{"id":"W4235016488","doi":"10.24908/pceea.v0i0.4711","title":"INNOVATIVE TEACHING METHODS AND ENGINEERING EDUCATION RESEARCH","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Admiration; Data collection; Inclusion (mineral); Psychology; Period (music); Pedagogy; Medical education; Mathematics education; Medicine; Sociology; Social psychology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08038937,0.001050737,0.001714922,0.009903966,0.003009149,0.01072082,0.00289832,0.002537756,0.01395643],"category_scores_gemma":[0.09407449,0.0009920374,0.001112402,0.01356509,0.01348704,0.007450016,0.006736226,0.003947304,0.001973274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006633815,"about_ca_system_score_gemma":0.01097748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001728744,"about_ca_topic_score_gemma":0.001995644,"domain_scores_codex":[0.9269008,0.05731934,0.003112325,0.00421951,0.007179055,0.001268914],"domain_scores_gemma":[0.8339005,0.1406924,0.005197002,0.01105998,0.007255808,0.001894309],"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":[0.0002034299,0.00090239,0.00890692,0.009119607,0.0002652527,0.0007193201,0.05196577,0.001229521,0.0009102967,0.5419213,0.01507977,0.3687765],"study_design_scores_gemma":[0.0007276461,0.001122469,0.009192144,0.01748992,0.0002126231,0.001619677,0.07245419,0.00339652,0.002253341,0.538151,0.3532092,0.0001712169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0697692,0.05994197,0.5485051,0.02797154,0.00730126,0.0263211,0.001738077,0.0005973988,0.2578544],"genre_scores_gemma":[0.2854689,0.03095537,0.5876068,0.007815237,0.001804908,0.06050532,0.0009257668,0.0003259447,0.02459171],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08038937,"threshold_uncertainty_score":0.4251447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02657301735383403,"score_gpt":0.376440742216498,"score_spread":0.3498677248626639,"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."}}