.0007574871,0.0004652372,0.0005711948,0.000283862,0.00007811721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006502269,"about_ca_system_score_gemma":0.000493813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004146373,"about_ca_topic_score_gemma":0.00143237,"domain_scores_codex":[0.9999036,0.00001311468,0.000003782196,0.00001866736,0.00002448813,0.00003634474],"domain_scores_gemma":[0.9998389,0.00006863244,0.00003488504,0.00001254848,0.00002019659,0.00002475029],"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":[0.0006619291,0.000108337,0.003224551,0.0001330098,0.00003394069,0.0005716897,0.0001636634,0.6976623,0.2840772,0.007426536,0.0002078548,0.005728967],"study_design_scores_gemma":[0.00004641159,0.0001051324,0.00127703,0.000006073233,0.000008083321,0.00004296658,0.0000319596,0.9694701,0.02822378,0.0005564769,0.0002189252,0.00001298477],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851022,0.0001006479,0.01263776,0.0000474474,0.00001367255,0.00001621827,0.00005329396,0.00008911817,0.00193973],"genre_scores_gemma":[0.9976356,0.00002817496,0.001740676,0.000006436216,0.000002659958,0.000007848275,0.00002873998,0.000005786027,0.0005441302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004146373,"threshold_uncertainty_score":0.008244455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007131678847182644,"score_gpt":0.2028078268491793,"score_spread":0.1956761480019966,"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."}}