{"id":"W2901568499","doi":"10.25071/10315/35300","title":"Flow Over A Wall-Mounted Finite-Length Square Cylinder","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Square (algebra); Flow (mathematics); Cylinder; Mechanics; Physics; Computer science; Mechanical engineering; Geometry; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001986741,0.0002362101,0.0002407685,0.0005007744,0.00005223302,0.00008928787,0.0002296919,0.000201726,0.0004612036],"category_scores_gemma":[0.00008366791,0.0002649218,0.00008334804,0.000682452,0.00002424044,0.000132938,0.00002511204,0.0003072177,0.00006912852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004283217,"about_ca_system_score_gemma":0.00008202907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003940651,"about_ca_topic_score_gemma":0.135907,"domain_scores_codex":[0.9985077,0.00001246407,0.0003242755,0.0002657209,0.0001929584,0.0006969193],"domain_scores_gemma":[0.9990889,0.00004546321,0.00001540615,0.0002881422,0.00005589366,0.0005061763],"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":[0.00001955376,0.0000531772,0.003440273,0.0002313308,0.0002793045,0.0001795465,0.0004823594,0.9388102,0.0003896734,0.02951135,0.0006618563,0.02594142],"study_design_scores_gemma":[0.0002729285,0.00002795055,0.0008553797,0.00005609896,0.00001296176,0.000002647352,0.000008703159,0.9911252,0.0002420022,0.0000658538,0.00701865,0.0003116731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4924086,0.004676763,0.4804358,0.003293592,0.006491703,0.002394099,0.0004046669,0.004060438,0.005834309],"genre_scores_gemma":[0.9944744,0.00002286744,0.004962309,0.0001853655,0.0001717023,0.0000534306,0.00003423093,0.00007407334,0.00002159613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5020658,"threshold_uncertainty_score":0.9999803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006436295129895299,"score_gpt":0.226865279802821,"score_spread":0.2204289846729257,"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."}}