{"id":"W2901703665","doi":"10.25071/10315/35222","title":"Drag Reduction And Heating","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drag; Reduction (mathematics); Environmental science; Automotive engineering; Computer science; Aerospace engineering; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002482654,0.0001689873,0.0001640181,0.0002822278,0.00004832209,0.00004503093,0.0001088618,0.0001435655,0.00004121281],"category_scores_gemma":[0.00002949195,0.0002043102,0.00002114684,0.0003081217,0.00002774515,0.0001269318,0.00001318099,0.0002608804,0.00001525407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002807748,"about_ca_system_score_gemma":0.00004821288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003351393,"about_ca_topic_score_gemma":0.02057894,"domain_scores_codex":[0.9987961,0.00001003819,0.0002169026,0.0002195466,0.0001087142,0.0006486959],"domain_scores_gemma":[0.9993167,0.00001676515,0.00000434831,0.0001524562,0.00002152231,0.0004881918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002924491,0.00006059136,0.00211043,0.001322227,0.0002021372,0.000440193,0.003609283,0.02502169,0.07967895,0.2941721,0.0002437665,0.5931094],"study_design_scores_gemma":[0.000383232,0.0000967496,0.0006373098,0.0002324288,0.00001040142,0.0001087616,0.00004449562,0.9500358,0.04368886,0.0008293482,0.003422941,0.0005096319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517788,0.002175657,0.03882617,0.0006269837,0.002748198,0.0007485971,0.00001968659,0.001319825,0.001756134],"genre_scores_gemma":[0.9904308,0.00002128922,0.009172104,0.00002482873,0.0002336638,0.00005165832,0.000002596051,0.00005964228,0.000003396945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9250141,"threshold_uncertainty_score":0.9972929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007913511741625029,"score_gpt":0.2143843650354147,"score_spread":0.2064708532937897,"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."}}