{"id":"W1822563412","doi":"10.24908/pceea.v0i0.3805","title":"USING PINE WOOD DERBY CARS TO INTRODUCE MECHANICAL ENGINEERING TO STUDENTS IN A FIRST YEAR GENERAL ENGINEERING DESIGN COURSE","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Engineering; Block (permutation group theory); Axle; Aerodynamics; Architectural engineering; Mechanical engineering; Manufacturing engineering; Mathematics; Aerospace engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001850008,0.001804878,0.0008722354,0.001023267,0.003439704,0.003444436,0.001690031,0.001828693,0.02353091],"category_scores_gemma":[0.001990007,0.000916016,0.0006811607,0.0004754621,0.0008265541,0.001433223,0.002281688,0.003110788,0.008572041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002443945,"about_ca_system_score_gemma":0.004852844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006554394,"about_ca_topic_score_gemma":0.04096588,"domain_scores_codex":[0.9987935,0.0001461639,0.00003995613,0.0001971009,0.0003768159,0.0004463403],"domain_scores_gemma":[0.9972143,0.0001697906,0.00009300005,0.00007192828,0.000603486,0.001847529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00149658,0.06315915,0.04067657,0.001355212,0.00008977109,0.00528733,0.04084676,0.00570283,0.1075409,0.02402378,0.4035988,0.3062224],"study_design_scores_gemma":[0.0002973139,0.01043329,0.03615163,0.0006694573,0.00007041125,0.002666175,0.02424449,0.005834763,0.02886293,0.008890209,0.8816615,0.0002179109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8084562,0.001296509,0.02573365,0.007228559,0.002389407,0.002911079,0.0009431904,0.002113042,0.1489283],"genre_scores_gemma":[0.5585442,0.002437535,0.09513625,0.006375049,0.000309094,0.001583243,0.00196332,0.0004882617,0.3331631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02353091,"threshold_uncertainty_score":0.07871872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657821610074879,"score_gpt":0.2415298859445068,"score_spread":0.224951669843758,"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."}}