{"id":"W2166445670","doi":"10.24908/pceea.v0i0.4896","title":"TEACHING AND LEARNING MODES FOR DESIGN ENGINEERING","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Creativity; Computer science; Curriculum; Teamwork; Phenomenon; Engineering design process; Subject (documents); Interpretation (philosophy); Human–computer interaction; Management science; Engineering; Psychology; Mechanical engineering; Pedagogy","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":[0.003536402,0.0007315177,0.0003250603,0.001334957,0.001341481,0.005255949,0.001579516,0.001430939,0.03494544],"category_scores_gemma":[0.007463434,0.0003016355,0.0005738121,0.001065013,0.004086131,0.003667721,0.004429955,0.002425058,0.00817308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002743219,"about_ca_system_score_gemma":0.002317265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000507202,"about_ca_topic_score_gemma":0.001134068,"domain_scores_codex":[0.9975999,0.001237413,0.0001197346,0.0002062795,0.000672917,0.0001638166],"domain_scores_gemma":[0.996119,0.001966323,0.0001994166,0.0006696053,0.0004718942,0.0005738394],"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":[0.00004747025,0.0001845483,0.001289844,0.0005492076,0.00000626521,0.0001206844,0.008752091,0.0009173547,0.001696256,0.63314,0.02884064,0.3244556],"study_design_scores_gemma":[0.00003507647,0.0001374785,0.00136503,0.0006056497,0.000006594371,0.0005895264,0.0035802,0.002241899,0.001223135,0.4055166,0.584663,0.00003590186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02222974,0.005907202,0.3542508,0.01220218,0.0009449855,0.0006963591,0.0002122967,0.001491852,0.6020645],"genre_scores_gemma":[0.2947277,0.005526013,0.4315943,0.002328263,0.0004806214,0.002080485,0.000295151,0.0005220426,0.2624454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03494544,"threshold_uncertainty_score":0.1169042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007674904328928935,"score_gpt":0.1977585315481689,"score_spread":0.1900836272192399,"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."}}