{"id":"W2327165682","doi":"10.2514/6.2016-2189","title":"Hydraulic-Powered Forced Convection Heat Transfer","year":2016,"lang":"en","type":"article","venue":"54th AIAA Aerospace Sciences Meeting","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Honeywell Federal Manufacturing and Technologies","keywords":"Forced convection; Heat transfer; Convective heat transfer; Convection; Mechanics; Computer science; Environmental science; Physics","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":[0.0001880852,0.0002458894,0.0003929166,0.0003268225,0.0004695938,0.0005260156,0.0004366848,0.000364358,0.006624998],"category_scores_gemma":[0.0005385913,0.0001577133,0.0002443746,0.0002322046,0.00040443,0.0007526894,0.0008643665,0.000262931,0.0004394354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003521761,"about_ca_system_score_gemma":0.0005100219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007427092,"about_ca_topic_score_gemma":0.001217563,"domain_scores_codex":[0.9999074,0.00001707505,0.000004242642,0.00001218681,0.000034869,0.0000241557],"domain_scores_gemma":[0.9998739,0.00005803825,0.00001033031,0.00001699123,0.0000291168,0.00001165353],"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":[0.0012063,0.0003243921,0.002995403,0.0005857758,0.00006065382,0.0003660249,0.0001840064,0.6179287,0.1584269,0.02653368,0.005469368,0.1859188],"study_design_scores_gemma":[0.00008564834,0.0002232621,0.001604829,0.00001098598,0.00001294485,0.00006153236,0.00003087295,0.9446934,0.04415086,0.004552165,0.004547116,0.0000263877],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6884478,0.0007173081,0.2478046,0.0007956101,0.0005526043,0.0001422357,0.0004411646,0.0009864939,0.06011222],"genre_scores_gemma":[0.992049,0.00005649872,0.003167534,0.00001921748,0.00002166775,0.00003813664,0.00004363523,0.00001571091,0.004588496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006624998,"threshold_uncertainty_score":0.0221628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01233850598321856,"score_gpt":0.2183710209204699,"score_spread":0.2060325149372513,"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."}}