{"id":"W2168434489","doi":"10.24908/pceea.v0i0.3732","title":"LEARNING DESIGN THROUGH A CNC MINI-CAR PROJECT","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Manufacturing engineering; CAD; Engineering; Machining; Engineering drawing; Computer science; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004530692,0.0012126,0.0005641112,0.0009668943,0.002533184,0.003258419,0.001791225,0.001604169,0.01895526],"category_scores_gemma":[0.007749741,0.0005458947,0.0004637073,0.0005935443,0.001087658,0.002065504,0.002372375,0.001993949,0.003791322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002722908,"about_ca_system_score_gemma":0.004319076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002318824,"about_ca_topic_score_gemma":0.007926568,"domain_scores_codex":[0.998076,0.0006036775,0.00007323419,0.0002928677,0.0007235245,0.000230653],"domain_scores_gemma":[0.9960262,0.001284664,0.0001677563,0.0004263626,0.0008658758,0.001229193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009131394,0.01507076,0.01360835,0.0008354528,0.00004542765,0.00185947,0.04912343,0.01004404,0.03037347,0.04732348,0.1095965,0.7212065],"study_design_scores_gemma":[0.0005545674,0.009893485,0.02071128,0.0009455945,0.00007421189,0.002711225,0.02388302,0.02012639,0.03716018,0.04140466,0.8422875,0.0002478034],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7266658,0.0004971601,0.05716159,0.003663551,0.0002693362,0.002020215,0.0005265611,0.001456457,0.2077394],"genre_scores_gemma":[0.662725,0.001419186,0.1678785,0.001457006,0.00007334827,0.001703824,0.001063501,0.0002479955,0.1634317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01895526,"threshold_uncertainty_score":0.06341165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02257228892719251,"score_gpt":0.2126738458848011,"score_spread":0.1901015569576086,"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."}}