{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001538345,0.000482227,0.0004661102,0.0005253855,0.0005120358,0.000775477,0.0003644424,0.0003649119,0.006473845],"category_scores_gemma":[0.0005746514,0.0001696803,0.0003829879,0.0002044599,0.001100888,0.0004780775,0.001117566,0.000590523,0.0006307085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004650337,"about_ca_system_score_gemma":0.0003023317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007836811,"about_ca_topic_score_gemma":0.0006037031,"domain_scores_codex":[0.9997082,0.0000306799,0.000006853697,0.00005248854,0.0001074069,0.00009432713],"domain_scores_gemma":[0.9998128,0.00005792821,0.00003767297,0.00003036847,0.00003388339,0.00002740529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003641655,0.0001534237,0.002668414,0.0005250165,0.00003428325,0.001000386,0.0004580125,0.02474234,0.7582507,0.115325,0.004170361,0.09230796],"study_design_scores_gemma":[0.0001660645,0.0008878275,0.03919834,0.0001507555,0.0001025587,0.00409555,0.0004324129,0.1300469,0.6959584,0.05908281,0.06971826,0.0001601656],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7294569,0.00920163,0.08879493,0.001551182,0.0008468135,0.0001675201,0.0002545842,0.001030589,0.1686958],"genre_scores_gemma":[0.9776284,0.0008720289,0.003155394,0.0001461454,0.0001582273,0.00004075648,0.00006346992,0.00009288424,0.01784263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006473845,"threshold_uncertainty_score":0.02165717,"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."}}