{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035574,0.0001754068,0.0001561003,0.0002280155,0.0001805278,0.00006560751,0.0003479194,0.0001593428,0.00007607265],"category_scores_gemma":[0.0004337906,0.0001826315,0.0000851342,0.0006858963,0.00001421936,0.0002427853,0.00001581338,0.0003169717,0.0000324249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001472761,"about_ca_system_score_gemma":0.0006817594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002994862,"about_ca_topic_score_gemma":0.0006985951,"domain_scores_codex":[0.9989296,0.000008650744,0.0003018083,0.0001800164,0.0002293379,0.000350554],"domain_scores_gemma":[0.9991455,0.00004133403,0.0001866228,0.0001288512,0.0003580881,0.0001396182],"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":[0.0000143998,0.000570281,0.05858191,0.001583403,0.001015739,2.756104e-7,0.08820204,0.01913058,0.02878404,0.3146101,0.4786267,0.008880544],"study_design_scores_gemma":[0.0008346486,0.0001235528,0.0644059,0.0005194459,0.0003741442,0.00002241215,0.00788914,0.05699316,0.06885475,0.005375376,0.7925336,0.002073844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.633118,0.001377948,0.01406581,0.007580328,0.01298453,0.007357277,0.0001093522,0.00342846,0.3199783],"genre_scores_gemma":[0.9823548,0.00003935353,0.01437622,0.0001117671,0.0001557401,0.0002926489,0.000008808303,0.00006365045,0.002596984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3492368,"threshold_uncertainty_score":0.7447495,"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."}}