{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004912507,0.000148124,0.0001310221,0.000242581,0.000177317,0.00005936042,0.0004630067,0.0001247409,0.000138048],"category_scores_gemma":[0.0002031635,0.0001328669,0.00006835456,0.0007009821,0.00001917258,0.0001975258,0.00001813709,0.0003143625,0.00004074383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001892178,"about_ca_system_score_gemma":0.0005540089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004835363,"about_ca_topic_score_gemma":0.005626317,"domain_scores_codex":[0.998994,0.000009320353,0.0003073638,0.0001493614,0.0002076724,0.0003322726],"domain_scores_gemma":[0.9992122,0.00006878775,0.0001413078,0.0001847624,0.0002461463,0.0001467877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001755121,0.0001604675,0.006136355,0.0001490369,0.0001137541,2.971298e-8,0.00681907,0.01153251,0.003696935,0.8121045,0.1588483,0.0004372733],"study_design_scores_gemma":[0.0006959112,0.00004188418,0.08094507,0.000285645,0.0001854467,0.00001369931,0.004187024,0.0753459,0.02380506,0.02047189,0.7927381,0.001284379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5685622,0.002258079,0.012477,0.0538311,0.02255057,0.01078603,0.0003430208,0.002046013,0.327146],"genre_scores_gemma":[0.9945818,0.00003670571,0.003412888,0.0002815817,0.0001155622,0.0003277545,0.000007508865,0.00004251024,0.001193759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7916327,"threshold_uncertainty_score":0.7309654,"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."}}