{"id":"W1894501234","doi":"10.24908/pceea.v0i0.3709","title":"IN-CLASS TEAM DESIGN COMPETITIONS - THE MECHATRONICS EXAMPLE","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":"Queen's University; University of Toronto","funders":"","keywords":"Mechatronics; Class (philosophy); Engineering; Test (biology); Engineering management; Computer science; Artificial intelligence; Electrical 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":[0.001718591,0.0007217192,0.0004439769,0.0006483396,0.00458441,0.002857804,0.001587156,0.002497199,0.0254223],"category_scores_gemma":[0.003025101,0.0002130652,0.0006647203,0.0008901067,0.0008858728,0.001381703,0.002197489,0.002045913,0.005437524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001632737,"about_ca_system_score_gemma":0.001275398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008193794,"about_ca_topic_score_gemma":0.02046359,"domain_scores_codex":[0.9977878,0.0004860591,0.00005838935,0.000183488,0.0007660893,0.0007180207],"domain_scores_gemma":[0.9952027,0.0009187902,0.0001401398,0.0002239928,0.0009402608,0.002574174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002392588,0.01327829,0.01943005,0.001190652,0.0001120803,0.008445736,0.01412019,0.0106104,0.01203342,0.08894579,0.3808738,0.4485671],"study_design_scores_gemma":[0.000590161,0.003304142,0.03200537,0.0002469817,0.0000361989,0.003584845,0.01310487,0.01641198,0.01037594,0.01390547,0.9062393,0.0001946577],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4566646,0.0006983071,0.03262135,0.00761116,0.002263109,0.001110705,0.001438153,0.0009836573,0.4966091],"genre_scores_gemma":[0.7448896,0.0005967463,0.02855875,0.001000725,0.0003153105,0.0004734668,0.001832624,0.0003018175,0.222031],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0254223,"threshold_uncertainty_score":0.08504605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01694410951499375,"score_gpt":0.1903106929307228,"score_spread":0.1733665834157291,"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."}}