{"id":"W4401442906","doi":"10.2139/ssrn.4920064","title":"Flow over surface-mounted square blocks of very low aspect ratio fully immersed in a boundary layer","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Square (algebra); Flow (mathematics); Boundary layer; Aspect ratio (aeronautics); Layer (electronics); Surface (topology); Materials science; Mechanics; Geometry; Composite material; Mathematics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002386309,0.0005429397,0.0008779751,0.0005003144,0.0006289554,0.001054171,0.0006398988,0.001211265,0.001930592],"category_scores_gemma":[0.001024731,0.0002931167,0.0003513346,0.000249573,0.001374481,0.0008488977,0.0008532937,0.0005832496,0.0001984013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006076446,"about_ca_system_score_gemma":0.0007959119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004097027,"about_ca_topic_score_gemma":0.001320329,"domain_scores_codex":[0.9998043,0.00002895636,0.000009283685,0.00006069522,0.00003883164,0.00005785572],"domain_scores_gemma":[0.9995297,0.0002034153,0.00007199396,0.00003621441,0.00005580201,0.0001029261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00480012,0.0006925703,0.006768496,0.0002838975,0.0001145108,0.0008975972,0.0005246554,0.4150567,0.553548,0.00676159,0.0008222362,0.009729612],"study_design_scores_gemma":[0.000235427,0.0008294681,0.005922677,0.00001693619,0.00002723356,0.00005880637,0.0001283105,0.9633633,0.02842974,0.0006914831,0.0002660096,0.00003060016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907579,0.0001129426,0.006826831,0.0001290597,0.00004216535,0.00003404626,0.0001322608,0.00008055849,0.001884178],"genre_scores_gemma":[0.9951703,0.0000582018,0.002846827,0.00002799865,0.00002337116,0.00001897673,0.0001940508,0.00001946761,0.001640704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004097027,"threshold_uncertainty_score":0.008146346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003748037349442591,"score_gpt":0.2219888938270682,"score_spread":0.2182408564776256,"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."}}