{"id":"W2009805333","doi":"10.1115/imece2006-15256","title":"Integration of Computational Fluid Dynamics and Experimentation in Undergraduate Fluid Mechanics","year":2006,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computational fluid dynamics; Fluid mechanics; Fluid dynamics; Computer science; Flow (mathematics); Software; Mechanical engineering; Curriculum; Mechanics; Simulation; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000513187,0.00009327313,0.00009520652,0.0001144756,0.00001271867,0.00001306215,0.00003373155,0.00003959291,0.000009945186],"category_scores_gemma":[0.000004469015,0.0001044548,0.00001488426,0.0001221764,0.00001044242,0.0001221061,0.0000119296,0.00005966405,0.000002223726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001387269,"about_ca_system_score_gemma":0.000003843091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008092732,"about_ca_topic_score_gemma":0.00007223582,"domain_scores_codex":[0.9994988,0.000009538772,0.000212478,0.00008821566,0.00009921137,0.00009173306],"domain_scores_gemma":[0.9998695,0.00003005577,0.00001695451,0.00005223132,0.00001572209,0.00001554485],"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":[0.000001878532,0.00001082576,0.0001022141,0.00001359097,0.000003698538,4.833556e-7,0.00009863497,0.7136519,0.2289033,0.05669697,0.0000250154,0.00049147],"study_design_scores_gemma":[0.0002194066,0.00001820348,0.001236127,0.00001942689,0.000001765942,0.000002653363,0.0002309828,0.9046819,0.0911938,0.00230082,0.000006206202,0.00008866384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5410317,0.0001672903,0.4567498,0.0000211408,0.00008549215,0.00007505211,0.0000021284,0.0001153658,0.001752015],"genre_scores_gemma":[0.9720349,0.00001180741,0.02779464,0.00000457468,0.00001136022,0.000009577925,0.00007593692,0.00002023438,0.0000369261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4310032,"threshold_uncertainty_score":0.4259541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004913733383031819,"score_gpt":0.2177646613319213,"score_spread":0.2128509279488894,"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."}}